Nature Communications,
Journal Year:
2023,
Volume and Issue:
14(1)
Published: June 13, 2023
The
relentless
evolution
of
SARS-CoV-2
poses
a
significant
threat
to
public
health,
as
it
adapts
immune
pressure
from
vaccines
and
natural
infections.
Gaining
insights
into
potential
antigenic
changes
is
critical
but
challenging
due
the
vast
sequence
space.
Here,
we
introduce
Machine
Learning-guided
Antigenic
Evolution
Prediction
(MLAEP),
which
combines
structure
modeling,
multi-task
learning,
genetic
algorithms
predict
viral
fitness
landscape
explore
via
in
silico
directed
evolution.
By
analyzing
existing
variants,
MLAEP
accurately
infers
variant
order
along
evolutionary
trajectories,
correlating
with
corresponding
sampling
time.
Our
approach
identified
novel
mutations
immunocompromised
COVID-19
patients
emerging
variants
like
XBB1.5.
Additionally,
predictions
were
validated
through
vitro
neutralizing
antibody
binding
assays,
demonstrating
that
predicted
exhibited
enhanced
evasion.
profiling
predicting
changes,
aids
vaccine
development
enhances
preparedness
against
future
variants.
Nature,
Journal Year:
2022,
Volume and Issue:
608(7923), P. 593 - 602
Published: June 17, 2022
Abstract
Severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2)
Omicron
sublineages
BA.2.12.1,
BA.4
and
BA.5
exhibit
higher
transmissibility
than
the
BA.2
lineage
1
.
The
receptor
binding
immune-evasion
capability
of
these
recently
emerged
variants
require
immediate
investigation.
Here,
coupled
with
structural
comparisons
spike
proteins,
we
show
that
(BA.4
are
hereafter
referred
collectively
to
as
BA.4/BA.5)
similar
affinities
for
angiotensin-converting
enzyme
(ACE2)
receptor.
Of
note,
BA.2.12.1
BA.4/BA.5
display
increased
evasion
neutralizing
antibodies
compared
against
plasma
from
triple-vaccinated
individuals
or
who
developed
a
BA.1
infection
after
vaccination.
To
delineate
underlying
antibody-evasion
mechanism,
determined
escape
mutation
profiles
,
epitope
distribution
3
Omicron-neutralization
efficiency
1,640
directed
receptor-binding
domain
viral
protein,
including
614
isolated
people
had
recovered
infection.
vaccination
predominantly
recalls
humoral
immune
memory
ancestral
(hereafter
wild-type
(WT))
SARS-CoV-2
protein.
resulting
elicited
could
neutralize
both
WT
enriched
on
epitopes
do
not
bind
ACE2.
However,
most
cross-reactive
evaded
by
mutants
L452Q,
L452R
F486V.
can
also
induce
new
clones
BA.1-specific
potently
BA.1.
Nevertheless,
largely
owing
D405N
F486V
mutations,
react
weakly
pre-Omicron
variants,
exhibiting
narrow
neutralization
breadths.
therapeutic
bebtelovimab
4
cilgavimab
5
effectively
BA.4/BA.5,
whereas
S371F,
R408S
mutations
undermine
broadly
sarbecovirus-neutralizing
antibodies.
Together,
our
results
indicate
may
evolve
evade
immunity
infection,
suggesting
BA.1-derived
vaccine
boosters
achieve
broad-spectrum
protection
variants.
Nature,
Journal Year:
2022,
Volume and Issue:
608(7923), P. 603 - 608
Published: July 5, 2022
Abstract
SARS-CoV-2
Omicron
subvariants
BA.2.12.1
and
BA.4/5
have
surged
notably
to
become
dominant
in
the
United
States
South
Africa,
respectively
1,2
.
These
new
carrying
further
mutations
their
spike
proteins
raise
concerns
that
they
may
evade
neutralizing
antibodies,
thereby
compromising
efficacy
of
COVID-19
vaccines
therapeutic
monoclonals.
We
now
report
findings
from
a
systematic
antigenic
analysis
these
surging
subvariants.
is
only
modestly
(1.8-fold)
more
resistant
sera
vaccinated
boosted
individuals
than
BA.2.
However,
substantially
(4.2-fold)
thus
likely
lead
vaccine
breakthrough
infections.
Mutation
at
residue
L452
found
both
facilitates
escape
some
antibodies
directed
so-called
class
2
3
regions
receptor-binding
domain
The
F486V
mutation
certain
1
but
compromises
affinity
for
viral
receptor.
R493Q
reversion
mutation,
however,
restores
receptor
consequently
fitness
BA.4/5.
Among
authorized
clinical
use,
bebtelovimab
retains
full
potency
against
lineage
continues
evolve,
successively
yielding
are
not
transmissible
also
evasive
antibodies.
Nature,
Journal Year:
2022,
Volume and Issue:
unknown
Published: Dec. 19, 2022
Abstract
Continuous
evolution
of
Omicron
has
led
to
a
rapid
and
simultaneous
emergence
numerous
variants
that
display
growth
advantages
over
BA.5
(ref.
1
).
Despite
their
divergent
evolutionary
courses,
mutations
on
receptor-binding
domain
(RBD)
converge
several
hotspots.
The
driving
force
destination
such
sudden
convergent
its
effect
humoral
immunity
remain
unclear.
Here
we
demonstrate
these
can
cause
evasion
neutralizing
antibody
drugs
convalescent
plasma,
including
those
from
breakthrough
infection,
while
maintaining
sufficient
ACE2-binding
capability.
BQ.1.1.10
(BQ.1.1
+
Y144del),
BA.4.6.3,
XBB
CH.1.1
are
the
most
antibody-evasive
strains
tested.
To
delineate
origin
evolution,
determined
escape
mutation
profiles
neutralization
activity
monoclonal
antibodies
isolated
individuals
who
had
BA.2
infections
2,3
.
Owing
immune
imprinting,
especially
infection
reduced
diversity
binding
sites
increased
proportions
non-neutralizing
clones,
which,
in
turn,
focused
pressure
promoted
RBD.
Moreover,
show
RBD
could
be
accurately
inferred
by
deep
mutational
scanning
4,5
,
trends
BA.2.75
subvariants
well
foreseen
through
constructed
pseudovirus
mutants.
These
results
suggest
current
herd
vaccine
boosters
may
not
efficiently
prevent
variants.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2022,
Volume and Issue:
unknown
Published: Sept. 16, 2022
Abstract
Continuous
evolution
of
Omicron
has
led
to
a
rapid
and
simultaneous
emergence
numerous
variants
that
display
growth
advantages
over
BA.
5.
Despite
their
divergent
evolutionary
courses,
mutations
on
receptor-binding
domain
(RBD)
converge
several
hotspots.
The
driving
force
destination
such
convergent
its
impact
humoral
immunity
remain
unclear.
Here,
we
demonstrate
these
can
cause
striking
evasion
neutralizing
antibody
(NAb)
drugs
convalescent
plasma,
including
those
from
BA.5
breakthrough
infection,
while
maintaining
sufficient
ACE2
binding
capability.
BQ.1.1.10,
BA.4.6.3,
XBB,
CH.
1.1
are
the
most
antibody-evasive
strain
tested,
even
exceeding
SARS-CoV-1
level.
To
delineate
origin
evolution,
determined
escape
mutation
profiles
neutralization
activity
monoclonal
antibodies
(mAbs)
isolated
BA.2
breakthrough-infection
convalescents.
Importantly,
due
immune
imprinting,
especially
infection
caused
significant
reductions
in
epitope
diversity
NAbs
increased
proportion
non-neutralizing
mAbs,
which
turn
concentrated
pressure
promoted
evolution.
Moreover,
showed
RBD
could
be
accurately
inferred
by
integrated
deep
mutational
scanning
(DMS)
profiles,
trends
BA.2.75/BA.5
subvariants
well-simulated
through
constructed
pseudovirus
mutants.
Together,
our
results
suggest
current
herd
vaccine
boosters
may
not
provide
good
protection
against
infection.
Broad-spectrum
SARS-CoV-2
vaccines
NAb
development
should
highly
prioritized,
mutants
help
examine
effectiveness
advance.
Science,
Journal Year:
2022,
Volume and Issue:
377(6608), P. 890 - 894
Published: July 19, 2022
The
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2)
Omicron
variant
of
concern
comprises
several
sublineages,
with
BA.2
and
BA.2.12.1
having
replaced
the
previously
dominant
BA.1
BA.4
BA.5
increasing
in
prevalence
worldwide.
We
show
that
large
number
sublineage
spike
mutations
leads
to
enhanced
angiotensin-converting
enzyme
(ACE2)
binding,
reduced
fusogenicity,
dampening
plasma
neutralizing
activity
elicited
by
infection
or
seven
clinical
vaccines
relative
ancestral
virus.
Administration
a
homologous
heterologous
booster
based
on
Wuhan-Hu-1
sequence
markedly
increased
antibody
titers
breadth
against
BA.1,
BA.2,
BA.2.12.1,
BA.4,
across
all
evaluated.
Our
data
suggest
although
sublineages
evade
polyclonal
responses
primary
vaccine
series,
boosters
may
provide
sufficient
protection
Omicron-induced
disease.
PLoS Pathogens,
Journal Year:
2022,
Volume and Issue:
18(11), P. e1010951 - e1010951
Published: Nov. 18, 2022
SARS-CoV-2
continues
to
acquire
mutations
in
the
spike
receptor-binding
domain
(RBD)
that
impact
ACE2
receptor
binding,
folding
stability,
and
antibody
recognition.
Deep
mutational
scanning
prospectively
characterizes
impacts
of
on
these
biochemical
properties,
enabling
rapid
assessment
new
seen
during
viral
surveillance.
However,
effects
can
change
as
virus
evolves,
requiring
updated
deep
scans.
We
determined
all
single
amino
acid
Omicron
BA.1
BA.2
RBDs
ACE2-binding
affinity,
RBD
folding,
escape
from
binding
by
LY-CoV1404
(bebtelovimab)
monoclonal
antibody.
The
some
differ
those
measured
ancestral
Wuhan-Hu-1
background.
These
epistatic
shifts
largely
resemble
previously
Alpha
variant
due
convergent
epistatically
modifying
N501Y
substitution.
variants
show
additional
lineage-specific
shifts,
including
examples
phenomenon
entrenchment
causes
Q498R
substitutions
present
be
more
favorable
background
than
earlier
strains.
In
contrast,
substitution
Q493R
exhibits
no
sign
entrenchment,
with
derived
state,
R493,
being
unfavorable
for
Wuhan-Hu-1.
Likely
this
reason,
R493Q
reversion
has
occurred
sub-variants
BA.4/BA.5
BA.2.75,
where
affinity
buffer
may
potentiate
concurrent
antigenic
change.
Consistent
prior
studies,
we
find
have
reduced
expression,
identify
candidate
stabilizing
ameliorate
deficit.
Last,
our
maps
highlight
a
broadening
sites
compared
datasets
landscape
inform
ongoing
efforts
Nature Communications,
Journal Year:
2022,
Volume and Issue:
13(1)
Published: Nov. 16, 2022
The
Omicron
BA.1
variant
emerged
in
late
2021
and
quickly
spread
across
the
world.
Compared
to
earlier
SARS-CoV-2
variants,
has
many
mutations,
some
of
which
are
known
enable
antibody
escape.
Many
these
antibody-escape
mutations
individually
decrease
spike
receptor-binding
domain
(RBD)
affinity
for
ACE2,
but
still
binds
ACE2
with
high
affinity.
fitness
evolution
lineage
is
therefore
driven
by
combined
effects
numerous
mutations.
Here,
we
systematically
map
epistatic
interactions
between
15
RBD
relative
Wuhan
Hu-1
strain.
Specifically,
measure
all
possible
combinations
(2
Molecular Biology and Evolution,
Journal Year:
2022,
Volume and Issue:
39(4)
Published: March 16, 2022
Among
the
30
nonsynonymous
nucleotide
substitutions
in
Omicron
S-gene
are
13
that
have
only
rarely
been
seen
other
SARS-CoV-2
sequences.
These
mutations
cluster
within
three
functionally
important
regions
of
at
sites
will
likely
impact
(1)
interactions
between
subunits
Spike
trimer
and
predisposition
to
shift
from
down
up
configurations,
(2)
with
ACE2
receptors,
(3)
priming
for
membrane
fusion.
We
show
here
that,
based
on
both
rarity
these
intrapatient
sequencing
reads
patterns
selection
codon
where
occur
related
sarbecoviruses,
prior
emergence
would
predicted
decrease
fitness
any
virus
which
they
occurred.
further
propose
each
clusters
therefore
cooperatively
interact
mitigate
their
individual
costs,
and,
combination
mutations,
adaptively
alter
function
Spike.
Given
evident
epidemic
growth
advantages
overall
previously
known
lineages,
it
is
crucial
determine
how
such
complex
highly
adaptive
mutation
constellations
were
assembled
S-gene,
why,
despite
unprecedented
global
genomic
surveillance
efforts,
early
stages
this
assembly
process
went
completely
undetected.
Cell,
Journal Year:
2022,
Volume and Issue:
185(21), P. 4008 - 4022.e14
Published: Aug. 31, 2022
The
continual
evolution
of
SARS-CoV-2
and
the
emergence
variants
that
show
resistance
to
vaccines
neutralizing
antibodies
threaten
prolong
COVID-19
pandemic.
Selection
are
driven
in
part
by
mutations
within
viral
spike
protein
particular
ACE2
receptor-binding
domain
(RBD),
a
primary
target
site
for
antibodies.
Here,
we
develop
deep
mutational
learning
(DML),
machine-learning-guided
engineering
technology,
which
is
used
investigate
massive
sequence
space
combinatorial
mutations,
representing
billions
RBD
variants,
accurately
predicting
their
impact
on
binding
antibody
escape.
A
highly
diverse
landscape
possible
identified
could
emerge
from
multitude
evolutionary
trajectories.
DML
may
be
predictive
profiling
current
prospective
including
mutated
such
as
Omicron,
thus
guiding
development
therapeutic
treatments
COVID-19.