Annual Review of Biomedical Data Science,
Journal Year:
2024,
Volume and Issue:
7(1), P. 83 - 105
Published: April 26, 2024
Novel
sequencing
technologies
are
making
it
increasingly
possible
to
measure
the
mutation
rates
of
somatic
cell
lineages.
Accurate
germline
rate
measurement
have
also
been
available
for
a
decade,
assess
how
this
fundamental
evolutionary
parameter
varies
across
tree
life.
Here,
we
review
some
classical
theories
about
and
evolution
that
were
formulated
using
principles
population
genetics
biology
aging
cancer.
We
find
measurements,
while
still
limited
in
phylogenetic
diversity,
seem
consistent
with
theory
selection
preserve
soma
is
proportional
life
span.
However,
make
conflicting
predictions
regarding
which
species
should
most
accurate
DNA
repair.
Resolving
conflict
will
require
carefully
measuring
scale
time
division
achieving
better
understanding
pleiotropy
among
types.
Cell,
Journal Year:
2023,
Volume and Issue:
186(6), P. 1263 - 1278.e20
Published: Feb. 13, 2023
A
major
challenge
in
understanding
SARS-CoV-2
evolution
is
interpreting
the
antigenic
and
functional
effects
of
emerging
mutations
viral
spike
protein.
Here,
we
describe
a
deep
mutational
scanning
platform
based
on
non-replicative
pseudotyped
lentiviruses
that
directly
quantifies
how
large
numbers
impact
antibody
neutralization
pseudovirus
infection.
We
apply
this
to
produce
libraries
Omicron
BA.1
Delta
spikes.
These
each
contain
∼7,000
distinct
amino
acid
context
up
∼135,000
unique
mutation
combinations.
use
these
map
escape
from
neutralizing
antibodies
targeting
receptor-binding
domain,
N-terminal
S2
subunit
spike.
Overall,
work
establishes
high-throughput
safe
approach
measure
∼10
International Journal of Molecular Sciences,
Journal Year:
2023,
Volume and Issue:
24(3), P. 2264 - 2264
Published: Jan. 23, 2023
The
first
2
years
of
the
COVID-19
pandemic
were
mainly
characterized
by
recurrent
mutations
SARS-CoV-2
Spike
protein
at
residues
K417,
L452,
E484,
N501
and
P681
emerging
independently
across
different
variants
concern
(Alpha,
Beta,
Gamma,
Delta).
Such
homoplasy
is
a
marker
convergent
evolution.
Since
Spring
2022
third
year
pandemic,
with
advent
Omicron
its
sublineages,
evolution
has
led
to
observation
lineages
acquiring
an
additional
group
amino
acid
residues,
namely
R346,
K444,
N450,
N460,
F486,
F490,
Q493,
S494.
Mutations
these
have
become
increasingly
prevalent
during
Summer
Autumn
2022,
combinations
showing
increased
fitness.
most
likely
reason
for
this
convergence
selective
pressure
exerted
previous
infection-
or
vaccine-elicited
immunity.
accelerated
caused
failure
all
anti-Spike
monoclonal
antibodies,
including
bebtelovimab
cilgavimab.
While
we
are
learning
how
fast
coronaviruses
can
mutate
recombine,
should
reconsider
opportunities
economically
sustainable
escape-proof
combination
therapies,
refocus
antibody-mediated
therapeutic
efforts
on
polyclonal
preparations
that
less
allow
viral
immune
escape.
Nature,
Journal Year:
2023,
Volume and Issue:
623(7987), P. 594 - 600
Published: Sept. 25, 2023
Molnupiravir,
an
antiviral
medication
widely
used
against
severe
acute
respiratory
syndrome
coronavirus
2
(SARS-CoV-2),
acts
by
inducing
mutations
in
the
virus
genome
during
replication.
Most
random
are
likely
to
be
deleterious
and
many
will
lethal;
thus,
molnupiravir-induced
elevated
mutation
rates
reduce
viral
load1,2.
However,
if
some
patients
treated
with
molnupiravir
do
not
fully
clear
SARS-CoV-2
infections,
there
could
potential
for
onward
transmission
of
molnupiravir-mutated
viruses.
Here
we
show
that
sequencing
databases
contain
extensive
evidence
mutagenesis.
Using
a
systematic
approach,
find
specific
class
long
phylogenetic
branches,
distinguished
high
proportion
G-to-A
C-to-T
mutations,
found
almost
exclusively
sequences
from
2022,
after
introduction
treatment,
countries
age
groups
widespread
use
drug.
We
identify
mutational
spectrum,
preferred
nucleotide
contexts,
viruses
known
have
been
its
signature
matches
seen
these
cases
molnupiravir-derived
lineages.
Finally,
analyse
treatment
records
confirm
direct
association
between
branches
molnupiravir.
Virus Evolution,
Journal Year:
2023,
Volume and Issue:
9(2)
Published: July 1, 2023
Knowledge
of
the
fitness
effects
mutations
to
SARS-CoV-2
can
inform
assessment
new
variants,
design
therapeutics
resistant
escape,
and
understanding
functions
viral
proteins.
However,
experimentally
measuring
is
challenging:
we
lack
tractable
lab
assays
for
many
proteins,
comprehensive
deep
mutational
scanning
has
been
applied
only
two
Here,
develop
an
approach
that
leverages
millions
publicly
available
sequences
estimate
mutations.
We
first
calculate
how
independent
occurrences
each
mutation
are
expected
be
observed
along
phylogeny
in
absence
selection.
then
compare
these
observations
actual
effect
mutation.
These
estimates
correlate
well
with
measurements.
For
most
genes,
synonymous
nearly
neutral,
stop-codon
deleterious,
amino
acid
have
a
range
effects.
some
accessory
proteins
under
little
no
provide
interactive
visualizations
all
(https://jbloomlab.github.io/SARS2-mut-fitness/).
The
framework
describe
applicable
any
virus
which
number
sufficiently
large
neutral
observed.
PLoS Computational Biology,
Journal Year:
2024,
Volume and Issue:
20(1), P. e1011795 - e1011795
Published: Jan. 25, 2024
The
COVID-19
pandemic
has
been
characterised
by
sequential
variant-specific
waves
shaped
viral,
individual
human
and
population
factors.
SARS-CoV-2
variants
are
defined
their
unique
combinations
of
mutations
there
a
clear
adaptation
to
more
efficient
infection
since
the
emergence
this
new
coronavirus
in
late
2019.
Here,
we
use
machine
learning
models
identify
shared
signatures,
i.e.,
common
underlying
mutational
processes
link
these
subset
that
define
concern
(VOCs).
First,
examined
global
genomes
associated
metadata
determine
how
viral
properties
public
health
measures
have
influenced
magnitude
waves,
as
measured
number
cases,
different
geographic
locations
using
regression
models.
This
analysis
showed
that,
expected,
both
virus
were
with
regional
reported
numbers
impact
varies
geographically.
We
attribute
intrinsic
differences
such
vaccine
coverage,
testing
sequencing
capacity
effectiveness
government
stringency.
To
assess
evolutionary
change,
used
non-negative
matrix
factorisation
observed
three
distinct
substitution
patterns
exposures
from
genomes.
Signatures
1,
2
3
biased
C→T,
T→C/A→G
G→T
point
mutations.
hypothesise
assignments
signatures
host
antiviral
molecules
APOBEC,
ADAR
ROS
respectively.
observe
shift
amidst
relative
signature
activity
predominantly
Signature
1
changes
an
increasingly
high
proportion
consistent
2.
could
represent
immune
response
interact
indicates
may
continue
generate
variation
future.
Linkage
detected
VOC-defining
amino
acids
substitutions
majority
SARS-CoV-2’s
is
likely
be
action
rather
than
replication
errors.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: Jan. 31, 2023
Knowledge
of
the
fitness
effects
mutations
to
SARS-CoV-2
can
inform
assessment
new
variants,
design
therapeutics
resistant
escape,
and
understanding
functions
viral
proteins.
However,
experimentally
measuring
is
challenging:
we
lack
tractable
lab
assays
for
many
proteins,
comprehensive
deep
mutational
scanning
has
been
applied
only
two
Here
develop
an
approach
that
leverages
millions
publicly
available
sequences
estimate
mutations.
We
first
calculate
how
independent
occurrences
each
mutation
are
expected
be
observed
along
phylogeny
in
absence
selection.
then
compare
these
observations
actual
effect
mutation.
These
estimates
correlate
well
with
measurements.
For
most
genes,
synonymous
nearly
neutral,
stop-codon
deleterious,
amino-acid
have
a
range
effects.
some
accessory
proteins
under
little
no
provide
interactive
visualizations
all
(https://jbloomlab.github.io/SARS2-mut-fitness/).
The
framework
describe
applicable
any
virus
which
number
sufficiently
large
neutral
observed.
The Lancet Microbe,
Journal Year:
2024,
Volume and Issue:
5(5), P. e452 - e458
Published: March 22, 2024
IntroductionContinued
SARS-CoV-2
infection
among
immunocompromised
individuals
is
likely
to
play
a
role
in
generating
genomic
diversity
and
the
emergence
of
novel
variants.
Antiviral
treatments
such
as
molnupiravir
are
used
mitigate
severe
COVID-19
outcomes,
but
extended
effects
these
drugs
on
viral
evolution
patients
with
chronic
infections
remain
uncertain.
This
study
investigates
how
affects
prolonged
infections.MethodsThe
included
five
treated
four
not
(two
two
non-immunocompromised).
We
selected
who
had
been
infected
by
similar
variants
high-quality
genomes
across
timepoints
allow
comparison
between
groups.
Throat
nasopharyngeal
samples
were
collected
up
44
days
post
treatment
sequenced
using
tiled
amplicon
sequencing
followed
variant
calling.
The
UShER
pipeline
University
California
Santa
Cruz
genome
viewer
provided
insights
into
global
context
Treated
untreated
compared,
mutation
profiles
visualised
understand
impact
evolution.FindingsPatients
showed
large
increase
low-to-mid-frequency
little
10
after
treatment,
whereas
no
change
was
observed
patients.
Some
became
fixed
population,
including
non-synonymous
mutations
spike
protein.
distributed
unique
commonly
found
omicron
genomes.
Notably,
G-to-A
C-to-T
dominated
mutational
profile
patients,
persisting
treatment.InterpretationMolnupiravir
led
accumulation
distinctive
pattern
beyond
recommended
5
treatment.
maintained
persistent
PCR
positivity
for
duration
monitoring,
indicating
clear
potential
transmission
subsequent
variants.FundingAustralian
Research
Council.
bioRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2025,
Volume and Issue:
unknown
Published: Jan. 8, 2025
Abstract
RNA
viruses
like
SARS-CoV-2
have
a
high
mutation
rate,
which
contributes
to
their
rapid
evolution.
The
rate
of
mutations
depends
on
the
type
(e.g.,
A
→
C
,
G
etc.)
and
can
vary
between
sites
in
viral
genome.
Understanding
this
variation
shed
light
mutational
processes
at
play,
is
crucial
for
quantitative
modeling
Using
millions
available
full-genome
sequences,
we
estimate
rates
synonymous
all
12
possible
nucleotide
types
examine
how
much
these
sites.
We
find
surprisingly
level
variability
several
striking
patterns:
four
suddenly
increase
one
two
gene
boundaries;
most
strongly
depend
site’s
local
sequence
context,
with
up
56-fold
differences
contexts;
consistent
previous
study,
some
are
lower
engaged
secondary
structure.
simple
log-linear
model
features
explains
∼15-60%
fold-variation
sites,
depending
type;
more
complex
models
only
modestly
improve
predictive
power
out
sample.
fitness
effect
each
based
number
times
it
actually
occurs
versus
expected
occur
model.
identify
small
regions
genome
where
or
noncoding
less
often
than
expected,
indicative
strong
purifying
selection
that
independent
protein
sequence.
Overall,
work
expands
our
basic
understanding
SARS-CoV-2’s
evolution
by
characterizing
virus’s
process
individual
uncovering
patterns
arise
from
unknown
mechanisms.
Genome Biology and Evolution,
Journal Year:
2023,
Volume and Issue:
16(1)
Published: Dec. 18, 2023
Human
activities
are
accelerating
rates
of
biological
invasions
and
climate-driven
range
expansions
globally,
yet
we
understand
little
how
genomic
processes
facilitate
the
invasion
process.
Although
most
literature
has
focused
on
underlying
phenotypic
correlates
invasiveness,
advances
in
technologies
showing
a
strong
link
between
variation
success.
Here,
consider
ability
tools
to
(i)
inform
mechanistic
understanding
(ii)
solve
real-world
issues
predicting
managing
invasions.
For
both,
examine
current
state
field
discuss
genomics
can
be
leveraged
future.
In
addition,
make
recommendations
pertinent
broader
research
issues,
such
as
data
sovereignty,
metadata
standards,
collaboration,
science
communication
best
practices
that
will
require
concerted
efforts
from
global
community.
medRxiv (Cold Spring Harbor Laboratory),
Journal Year:
2023,
Volume and Issue:
unknown
Published: Jan. 27, 2023
Molnupiravir,
an
antiviral
medication
that
has
been
widely
used
against
SARS-CoV-2,
acts
by
inducing
mutations
in
the
virus
genome
during
replication.
Most
random
are
likely
to
be
deleterious
virus,
and
many
will
lethal,
so
molnupiravir-induced
elevated
mutation
rates
reduce
viral
load
2,3
.
However,
if
some
patients
treated
with
molnupiravir
do
not
fully
clear
SARS-CoV-2
infections,
there
could
potential
for
onward
transmission
of
molnupiravir-mutated
viruses.
Here
we
show
sequencing
databases
contain
extensive
evidence
mutagenesis.
Using
a
systematic
approach,
find
specific
class
long
phylogenetic
branches,
distinguished
high
proportion
G-to-A
C-to-T
mutations,
appear
almost
exclusively
sequences
from
2022,
after
introduction
treatment,
countries
age-groups
widespread
usage
drug.
We
identify
mutational
spectrum,
preferred
nucleotide
contexts,
viruses
known
have
its
signature
matches
seen
these
cases
onwards
molnupiravir-derived
lineages.
Finally,
analyse
treatment
records
confirm
direct
association
between
branches
use
molnupiravir.