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<article xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-title-group>
        <journal-title>Austria CeMM</journal-title>
      </journal-title-group>
    </journal-meta>
    <article-meta>
      <title-group>
        <article-title>Sequencing SARS-CoV-2 in Slovakia: An Unofficial Genomic Surveillance Report</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="author">
          <string-name>Bronˇa Brejová</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Viktória Hodorová</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Kristína Boršová</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Viktória Cˇ abanová</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tomáš Szemes</string-name>
          <xref ref-type="aff" rid="aff1">1</xref>
          <xref ref-type="aff" rid="aff4">4</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Matej Mišík</string-name>
          <xref ref-type="aff" rid="aff5">5</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Boris Klempa</string-name>
          <xref ref-type="aff" rid="aff0">0</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Jozef Nosek</string-name>
          <xref ref-type="aff" rid="aff3">3</xref>
        </contrib>
        <contrib contrib-type="author">
          <string-name>Tomáš Vinarˇ</string-name>
          <xref ref-type="aff" rid="aff2">2</xref>
        </contrib>
        <aff id="aff0">
          <label>0</label>
          <institution>Biomedical Research Center of the Slovak Academy of Sciences</institution>
          ,
          <addr-line>Bratislava</addr-line>
          ,
          <country country="SK">Slovakia</country>
        </aff>
        <aff id="aff1">
          <label>1</label>
          <institution>Comenius University Science Park</institution>
          ,
          <addr-line>Bratislava</addr-line>
          ,
          <country country="SK">Slovakia</country>
        </aff>
        <aff id="aff2">
          <label>2</label>
          <institution>Faculty of Mathematics</institution>
          ,
          <addr-line>Physics and Informatics</addr-line>
          ,
          <institution>Comenius University</institution>
          ,
          <addr-line>Bratislava</addr-line>
          ,
          <country country="SK">Slovakia</country>
        </aff>
        <aff id="aff3">
          <label>3</label>
          <institution>Faculty of Natural Sciences, Comenius University</institution>
          ,
          <addr-line>Bratislava</addr-line>
          ,
          <country country="SK">Slovakia</country>
        </aff>
        <aff id="aff4">
          <label>4</label>
          <institution>Geneton Ltd.</institution>
          ,
          <addr-line>Ilkovicˇova 8, Bratislava</addr-line>
          ,
          <country country="SK">Slovakia</country>
        </aff>
        <aff id="aff5">
          <label>5</label>
          <institution>Institute of Health Analyses, Ministry of Health</institution>
          ,
          <country country="SK">Slovakia</country>
        </aff>
      </contrib-group>
      <pub-date>
        <year>2834</year>
      </pub-date>
      <volume>2020</volume>
      <abstract>
        <p>We present an unofficial SARS-CoV-2 genomic surveillance report from Slovakia based on approximately 3500 samples sequenced between March 2020 and May 2021. Early samples show multiple independent imports of SARS-CoV-2 from other countries. In Fall 2020, three virus variants (B.1.160, B.1.1.170, B.1.258) dominated as the number of cases increased. In November 2020, B.1.1.7 (alpha) variant was introduced in Slovakia and quickly became the most prevalent variant in the country (&gt; 75% of new cases by early February 2021 and &gt; 95% in midMarch).</p>
      </abstract>
    </article-meta>
  </front>
  <body>
    <sec id="sec-1">
      <title>1 Introduction</title>
      <p>Genome sequence of the SARS-CoV-2 virus continually
changes over time. The mutations eventually result in the
emergence of new variants including those with higher
infectivity, the ability to evade the immune system response,
and causing milder or more severe clinical manifestations.
It is therefore of utmost importance to constantly
monitor virus alterations by genome sequencing. Such
monitoring provides a means for understanding virus
evolution and transmission, identification and characterisation
of variants of concern (VoC), improvement of the tools for
molecular diagnostics (e.g. RT-qPCR assays), as well as
rapid adjustment of the health policy measures.</p>
      <p>By the end of June 2021, global sequencing efforts
yielded more than 2 millions genome sequences of the
SARS-CoV-2 isolates from different geographical regions
of the world. These sequences are available in public
databases such as the GISAID initiative (http://www.
gisaid.org/) and the European Nucleotide Archive
(ENA, https://www.ebi.ac.uk/ena/) which allow
rapid data sharing and provide robust resources for
genomic epidemiology.</p>
      <p>In this report, we summarize the results of the
SARSCoV-2 genomic surveillance in Slovakia during the first
and second wave of the COVID-19 pandemic between
March 2020 and May 2021.
2</p>
    </sec>
    <sec id="sec-2">
      <title>Overview of Genomic Surveillance in</title>
    </sec>
    <sec id="sec-3">
      <title>Slovakia</title>
      <p>
        The first SARS-CoV-2 samples in Slovakia were
sequenced in March of 2020 by Comenius University
Science Park using viral RNA amplified in VERO E6 cells
and Illumina sequencing platform. Majority of samples in
2020 were sequenced using Oxford Nanopore MinION
using the ARTIC PCR-tiling protocol originally developed
for sequencing of Ebola and Zika virus samples
        <xref ref-type="bibr" rid="ref24 ref25">(Quick
et al., 2016, 2017)</xref>
        , evaluating a variety of primer pools
in the process
        <xref ref-type="bibr" rid="ref19 ref22 ref29 ref3 ref4">(Brejova et al., 2021a)</xref>
        . In March 2021,
a consortium of laboratories formed a genomic
surveillance team that started routine sequencing of
SARS-CoV2 from clinical samples. The samples for sequencing are
selected by the Public Health Authority of Slovakia and
distributed to individual sequencing laboratories. Two
laboratories (Public Health Authority and Comenius
University Science Park) use Illumina sequencing, and
Biomedical Centre of Slovak Academy of Sciences in
collaboration with Comenius University in Bratislava is using
MinION sequencing. All groups use variations of the
ARTIC PCR-tiling protocol. Additional samples were
sequenced at the Veterinary University in Zvolen and
outside Slovakia (in Austria and Germany). Table 1
summarizes these efforts. Additional data for genomic
surveillance have been obtained through differential qPCR
testing designed to distinguish between common
SARS-CoV2 variants
        <xref ref-type="bibr" rid="ref31">(Kovácˇová et al., 2021)</xref>
        .
3
      </p>
    </sec>
    <sec id="sec-4">
      <title>Early Cases (March-June 2020)</title>
      <p>
        The first case of SARS-CoV-2 infection in Slovakia has
been documented in Kostolište (Malacky district in
western Slovakia) on March 6, 2020, in a 52 year old man
        <xref ref-type="bibr" rid="ref30">(The Slovak Spectator, 2020)</xref>
        . The next day, two
members of his family were tested positive for the infection
(SK-BMC1), including his son who returned from Venice,
Italy, and presumably got infected while traveling (Úrad
        <xref ref-type="bibr" rid="ref32">verejného zdravotníctva SR, 2020</xref>
        ). In the following days,
additional cases were confirmed in unrelated persons in
SK-BMC5,ChVir-1998
SK-BMC2
UKBA-212 60020-VHU_1250, 60056-VHU_4065
      </p>
      <p>UKBA-101</p>
      <p>UKBA-207
UKBA-208</p>
      <p>UKBA-203UUKKBBAA--220045
20A
Bratislava, Košice, and Martin. Rapid introduction of
prevention and control measures including the diagnostics
based on real-time quantitative polymerase chain reaction
(RT-qPCR), contact tracing, national lockdown, and
quarantine for travelers led to substantial reduction of the virus
spreading in the country.</p>
      <p>The phylogeny of 19 early samples collected between
March and June 2020 (Table 2, Figure 1) suggests at least
six unrelated import events, likely through routine
international travel. The closest matches from GISAID database
based on the Jaccard index include samples from France
(SK-BMC5), Netherlands (SK-BMC6), Ireland
(UKBA204), Scandinavia (60007-VHU_185), Serbia
(UKBA209), Ukraine (UKBA-210), and the United Kingdom
(UKBA-207, UKBA-208). Note that these are
locations where particular mutation combinations were
common; sampled individuals could have contracted
COVID19 elsewhere. In contrast, sample 60023-VHU1453 shows
very little similarity with other GISAID samples.</p>
      <p>
        Three samples (SK-BMC2, SK-BMC5, UKBA-101)
were related to the fallout from a documented
superspreading event at a medical conference in Boston, MA at the
end of February
        <xref ref-type="bibr" rid="ref17">(Lemieux et al., 2021)</xref>
        . Sample
UKBA212 is identical to 3757 additional samples from all over
the world (including United Kingdom, United States,
Portugal, and Italy), which combined an earlier mutation
Spike:D614G, which increases the infectivity and stability
of virions, leading to higher viral loads and competitive
fitness
        <xref ref-type="bibr" rid="ref22">(Plante et al., 2021)</xref>
        , with mutations in
nucleoprotein N:R203K and N:G204R. The large number of
identical samples indicates a very fast spread perhaps following
a superspreading event, and the group has become a
foundation for evolution of B.1.1 lineage; see also the
analysis of Austrian samples
        <xref ref-type="bibr" rid="ref23">(Popa et al., 2020)</xref>
        and the global
analysis of early SARS-CoV-2 lineages
        <xref ref-type="bibr" rid="ref12">(Gómez-Carballa
et al., 2020)</xref>
        . In Slovakia, nine early samples are classified
to the B.1.1 lineage (including sublineage B.1.1.70).
4
      </p>
    </sec>
    <sec id="sec-5">
      <title>Rise in the Fall of 2020</title>
      <p>
        The release of restrictions during the summer 2020
increased the number of imported cases, which has been
followed by community transmission. The quick spread of
the infection throughout the country with about 5.5 million
inhabitants raised the cumulative number of infected
people to 267,147 as of December 31, 2020. While in many
European countries, B.1.177 (EU1) lineage has become
dominant in the Fall of 2020
        <xref ref-type="bibr" rid="ref13">(Hodcroft et al., 2021)</xref>
        ,
different three lineages appear to have achieved a substantial
prevalence in Slovakia between September and
No
        <xref ref-type="bibr" rid="ref32">vember 2020</xref>
        , namely B.1.1.170, B.1.160 (EU2), and B.1.258
(Figure 2).
      </p>
      <p>B.1.1.170 lineage is characterized by mutation P822H
(C5184A) in NSP3 peptidase C16 domain required for
proteolytic processing of replicase polyprotein. This
lineage has been observed in other countries in high numbers,
including Denmark, Germany, and United Kingdom;
however, in neither of these countries B.1.1.170 represented a
significant percentage of cases in the population (Figure
3). Instead, the high absolute number of B.1.1.170 cases
reflects the large scale of the sequencing programs in these
countries.</p>
      <p>
        B.1.160 (EU2) lineage is characterized by amino acid
substitutions M234I and A376T in N, M324I (G9526T) in
NSP4, A176S, V767L, K1141R, E1184D in ORF1b, and
S477N in S
        <xref ref-type="bibr" rid="ref10">(Fournier et al., 2021)</xref>
        . The position 477 in the
receptor binding motif of the Spike protein plays a
crucial role in the interaction with the human receptor ACE2
B.1.1.7
      </p>
      <p>B.1.177
113060646E 2020-11-30 2020-11-30</p>
      <p>113060618D 2020-11-30
UKBA-604 2020-11-12 B.1.258</p>
      <p>113060231E 2020-11-30</p>
      <p>
        B.1.221
112860160M 2020-11-28
15Muta ons
0
5
10
20
25
30
35
40
        <xref ref-type="bibr" rid="ref29">(Singh et al., 2021)</xref>
        , and the mutant has been shown to
increase the infectivity
        <xref ref-type="bibr" rid="ref13 ref14 ref21 ref5 ref6 ref7">(Chen et al., 2020b)</xref>
        ; the same
mutation has also emerged in an unrelated outbreak in
Australia
        <xref ref-type="bibr" rid="ref1 ref12 ref23 ref26 ref5 ref6">(Chen et al., 2020a)</xref>
        . Besides Slovakia, the B.1.160
was highly prevalent in Hungary, Austria, and Switzerland
(Figure 3).
      </p>
      <p>
        B.1.258 lineage harbours Spike protein receptor binding
domain mutation N439K, shown to enhance the binding
affinity of the Spike protein to human immune response
        <xref ref-type="bibr" rid="ref31">(Thomson et al., 2021)</xref>
        , and the sublineages prevalent in
Central Europe combine this mutation with DH69/DV70
deletion, facilitating escape from immune response
        <xref ref-type="bibr" rid="ref19">(Kemp
et al., 2021)</xref>
        , which is also one of the characteristic
mutations of B.1.1.7 (alpha) lineage emerging later. Lineage
B.1.258 likely originated in Switzerland
        <xref ref-type="bibr" rid="ref13 ref19 ref3 ref4">(Brejova et al.,
2021b)</xref>
        , and spread mainly in Central European countries,
including Czech Republic, Slovakia, Poland, Austria, and
Germany (Figure 3).
      </p>
      <p>
        Interestingly, B.1.177 (EU1) lineage, wide-spread
across many European countries during Fall of 2020, does
not show any evidence of increased transmissibility. It
seems to have become dominant simply by repeated
introduction to respective countries by summertime
travelers, undermining local efforts to keep SARS-CoV-2 cases
low
        <xref ref-type="bibr" rid="ref13">(Hodcroft et al., 2021)</xref>
        . In Slovakia, this lineage was
discovered only at the end of No
        <xref ref-type="bibr" rid="ref32">vember 2020</xref>
        and
sporadically appeared in sequencing samples since then.
      </p>
      <p>Figure 4 shows how the number of mutations increases
over time in selected lineages. Besides lineages shown in
Figure 3, we have also included lineages P.1 and B.1.351
which are known for a high number of mutations. Other
samples from GISAID were used as a background for the
analysis. For each group, we have applied linear
regression to estimate the mutation rate, which varied from 0.8
to 1.7 mutations per month with background mutation rate
1.4 mutations per month. Note however that some lineages
show low correlation coefficients.</p>
      <p>
        Lineages B.1.177, B.1.1.170 and B.1.221 have a
similar number of mutations compared to the background over
time, while the remaining lineages exhibit higher
mutation counts. Lineages B.1.160 (EU2) and B.1.258 show
an interesting evolutionary pattern, where a branch
leading to the lineage in the phylogenetic tree is associated
with a surge in mutations. After this initial surge, the
evolutionary rate stabilizes again at the mutation rate close
to the background. Such unusual genetic divergence has
also been observed in B.1.1.7
        <xref ref-type="bibr" rid="ref26">(Rambaut et al., 2020)</xref>
        and
P.1
other VoCs (Figure 4), and is likely indicative of positive
selection. One possible mechanism is a selective pressure
upon the within-patient virus population in
immunodeficient or immunosuppressed chronically infected patients
treated with convalescent plasma and antiviral drugs
        <xref ref-type="bibr" rid="ref1 ref19 ref7">(Choi
et al., 2020; Avanzato et al., 2020; Kemp et al., 2021)</xref>
        .
      </p>
      <p>
        While in Spring of 2020, Slovakia was one of the
countries with the best response to the pandemic situation
        <xref ref-type="bibr" rid="ref27">(Serhan, 2020)</xref>
        , the Fall was characterized by a steep rise in
cases. Besides slow and inconsistent response of
government institutions to the worsening situation, the genomic
surveillance from that period highlights Slovakia’s
position at the crossroads of Central Europe, which likely led
to importation of new variants from neighbouring
countries. Combined effect of these variants, some of which
share evolutionary characteristics with later identified
variants of concern, likely contributed to worsening of the
pandemic situation.
      </p>
    </sec>
    <sec id="sec-6">
      <title>5 Introduction of B.1.1.7</title>
      <p>
        Variant B.1.1.7 (alpha) was first observed on September
20, 2020 in Kent, United Kingdom
        <xref ref-type="bibr" rid="ref26">(Rambaut et al., 2020)</xref>
        and quickly spread throughout the United Kingdom and
the world. Out of unusually large number of mutations
in the spike protein, substitution N501Y in the
receptorbinding domain has been identified to increase the binding
affinity to human ACE2 receptors, the DH69/DV70
deletion increases infectivity and mediates cell-cell fusions,
DY144 is localized in an antibody supersite epitope, and
P681H is adjacent to biologically significant furin
cleavage site
        <xref ref-type="bibr" rid="ref11 ref19">(Meng et al., 2021; Gupta, 2021)</xref>
        .
      </p>
      <p>
        The first documented case in Slovakia was collected in
Bratislava on November 30, 2020. Due to the low
volume of sequencing at the time, it is difficult to estimate the
prevalence and the spread of the B.1.1.7 variant over time.
However, antigen mass testing in the city of Trencˇín in
Western Slovakia on December 19-20, followed by qPCR
re-testing on a voluntary basis, yielded 148 PCR-positive
samples collected on December 22
        <xref ref-type="bibr" rid="ref20">(Mesto Trencˇín, 2021)</xref>
        ,
out of which 122 were later re-tested using tests designed
to differentiate between B.1.1.7 and B.1.258 (both
carrying DH69/DV70), and variants that do not harbour this
deletion
        <xref ref-type="bibr" rid="ref31">(Kovácˇová et al., 2021)</xref>
        . Out of these, 4
samples (or 3:3%) were identified as B.1.1.7, and this was
also confirmed by sequencing of selected samples
        <xref ref-type="bibr" rid="ref13 ref19 ref3 ref4">(Brejova et al., 2021b)</xref>
        . The fraction of B.1.1.7 cases in the city
of Trencˇín has quickly risen to 76% (n = 21) in as little as
42 days, according to the nation-wide differential qPCR
testing on February 3, 2021 (see https://github.com/
Institut-Zdravotnych-Analyz/covid19-data).
      </p>
      <p>
        Interestingly, the increase from 3:3% to 76% in 42 days
is fast in comparison with other countries. Among the
countries with a high number of sequenced samples,
Denmark took 48 days to rise from 3:3% to 76%
(between December 29 and February 15, based on at least n =
1492 samples in each 14-day sliding window), in United
Kingdom and Switzerland, a similar rise in the fraction of
cases took 61 days (October 31-December 31, n = 8307)
and 62 days (December 19-February 19, n = 597)
respectively, and in Germany it took even longer (77 days
between December 17 and March 4, n = 304). While it
is difficult to speculate on why the B.1.1.7 was able to
achieve domination in Slovakia so quickly, it is
worthwhile to point out that during this period, Slovakia was
under various forms of nation-wide lockdown. It has been
demonstrated that effectiveness of lockdown measures
differs between old variants and B.1.1.7
        <xref ref-type="bibr" rid="ref1">(Vöhringer et al.,
2020)</xref>
        . Also, a fatigue from following the rules and
inconsistencies in the government imposed interventions likely
caused people to selectively choose to follow certain rules
while rejecting others, based mostly on their own
experience. Such an approach may have increased the
lineagebased differences in effectiveness of mitigation.
      </p>
      <p>One possible explanation for fast spread of B.1.1.7 in
Slovakia are repeated imports by workers and students
visiting home during the Christmas holidays. In fact,
one of the first B.1.1.7 outbreaks detected in Slovakia
was in a marginalized community in the Eastern Slovakia
(Pavlovce nad Uhom), where the link to travel from the
United Kingdom was clearly established. However, we
show below that this may not be the main factor.</p>
      <p>
        Interestingly, 74% of B.1.1.7 sequenced cases collected
in Slo
        <xref ref-type="bibr" rid="ref32">vakia between November 2020</xref>
        and May 2021, form
a separate clade in the phylogenetic tree (called B.1.1.7ce
for the purpose of this paper), characterized by mutations
C5944T and G28884C (Figures 5 and 6). While the first
of these is silent, the second causes R204P substitution
in the nucleoprotein IDR2 region. Note that this site was
mutated from G to R at the base of lineage B.1.1. The
G28884C mutation also extends an existing span of three
consecutive mutations at positions 28881-28883 compared
to the reference, this region being characterized as a
mutational hotspot of the N protein
        <xref ref-type="bibr" rid="ref2">(Azad, 2021)</xref>
        .
Additional mutations A28095T and T15096C likely happened
after the emergence of B.1.1.7, but prior to the
characteristic mutations C5944T and G28884C. The former
mutation introduces a stop codon K68* in gene ORF8;
mutations in ORF8 being potentially linked to immune
evasion
        <xref ref-type="bibr" rid="ref33">(Zhang et al., 2021)</xref>
        . The earliest case in GISAID
belonging to B.1.1.7ce sublineage has been collected in
Switzerland on November 9, 2020; the early cases from
Bratislava (November 30, 2020) and Trencˇín (December
22, 2020) also belong to the ce sublineage. Besides
Slovakia, sublineage B.1.1.7ce represented 91% of sequenced
B.1.1.7 samples from the Czech Republic, 69% in
Hungary, and 57% in Austria. (Surprisingly Colombia and
French Guiana also showed over 40% cases of B.1.1.7
belonging to the B.1.1.7ce sublineage, but the number of
sequenced genomes are quite small, and thus the sample may
not be representative). In contrast, B.1.1.7ce constituted
only 0:3% of B.1.1.7 samples in the United Kingdom.
      </p>
      <p>
        Phylogenetic tree reconstruction from a randomly
selected subset of B.1.1.7 cases from Slovakia, Czech
Republic, and Austria (Figure 6) shows a large radiation at
the base of B.1.1.7ce clade, which suggests a rapid spread
of this clade before further mutations had a chance to
accumulate. High percentage of these samples in Central
European countries contradicts the theory of repeated
introduction by independent travelers from the United
Kingdom (with only 0:3% of B.1.1.7ce cases out of all B.1.1.7
cases), and instead suggests a fast community spread
directly within Central Europe. This theory is further
supported by the data from four screenings by differential
qPCR tests performed between February 3 and March 17,
2021, initially showing high percentage of B.1.1.7 cases
in Western Slovakia and spreading over time to the eastern
parts of the country (Figure 7;
        <xref ref-type="bibr" rid="ref16">Kovácˇová et al. (2021)</xref>
        ).
      </p>
      <p>
        Lineage B.1.1.7 constitutes 96:7% of 3184 GISAID
samples collected in Slovakia between February and May
2021. Other lineages previously present in Slovakia, such
as B.1.258, B.1.160, B.1.1.170, B.1.177, constitute 54
samples in total (1:7%). Other lineages occured
sporadically and in many cases have been linked directly to
international travel with only a limited community spread.
Lineage B.1.351 (VoC Beta) was found in 27 samples, and 25
samples belong to 12 additional lineages, including ECDC
variants of interest B.1.617.1 (Kappa) and B.1.621
        <xref ref-type="bibr" rid="ref19 ref22 ref29 ref8 ref9">(European Centre for Disease Prevention and Control, 2021a)</xref>
        .
6
      </p>
    </sec>
    <sec id="sec-7">
      <title>Discussion and Conclusions</title>
      <p>Throughout 2020, genomic surveillance of COVID-19
pandemic in Slovakia consisted almost exclusively from
uncoordinated activities of individual researchers, which
has resulted in highly uneven sequencing coverage, both
in time and regionally. Nevertheless, the information
collected has provided a unique insight into a progression
of COVID-19 pandemic in Slovakia and allowed us to
identify both common and unique trends compared to the
neighbouring countries. The situation changed in March
2021 with the establishment of coordinated efforts
involving the Public Health Authority, Comenius University, and
Biomedical Center of Slovak Academy of Sciences. Since
then, the Public Health Authority has been selecting and
distributing positively tested PCR samples to individual
labs for sequencing and the number of sequenced samples
typically exceeded 500 samples per week in June 2021.</p>
      <p>
        Yet, there is space for improvements. A major problem
currently lies with the logistics, where samples are
delivered to the sequencing labs two weeks or longer after their
collection. Depending on the laboratory and sequencing
technology used, the time from receiving samples to
sequencing results can be as short as two days or as long as
one week. The information obtained through sequencing
is thus much delayed and has only a limited value for
treatment, epidemiological response, or as the basis for rapid
public policy decisions. Examples from Denmark, United
Kingdom, Netherlands, and other countries (see e.g.
        <xref ref-type="bibr" rid="ref21">(Oude
Munnink et al., 2020)</xref>
        ) show that these logistic issues can
be solved and the response time can be decreased
dramatically. In fact, governments in these countries routinely use
C5944T
      </p>
      <p>G28884C</p>
      <p>T5944C, T28095A Switzerland ZH-ETHZ-431261 2020-12-28</p>
      <p>Switzerland ZH-ETHZ-431257 2020-12-28</p>
      <p>Switzerland ZH-ETHZ-431346 2020-12-29
Switzerland SG-UHB-4175525901 2020-12-24</p>
      <p>Switzerland ZH-UHB-717559301 2020-12-26
Austria CeMM2805 2020-12-30</p>
      <p>Austria CeMM2823 2020-12-30
Slovakia UKBA-1007 2020-12-22
France HDF-IPP05330 2020-12-01</p>
      <p>France HDF-IPP05329 2020-11-19
Slovakia UKBA-1010 2020-12-22</p>
      <p>Switzerland SO-UHB-42612667 2021 2020-12-26</p>
      <p>Switzerland BE-ETHZ-500077 2020-11-09</p>
      <p>Switzerland SH-ETHZ-580394 2020-12-15
Slovakia 113060623D 2020-11-30
Denmark DCGC-60053 2020-11-30</p>
      <p>Switzerland SO-ETHZ-580431 2020-12-15
England CAMC-C3E6DE 2020 12-10
England CAMC-CB7D50 2020-12-18</p>
      <p>England MILK-DA9C62 2020-12-27</p>
      <p>England CAMC-CB7D6F 2020-12-18</p>
      <p>England LOND-12F3E98 2020-12-31
England MILK-BB173B 2020-11-18
United_Arab_Emirates 3806 2020-11-16</p>
      <p>36</p>
      <p>Muta ons
30
32
34
38
40
42
reconstruction includes apparent back mutations at positions 5944 and 28095. However, these may be caused by data
processing artefacts as these positions are within the ARTIC v3 primer binding sites, which may render them invisible to
some computing pipelines typically used for processing SARS-CoV-2 sequencing data.
Austria
Czech Republic
Slovakia</p>
      <p>G28884CC5944T</p>
      <p>T15096C
A28095T
30
35</p>
      <p>Muta ons
40
45
the information obtained through sequencing to fine-tune
the pandemic mitigation measures.</p>
      <p>
        According to the recommendations from the ECDC
        <xref ref-type="bibr" rid="ref13 ref19 ref3 ref4 ref8 ref9">(European Centre for Disease Prevention and Control,
2021b)</xref>
        , in choosing samples for sequencing, the priority
should be given to the representative sampling for the
purpose of surveillance of emerging variants (even those that
are not yet characterized as VoCs). This can be combined
with targeted monitoring of outbreaks, vaccine escape and
reinfection, long-term persistent infections, monitoring of
travel, etc. For the purpose of data analysis, it is essential
that the reasons for choosing a particular sample for
sequencing is known to the researchers analyzing the data;
yet this information is not provided by the Public Health
Authority, and data analysts have no influence in
developing the sampling strategy. Based on recently improving
epidemiological situation, there is currently an ambition
to sequence all samples with sufficient viral load.
Nevertheless, this issue is likely to reappear once the situation
worsens and the selection of samples is again necessary.
      </p>
      <p>
        While some of the analyses requiring integration of
epidemiology and genomics data are conceptually
straightforward (such as monitoring the prevalence of lineages over
time), other tasks, such as recognizing mutations
spreading due to a selective advantage rather than a random drift,
are much more involved and require complex
bioinformatics and modeling expertise (see, e.g.
        <xref ref-type="bibr" rid="ref1">(Vöhringer et al.,
2020)</xref>
        ). At present, we are not aware of any plans of
establishing a team that would have such an expertise,
enough redundancy to perform such analyses regularly,
unobstructed access to all necessary data, and regular
communication with experts elsewhere on these matters.
7
      </p>
    </sec>
    <sec id="sec-8">
      <title>Methods</title>
      <p>
        SARS-CoV-2 genomic sequences and their metadata
(including date of collection and submission, country, and
Pangolin lineage) were downloaded from GISAID
        <xref ref-type="bibr" rid="ref28">(Shu
and McCauley, 2017)</xref>
        on June 18, 2021. The database
contained 2,012,564 sequences. Out of these, we have used
1,950,347 sequences with fewer than 5kbp of missing
sequence.
      </p>
      <p>
        The presence of individual substitutions was ascertained
by mapping individual genomes to the reference
hCoV19/Wuhan/Hu-1/2019 by minimap2
        <xref ref-type="bibr" rid="ref18">(Li, 2018)</xref>
        and then
formatting the result into a multiple alignment in reference
sequence coordinates by gofasta tool
        <xref ref-type="bibr" rid="ref14">(Jackson, 2020)</xref>
        . To
count mutations for Figure 4, each continuous stretch of
mutated bases was counted as a single mutation to mitigate
impact of occasional local misalignments. In this figure,
only sequences with fully specified date, with at most 1kb
of missing sequence and at most 50 mutations were used.
Sequences with more than 50 mutations were rare in the
displayed period. All sublineages of each displayed
lineage were included within this lineage. All samples were
used to estimate linear regression, but at most 500 samples
(randomly selected) are displayed in the plot per lineage.
      </p>
      <p>
        Phylogenetic trees were created by Augur and
visualized by Auspice (Hadfield et al. 2018; Sagulenko, Puller,
and Neher 2018). The tree in Figure 1 contains all
samples collected in Slo
        <xref ref-type="bibr" rid="ref32">vakia before July 2020</xref>
        . As a
background, we have selected 10% of samples from other
countries sequenced before March 2020 and 1% of
samples selected between March and June 2020 (inclusive).
We have removed all samples with more than 25
mutations compared to the reference as likely metadata errors
        <xref ref-type="bibr" rid="ref27">(samples from early 2021 mistakenly marked as 2020)</xref>
        .
Finally the set of 1830 background samples was reduced
to 1199 by removing samples that differed by the
presence or absence of at most one mutation from some older
sample. The tree in Figure 2 highlights manually selected
representative Slovak samples from lineages described in
the text. The background sequences were randomly
selected with probably 0:2% from samples sequenced
before the end of No
        <xref ref-type="bibr" rid="ref32">vember 2020</xref>
        with at most 40
mutations compared to the reference. To give a better
context for the selected samples, some lineages were
overrepresented in the background set. Namely, 10% of
samples from B.1.1.170 were added, as well as 1% of
samples from B.1.160, B.1.1.7, B.1.221, B.1.258; in both
cases using only samples from September to No
        <xref ref-type="bibr" rid="ref32">vember
2020</xref>
        . Again, the background set was reduced by the
removal of samples differing by at most one mutation.
The tree in Figure 5 is a clade selected from a bigger
tree, which contained three outgroup sequences
        <xref ref-type="bibr" rid="ref13 ref14 ref21 ref7">(reference
hCoV-19/Wuhan/Hu-1/2019, an early B.1.1 sample
hCoV19/Slovakia/UKBA-212/2020, and an early B.1.1.7
sample hCoV-19/England/MILK-9E05B3/2020)</xref>
        , 968 B.1.1.7
samples collected in 2020 and containing the A28095T
mutation (out of all 2990 samples satisfying these criteria,
we have again filtered out nearly identical sequences). We
have also added all B.1.1.7 sequences from 2020 that
contain at least one of the mutations G28884C and C5944T
characteristic for B.1.1.7ce clade. We have excluded 8
sequences that appeared as outliers markedly different from
other sequences, possibly due to recombination or
technical errors. Finally, the tree in Figure 6 contains a
selection of B.1.1.7 sequences from Austria, Czech Republic
and Slovakia collected between September 2020 and May
2021, excluding samples marked as environmental as well
as sequences from Slovakia lacking G28882A mutation.
Many samples without this mutation were creating a
spurious clade; we believe that the lack of this mutation is due
to technical problems with calling the four successive
variants 28881-28884 in B.1.1.7ce using very short Illumina
reads. From the remaining samples, we have taken 25%
of sequences from Slovakia and Austria and 14% from
the Czech Republic. After again filtering out nearly
identical sequences in each country separately, we were left
with 361 Austrian, 382 Czech and 371 Slovak sequences.
We added the reference hCoV-19/Wuhan/Hu-1/2019 as an
outgroup and removed three outliers.
      </p>
      <p>Ethical statement. The study has been approved by the
Ethics committee of Biomedical Research Center of the
Slovak Academy of Sciences, Bratislava, Slovakia (Ethics
committee statement No. EK/BmV-02/2020).</p>
      <p>Acknowledgements. This research has been supported by
the Operational Program Integrated Infrastructure project
ITMS:313011ATL7 “Pangenomics for personalized
clinical management of infected persons based on identified
viral genome and human exome” (90%) co-financed by
the European Regional Development Fund. The research
was also supported by a grant from VEGA 1/0458/18 to
TV (10%).</p>
      <p>We gratefully acknowledge the authors from the
originating laboratories responsible for obtaining the
specimens, as well as the submitting laboratories where
the genome data were generated and shared via
GISAID (https://www.gisaid.org/), on which this
research is based. The list is included in the
Supplementary material at https://github.com/fmfi-compbio/
surveillance-itat-supplement.</p>
    </sec>
  </body>
  <back>
    <ref-list>
      <ref id="ref1">
        <mixed-citation>
          <string-name>
            <surname>Avanzato</surname>
            ,
            <given-names>V. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Matson</surname>
            ,
            <given-names>M. J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Seifert</surname>
            ,
            <given-names>S. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pryce</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Williamson</surname>
            ,
            <given-names>B. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Anzick</surname>
            ,
            <given-names>S. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barbian</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Judson</surname>
            ,
            <given-names>S. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fischer</surname>
            ,
            <given-names>E. R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martens</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bowden</surname>
            ,
            <given-names>T. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wit</surname>
          </string-name>
          , E. d.,
          <string-name>
            <surname>Riedo</surname>
            ,
            <given-names>F. X.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Munster</surname>
            ,
            <given-names>V. J.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Case Study: Prolonged Infectious SARS-CoV-2 Shedding from an Asymptomatic Immunocompromised Individual with Cancer</article-title>
          .
          <source>Cell</source>
          ,
          <volume>183</volume>
          (
          <issue>7</issue>
          ):
          <fpage>1901</fpage>
          -
          <lpage>1912</lpage>
          .
          <year>e9</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref2">
        <mixed-citation>
          <string-name>
            <surname>Azad</surname>
            ,
            <given-names>G. K.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>The molecular assessment of SARSCoV-2 Nucleocapsid Phosphoprotein variants among Indian isolates</article-title>
          .
          <source>Heliyon</source>
          ,
          <volume>7</volume>
          (
          <issue>2</issue>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref3">
        <mixed-citation>
          <string-name>
            <surname>Brejova</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Borsova</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hodorova</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Cabanova</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gafurov</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fricova</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nebohacova</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vinar</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Klempa</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Nosek</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          (
          <year>2021a</year>
          ).
          <article-title>Nanopore Sequencing of SARS-CoV-2: Comparison of Short and Long PCR-tiling Amplicon Protocols</article-title>
          . doi:
          <volume>10</volume>
          .1101/
          <year>2021</year>
          .05.12.21256693. medRxiv.
        </mixed-citation>
      </ref>
      <ref id="ref4">
        <mixed-citation>
          <string-name>
            <surname>Brejova</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hodorová</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Boršová</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Cˇabanová</surname>
          </string-name>
          , V.,
          <string-name>
            <surname>Reizigová</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Paul</surname>
          </string-name>
          , E. D., Cˇ ekan, P.,
          <string-name>
            <surname>Klempa</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nosek</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          , and Vinarˇ,
          <string-name>
            <surname>T.</surname>
          </string-name>
          (
          <year>2021b</year>
          ). B.
          <volume>1</volume>
          .258D,
          <article-title>a SARSCoV-2 variant with DH69/DV70 in the Spike protein circulating in the Czech Republic and Slovakia</article-title>
          . arXiv:
          <volume>2102</volume>
          .
          <article-title>04689 [q-bio]</article-title>
          .
          <source>arXiv: 2102</source>
          .
          <fpage>04689</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref5">
        <mixed-citation>
          <string-name>
            <surname>Chen</surname>
            ,
            <given-names>A. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Altschuler</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhan</surname>
            ,
            <given-names>S. H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chan</surname>
            ,
            <given-names>Y. A.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Deverman</surname>
            ,
            <given-names>B. E.</given-names>
          </string-name>
          (
          <year>2020a</year>
          ).
          <article-title>COVID-19 CG: Tracking SARS-CoV-2 mutations by locations and dates of interest</article-title>
          . doi:
          <volume>10</volume>
          .1101/
          <year>2020</year>
          .09.23.310565. bioRxiv.
        </mixed-citation>
      </ref>
      <ref id="ref6">
        <mixed-citation>
          <string-name>
            <surname>Chen</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wang</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wang</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Wei</surname>
          </string-name>
          , G.-W. (
          <year>2020b</year>
          ).
          <source>Mutations Strengthened SARS-CoV-2 Infectivity. Journal of Molecular Biology</source>
          ,
          <volume>432</volume>
          (
          <issue>19</issue>
          ):
          <fpage>5212</fpage>
          -
          <lpage>5226</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref7">
        <mixed-citation>
          <string-name>
            <surname>Choi</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Choudhary</surname>
            ,
            <given-names>M. C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Regan</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sparks</surname>
            ,
            <given-names>J. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Padera</surname>
            ,
            <given-names>R. F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Qiu</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Solomon</surname>
            ,
            <given-names>I. H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kuo</surname>
          </string-name>
          , H.-H.,
          <string-name>
            <surname>Boucau</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bowman</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Adhikari</surname>
          </string-name>
          , U. D.,
          <string-name>
            <surname>Winkler</surname>
            ,
            <given-names>M. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mueller</surname>
            ,
            <given-names>A. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hsu</surname>
          </string-name>
          , T. Y.-T.,
          <string-name>
            <surname>Desjardins</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Baden</surname>
            ,
            <given-names>L. R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chan</surname>
            ,
            <given-names>B. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Walker</surname>
            ,
            <given-names>B. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lichterfeld</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Brigl</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kwon</surname>
            ,
            <given-names>D. S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kanjilal</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Richardson</surname>
            ,
            <given-names>E. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Jonsson</surname>
            ,
            <given-names>A. H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Alter</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barczak</surname>
            ,
            <given-names>A. K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hanage</surname>
            ,
            <given-names>W. P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yu</surname>
            ,
            <given-names>X. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gaiha</surname>
            ,
            <given-names>G. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Seaman</surname>
            ,
            <given-names>M. S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Cernadas</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Li</surname>
            ,
            <given-names>J. Z.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Persistence and Evolution of SARSCoV-2 in an Immunocompromised Host</article-title>
          .
          <source>New England Journal of Medicine</source>
          ,
          <volume>383</volume>
          (
          <issue>23</issue>
          ):
          <fpage>2291</fpage>
          -
          <lpage>2293</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref8">
        <mixed-citation>
          <article-title>European Centre for Disease Prevention and Control (2021a). SARS-CoV-2 variants of concern as of 24 June 2021</article-title>
          . https://www.ecdc.europa.eu/en/ covid-19/variants-concern.
        </mixed-citation>
      </ref>
      <ref id="ref9">
        <mixed-citation>
          <article-title>European Centre for Disease Prevention and Control (2021b). Sequencing of SARS-CoV-2 - first update</article-title>
          . https://www.ecdc.europa.eu/en/ publications
          <article-title>-data/sequencing-sars-cov-2.</article-title>
        </mixed-citation>
      </ref>
      <ref id="ref10">
        <mixed-citation>
          <string-name>
            <surname>Fournier</surname>
          </string-name>
          , P.-E.,
          <string-name>
            <surname>Colson</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Levasseur</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Devaux</surname>
            ,
            <given-names>C. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gautret</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bedotto</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Delerce</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Brechard</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pinault</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lagier</surname>
            ,
            <given-names>J.-C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fenollar</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Raoult</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Emergence and outcomes of the SARS-CoV-2 'Marseille-4' variant</article-title>
          .
          <source>International Journal of Infectious Diseases</source>
          ,
          <volume>106</volume>
          :
          <fpage>228</fpage>
          -
          <lpage>236</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref11">
        <mixed-citation>
          <string-name>
            <surname>Gupta</surname>
            ,
            <given-names>R. K.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Will SARS-CoV-2 variants of concern affect the promise of vaccines? Nature Reviews Immunology</article-title>
          ,
          <volume>21</volume>
          (
          <issue>6</issue>
          ):
          <fpage>340</fpage>
          -
          <lpage>341</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref12">
        <mixed-citation>
          <string-name>
            <surname>Gómez-Carballa</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bello</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pardo-Seco</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>MartinónTorres</surname>
          </string-name>
          , F., and
          <string-name>
            <surname>Salas</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Mapping genome variation of SARS-CoV-2 worldwide highlights the impact of COVID-19 super-spreaders</article-title>
          .
          <source>Genome Research</source>
          ,
          <volume>30</volume>
          (
          <issue>10</issue>
          ):
          <fpage>1434</fpage>
          -
          <lpage>1448</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref13">
        <mixed-citation>
          <string-name>
            <surname>Hodcroft</surname>
            ,
            <given-names>E. B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zuber</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nadeau</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vaughan</surname>
            ,
            <given-names>T. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Crawford</surname>
            ,
            <given-names>K. H. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Althaus</surname>
            ,
            <given-names>C. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Reichmuth</surname>
            ,
            <given-names>M. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bowen</surname>
            ,
            <given-names>J. E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Walls</surname>
            ,
            <given-names>A. C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Corti</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bloom</surname>
            ,
            <given-names>J. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Veesler</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mateo</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hernando</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Comas</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Candelas</surname>
            ,
            <given-names>F. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Stadler</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Neher</surname>
            ,
            <given-names>R. A.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Spread of a SARS-CoV-2 variant through Europe in the summer of 2020</article-title>
          . Nature, pages
          <fpage>1</fpage>
          -
          <lpage>9</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref14">
        <mixed-citation>
          <string-name>
            <surname>Jackson</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>cov-ert/gofasta</article-title>
          . https://github. com/cov-ert/gofasta.
        </mixed-citation>
      </ref>
      <ref id="ref15">
        <mixed-citation>
          (
          <year>2021</year>
          ).
          <article-title>SARS-CoV-2 evolution during treatment of chronic infection</article-title>
          .
          <source>Nature</source>
          ,
          <volume>592</volume>
          (
          <issue>7853</issue>
          ):
          <fpage>277</fpage>
          -
          <lpage>282</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref16">
        <mixed-citation>
          <string-name>
            <surname>Kovácˇová</surname>
            ,
            <given-names>V.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Boršová</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Paul</surname>
            ,
            <given-names>E. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Radvánszka</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hajdu</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          , Cˇ abanová, V.,
          <string-name>
            <surname>Sláviková</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Licˇková</surname>
          </string-name>
          , M.,
          <string-name>
            <surname>Lukácˇiková</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Belák</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Roussier</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kosticˇová</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Líšková</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mad</surname>
          </string-name>
          'arová, L.,
          <string-name>
            <surname>Štefkovicˇová</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Reizigová</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nováková</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sabaka</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Košcˇálová</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Brejová</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Staronˇová</surname>
          </string-name>
          , E.,
          <string-name>
            <surname>Mišík</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vinarˇ</surname>
          </string-name>
          , T.,
          <string-name>
            <surname>Nosek</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          , Cˇ ekan, P., and
          <string-name>
            <surname>Klempa</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Surveillance of SARS-CoV-2 lineage B.1.1.7 in Slovakia using a novel, multiplexed RT-qPCR assay</article-title>
          .
          <source>doi:10</source>
          .1101/
          <year>2021</year>
          .02.09.21251168. medRxiv.
        </mixed-citation>
      </ref>
      <ref id="ref17">
        <mixed-citation>
          <string-name>
            <surname>Lemieux</surname>
            ,
            <given-names>J. E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Siddle</surname>
            ,
            <given-names>K. J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Shaw</surname>
            ,
            <given-names>B. M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Loreth</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Schaffner</surname>
            ,
            <given-names>S. F.</given-names>
          </string-name>
          , et al. (
          <year>2021</year>
          ).
          <article-title>Phylogenetic analysis of SARS-CoV-2 in Boston highlights the impact of superspreading events</article-title>
          .
          <source>Science</source>
          ,
          <volume>371</volume>
          (
          <issue>6529</issue>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref18">
        <mixed-citation>
          <string-name>
            <surname>Li</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          (
          <year>2018</year>
          ).
          <article-title>Minimap2: pairwise alignment for nucleotide sequences</article-title>
          .
          <source>Bioinformatics</source>
          ,
          <volume>34</volume>
          (
          <issue>18</issue>
          ):
          <fpage>3094</fpage>
          -
          <lpage>3100</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref19">
        <mixed-citation>
          <string-name>
            <surname>Meng</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kemp</surname>
            ,
            <given-names>S. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Papa</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Datir</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ferreira</surname>
            ,
            <given-names>I. A. T. M.</given-names>
          </string-name>
          , et al. (
          <year>2021</year>
          ).
          <article-title>Recurrent emergence of SARSCoV-2 spike deletion H69/V70 and its role in the Alpha variant B.1.1.7</article-title>
          .
          <string-name>
            <given-names>Cell</given-names>
            <surname>Reports</surname>
          </string-name>
          ,
          <volume>35</volume>
          (
          <issue>13</issue>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref20">
        <mixed-citation>
          <string-name>
            <surname>Mesto Trencˇín</surname>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Plošné testovanie v Trencˇíne odhalilo vyše 500 pozitívnych</article-title>
          . https://trencin.sk/aktuality/ plosne-testovanie
          <article-title>-v-trencineodhalilo-</article-title>
          <string-name>
            <surname>vyse-</surname>
          </string-name>
          500-pozitivnych/.
        </mixed-citation>
      </ref>
      <ref id="ref21">
        <mixed-citation>
          <string-name>
            <given-names>Oude</given-names>
            <surname>Munnink</surname>
          </string-name>
          ,
          <string-name>
            <given-names>B. B.</given-names>
            ,
            <surname>Nieuwenhuijse</surname>
          </string-name>
          ,
          <string-name>
            <given-names>D. F.</given-names>
            ,
            <surname>Stein</surname>
          </string-name>
          ,
          <string-name>
            <surname>M.</surname>
          </string-name>
          ,
          <string-name>
            <given-names>O</given-names>
            <surname>'Toole</surname>
          </string-name>
          ,
          <string-name>
            <given-names>A.</given-names>
            ,
            <surname>Haverkate</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            ,
            <surname>Mollers</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            ,
            <surname>Kamga</surname>
          </string-name>
          ,
          <string-name>
            <given-names>S. K.</given-names>
            ,
            <surname>Schapendonk</surname>
          </string-name>
          ,
          <string-name>
            <given-names>C.</given-names>
            ,
            <surname>Pronk</surname>
          </string-name>
          ,
          <string-name>
            <given-names>M.</given-names>
            ,
            <surname>Lexmond</surname>
          </string-name>
          , P.,
          <string-name>
            <surname>van der Linden</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bestebroer</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chestakova</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Overmars</surname>
            , R. J., van Nieuwkoop,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Molenkamp</surname>
            , R., van der Eijk,
            <given-names>A. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>GeurtsvanKessel</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Vennema</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Meijer</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Rambaut</surname>
            , A., van Dissel,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sikkema</surname>
            ,
            <given-names>R. S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Timen</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Koopmans</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Rapid SARS-CoV-2 wholegenome sequencing and analysis for informed public health decision-making in the Netherlands</article-title>
          .
          <source>Nat Med</source>
          ,
          <volume>26</volume>
          (
          <issue>9</issue>
          ):
          <fpage>1405</fpage>
          -
          <lpage>1410</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref22">
        <mixed-citation>
          <string-name>
            <surname>Plante</surname>
            ,
            <given-names>J. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Liu</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Liu</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Xia</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Johnson</surname>
            ,
            <given-names>B. A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lokugamage</surname>
            ,
            <given-names>K. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhang</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Muruato</surname>
            ,
            <given-names>A. E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zou</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Fontes-Garfias</surname>
            ,
            <given-names>C. R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Mirchandani</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Scharton</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bilello</surname>
            ,
            <given-names>J. P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ku</surname>
            ,
            <given-names>Z.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>An</surname>
            ,
            <given-names>Z.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kalveram</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Freiberg</surname>
            ,
            <given-names>A. N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Menachery</surname>
            ,
            <given-names>V. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Xie</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Plante</surname>
            ,
            <given-names>K. S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Weaver</surname>
            ,
            <given-names>S. C.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Shi</surname>
          </string-name>
          , P.-Y. (
          <year>2021</year>
          ).
          <article-title>Spike mutation D614G alters SARS-CoV-2 fitness</article-title>
          .
          <source>Nature</source>
          ,
          <volume>592</volume>
          (
          <issue>7852</issue>
          ):
          <fpage>116</fpage>
          -
          <lpage>121</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref23">
        <mixed-citation>
          <string-name>
            <surname>Popa</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Genger</surname>
            ,
            <given-names>J.-W.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nicholson</surname>
            ,
            <given-names>M. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Penz</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Schmid</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Aberle</surname>
            ,
            <given-names>S. W.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Agerer</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lercher</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Endler</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Colaço</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Smyth</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Schuster</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Grau</surname>
            ,
            <given-names>M. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martínez-Jiménez</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pich</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Borena</surname>
            ,
            <given-names>W.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pawelka</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Keszei</surname>
            ,
            <given-names>Z.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Senekowitsch</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Laine</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Aberle</surname>
            ,
            <given-names>J. H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Redlberger-Fritz</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Karolyi</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zoufaly</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Maritschnik</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Borkovec</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Hufnagl</surname>
            ,
            <given-names>P.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Nairz</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Weiss</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wolfinger</surname>
            ,
            <given-names>M. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Laer</surname>
            ,
            <given-names>D. v.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Superti-Furga</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Lopez-Bigas</surname>
            ,
            <given-names>N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>PuchhammerStöckl</surname>
          </string-name>
          , E.,
          <string-name>
            <surname>Allerberger</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Michor</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Bock</surname>
            ,
            <given-names>C.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Bergthaler</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Genomic epidemiology of superspreading events in Austria reveals mutational dynamics and transmission properties of SARS-CoV-2</article-title>
          . Science Translational Medicine,
          <volume>12</volume>
          (
          <issue>573</issue>
          ).
        </mixed-citation>
      </ref>
      <ref id="ref24">
        <mixed-citation>
          <string-name>
            <surname>Quick</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Grubaugh</surname>
            ,
            <given-names>N. D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pullan</surname>
            ,
            <given-names>S. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Claro</surname>
            ,
            <given-names>I. M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Smith</surname>
            ,
            <given-names>A. D.</given-names>
          </string-name>
          , et al. (
          <year>2017</year>
          ).
          <article-title>Multiplex PCR method for MinION and Illumina sequencing of Zika and other virus genomes directly from clinical samples</article-title>
          .
          <source>Nature Protocols</source>
          ,
          <volume>12</volume>
          (
          <issue>6</issue>
          ):
          <fpage>1261</fpage>
          -
          <lpage>1276</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref25">
        <mixed-citation>
          <string-name>
            <surname>Quick</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Loman</surname>
            ,
            <given-names>N. J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Duraffour</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Simpson</surname>
            ,
            <given-names>J. T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Severi</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          , et al. (
          <year>2016</year>
          ).
          <article-title>Real-time, portable genome sequencing for Ebola surveillance</article-title>
          .
          <source>Nature</source>
          ,
          <volume>530</volume>
          (
          <issue>7589</issue>
          ):
          <fpage>228</fpage>
          -
          <lpage>232</lpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref26">
        <mixed-citation>
          <string-name>
            <surname>Rambaut</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Loman</surname>
            ,
            <given-names>N.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pybus</surname>
            ,
            <given-names>O.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barclay</surname>
            ,
            <given-names>W.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barrett</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Carabelli</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Connor</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Peacock</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Robertson</surname>
            ,
            <given-names>D. L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Volz</surname>
            ,
            <given-names>E.</given-names>
          </string-name>
          , and COVID-19
          <string-name>
            <surname>Genomics Consortium</surname>
            <given-names>UK</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Preliminary genomic characterisation of an emergent SARS-CoV-2 lineage in the UK defined by a novel set of spike mutations</article-title>
          .
          <source>virological.org.</source>
        </mixed-citation>
      </ref>
      <ref id="ref27">
        <mixed-citation>
          <string-name>
            <surname>Serhan</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Lessons From Slovakia-Where Leaders Wear Masks</article-title>
          . https://www.theatlantic. com/international/archive/2020/05/ slovakia-mask
          <string-name>
            <surname>-</surname>
          </string-name>
          coronavirus
          <string-name>
            <surname>-</surname>
          </string-name>
          pandemic-success/ 611545/. The Atlantic.
        </mixed-citation>
      </ref>
      <ref id="ref28">
        <mixed-citation>
          <string-name>
            <surname>Shu</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          and
          <string-name>
            <surname>McCauley</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          (
          <year>2017</year>
          ).
          <article-title>GISAID: Global initiative on sharing all influenza data - from vision to reality</article-title>
          . Eurosurveillance,
          <volume>22</volume>
          (
          <issue>13</issue>
          ):
          <fpage>30494</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref29">
        <mixed-citation>
          <string-name>
            <surname>Singh</surname>
            ,
            <given-names>A.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Steinkellner</surname>
            ,
            <given-names>G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Köchl</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Gruber</surname>
            ,
            <given-names>K.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Gruber</surname>
            ,
            <given-names>C. C.</given-names>
          </string-name>
          (
          <year>2021</year>
          ).
          <article-title>Serine 477 plays a crucial role in the interaction of the SARS-CoV-2 spike protein with the human receptor ACE2</article-title>
          .
          <source>Scientific Reports</source>
          ,
          <volume>11</volume>
          (
          <issue>1</issue>
          ):
          <fpage>4320</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref30">
        <mixed-citation>
          <string-name>
            <given-names>The</given-names>
            <surname>Slovak Spectator</surname>
          </string-name>
          (
          <year>2020</year>
          ). avirus confirmed in Slovakia. //spectator.sme.sk/c/22351796/ coronavirus-confirmed-in-slovakia.html.
        </mixed-citation>
      </ref>
      <ref id="ref31">
        <mixed-citation>
          <string-name>
            <surname>Thomson</surname>
            ,
            <given-names>E. C.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Rosen</surname>
            ,
            <given-names>L. E.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Shepherd</surname>
            ,
            <given-names>J. G.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Spreafico</surname>
            , R., da Silva Filipe,
            <given-names>A.</given-names>
          </string-name>
          , et al. (
          <year>2021</year>
          ).
          <article-title>Circulating SARS-CoV-2 spike N439K variants maintain fitness while evading antibody-mediated immunity</article-title>
          .
          <source>Cell</source>
          ,
          <volume>184</volume>
          (
          <issue>5</issue>
          ):
          <fpage>1171</fpage>
          -
          <lpage>1187</lpage>
          .
          <year>e20</year>
          .
        </mixed-citation>
      </ref>
      <ref id="ref32">
        <mixed-citation>
          <string-name>
            <surname>Vöhringer</surname>
            ,
            <given-names>H.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Sinnott</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Amato</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Martincorena</surname>
            ,
            <given-names>I.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Kwiatkowski</surname>
            ,
            <given-names>D.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Barrett</surname>
            ,
            <given-names>J. C.</given-names>
          </string-name>
          , and
          <string-name>
            <surname>Gerstung</surname>
            ,
            <given-names>M.</given-names>
          </string-name>
          (
          <year>2020</year>
          ).
          <article-title>Lineage-specific growth of SARS-CoV-2 B.1.1.7 during the English national lockdown</article-title>
          .
          <source>virological.org.</source>
        </mixed-citation>
      </ref>
      <ref id="ref33">
        <mixed-citation>
          <string-name>
            <surname>Zhang</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chen</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Li</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Huang</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Luo</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yuan</surname>
            ,
            <given-names>Y.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Xia</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Ma</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yang</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yu</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Liu</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Liu</surname>
            ,
            <given-names>B.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Song</surname>
            ,
            <given-names>Z.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Chen</surname>
            ,
            <given-names>J.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Yan</surname>
            ,
            <given-names>S.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Wu</surname>
            ,
            <given-names>L.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Pan</surname>
            ,
            <given-names>T.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhang</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Li</surname>
            ,
            <given-names>R.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Huang</surname>
            ,
            <given-names>W.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>He</surname>
            ,
            <given-names>X.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Xiao</surname>
            ,
            <given-names>F.</given-names>
          </string-name>
          ,
          <string-name>
            <surname>Zhang</surname>
          </string-name>
          , J., and Zhang, H. (
          <year>2021</year>
          ).
          <article-title>The ORF8 protein of SARS-CoV-2 mediates immune evasion through down-regulating MHCI</article-title>
          .
          <source>Proceedings of the National Academy of Sciences</source>
          ,
          <volume>118</volume>
          (
          <issue>23</issue>
          ):
          <fpage>e2024202118</fpage>
          .
        </mixed-citation>
      </ref>
      <ref id="ref34">
        <mixed-citation>
          <article-title>Úrad verejného zdravotníctva SR (</article-title>
          <year>2020</year>
          ). COVID-
          <volume>19</volume>
          :
          <article-title>389 vzoriek je negatívnych, 3 potvrdené prípady</article-title>
          . https: //www.uvzsr.sk/index.php?id=
          <fpage>4065</fpage>
          .
        </mixed-citation>
      </ref>
    </ref-list>
  </back>
</article>