bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: June 7, 2023
Abstract
Recombination
is
a
key
molecular
mechanism
for
the
evolution
and
adaptation
of
viruses.
The
first
recombinant
SARS-CoV-2
genomes
were
recognized
in
2021;
as
today,
more
than
ninety
lineages
are
designated
recombinant.
In
wake
COVID-19
pandemic,
several
methods
detecting
recombination
have
been
proposed;
however,
none
could
faithfully
confirm
manual
analyses
by
experts
field.
We
hereby
present
RecombinHunt,
novel,
automated
method
identification
recombinant/mosaic
purely
based
on
data-driven
approach.
RecombinHunt
compares
favorably
with
other
state-of-the-art
recognizes
(or
lineages)
one
or
two
breakpoints
high
accuracy,
within
reduced
turn-around
times
small
discrepancies
respect
to
expert
manually-curated
standard
nomenclature.
Strikingly,
applied
complete
collection
viral
sequences
from
recent
monkeypox
epidemic,
identifies
concordance
manually
curated
experts,
suggesting
that
our
approach
robust
can
be
any
epidemic/pandemic
virus.
conclusion,
represents
breakthrough
detection
pandemic/epidemic
scenarios
substantially
improve/advance
community-based
approaches
phylogenetic
analyses.
Journal of Travel Medicine,
Journal Year:
2022,
Volume and Issue:
29(8)
Published: Sept. 30, 2022
Abstract
Background
The
future
of
the
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2)
pandemic
hinges
on
virus
evolution
and
duration
immune
protection
natural
infection
against
reinfection.
We
investigated
afforded
by
infection,
effect
viral
evasion
reinfection,
in
Qatar,
between
28
February
2020
5
June
2022.
Methods
Three
national,
matched,
retrospective
cohort
studies
were
conducted
to
compare
incidence
SARS-CoV-2
disease
2019
(COVID-19)
severity
among
unvaccinated
persons
with
a
documented
primary
those
infection-naïve
unvaccinated.
Associations
estimated
using
Cox
proportional
hazard
regression
models.
Results
Effectiveness
pre-Omicron
reinfection
was
85.5%
[95%
confidence
interval
(CI):
84.8–86.2%].
peaked
at
90.5%
(95%
CI:
88.4–92.3%)
7th
month
after
but
waned
~
70%
16th
month.
Extrapolating
this
waning
trend
Gompertz
curve
suggested
an
effectiveness
50%
22nd
<
10%
32nd
Omicron
38.1%
36.3–39.8%)
declined
time
since
infection.
A
15th
severe,
critical
or
fatal
COVID-19
97.3%
94.9–98.6%),
irrespective
variant
no
evidence
for
waning.
Similar
results
found
sub-group
analyses
≥50
years
age.
Conclusions
Protection
wanes
may
diminish
within
few
years.
Viral
accelerates
remains
very
strong,
waning,
variant,
over
14
months
Nature,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 5, 2025
Abstract
The
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2)
has
rapidly
evolved
over
short
timescales,
leading
to
the
emergence
of
more
transmissible
variants
such
as
Alpha
and
Delta
1–3
.
arrival
Omicron
variant
marked
a
major
shift,
introducing
numerous
extra
mutations
in
spike
gene
compared
with
earlier
1,2
These
evolutionary
changes
have
raised
concerns
regarding
their
potential
impact
on
immune
evasion,
disease
severity
effectiveness
vaccines
treatments
1,3
In
this
epidemiological
study,
we
identified
two
distinct
patterns
protective
effect
natural
infection
against
reinfection
versus
pre-Omicron
eras.
Before
Omicron,
provided
strong
durable
protection
reinfection,
minimal
waning
time.
However,
during
era,
was
robust
only
for
those
recently
infected,
declining
time
diminishing
within
year.
results
demonstrate
that
SARS-CoV-2
is
shaped
by
dynamic
interaction
between
host
immunity
viral
evolution,
contrasting
before
after
Omicron’s
first
wave.
This
shift
suggests
change
pressures,
intrinsic
transmissibility
driving
adaptation
escape
becoming
dominant
post-Omicron,
underscoring
need
periodic
vaccine
updates
sustain
immunity.
Computers in Biology and Medicine,
Journal Year:
2023,
Volume and Issue:
155, P. 106618 - 106618
Published: Feb. 2, 2023
The
ongoing
COVID-19
pandemic
is
leading
to
the
discovery
of
hundreds
novel
SARS-CoV-2
variants
daily.
While
most
do
not
impact
course
pandemic,
some
pose
an
increased
risk
when
acquired
mutations
allow
better
evasion
antibody
neutralisation
or
transmissibility.
Early
detection
such
high-risk
(HRVs)
paramount
for
proper
management
pandemic.
However,
experimental
assays
determine
immune
and
transmissibility
characteristics
new
are
resource-intensive
time-consuming,
potentially
delays
in
appropriate
responses
by
decision
makers.
Presented
herein
a
silico
approach
combining
spike
(S)
protein
structure
modelling
large
transformer
language
models
on
S
sequences
accurately
rank
escape
fitness
potential.
Both
metrics
were
experimentally
validated
using
vitro
pseudovirus-based
test
binding
subsequently
combined
explore
changing
landscape
create
automated
Warning
System
(EWS)
capable
evaluating
minutes
risk-monitoring
variant
lineages
near
real-time.
system
pinpoints
putatively
dangerous
selecting
average
less
than
0.3%
each
week.
EWS
flagged
all
16
designated
World
Health
Organization
(WHO)
as
interest
(VOIs)
if
applicable
concern
(VOCs)
otherwise
with
lead
time
more
one
half
months
ahead
their
designation
such.
MMWR Morbidity and Mortality Weekly Report,
Journal Year:
2023,
Volume and Issue:
72(43), P. 1162 - 1167
Published: Oct. 26, 2023
Early
detection
of
emerging
SARS-CoV-2
variants
is
critical
to
guiding
rapid
risk
assessments,
providing
clear
and
timely
communication
messages,
coordinating
public
health
action.
CDC
identifies
monitors
novel
through
diverse
surveillance
approaches,
including
genomic,
wastewater,
traveler-based,
digital
(e.g.,
global
data
repositories,
news,
social
media).
The
variant
BA.2.86
was
first
sequenced
in
Israel
reported
on
August
13,
2023.
U.S.
COVID-19
case
caused
by
this
17,
2023,
after
a
patient
received
testing
for
at
care
facility
3.
In
the
following
month,
eight
additional
states
detected
across
various
systems,
specimens
from
settings,
wastewater
surveillance,
traveler-based
genomic
surveillance.
As
October
23,
sequences
have
been
least
32
countries.
Continued
tracking
further
evidence
are
needed
evaluate
full
impact
BA.2.86.
Timely
sequence
submissions
databases
aided
early
despite
decline
number
being
during
past
year.
This
report
describes
how
multicomponent
sequencing
were
used
real
time
track
emergence
transmission
variant.
approach
provides
valuable
information
regarding
implementing
sustaining
comprehensive
not
only
but
also
future
pathogen
threats.