bioRxiv (Cold Spring Harbor Laboratory),
Год журнала:
2019,
Номер
unknown
Опубликована: Июнь 15, 2019
One
major
limitation
of
microbial
community
marker
gene
sequencing
is
that
it
does
not
provide
direct
information
on
the
functional
composition
sampled
communities.
Here,
we
present
PICRUSt2
(
https://github.com/picrust/picrust2
),
which
expands
capabilities
original
PICRUSt
method
1
to
predict
potential
a
based
profiles.
This
updated
and
implementation
includes
several
improvements
over
previous
algorithm:
an
expanded
database
families
reference
genomes,
new
approach
now
compatible
with
any
OTU-picking
or
denoising
algorithm,
novel
phenotype
predictions.
Upon
evaluation,
was
more
accurate
than
PICRUSt1
other
current
approaches
overall.
also
flexible
allows
addition
custom
databases.
We
highlight
these
important
caveats
regarding
use
predicted
metagenomes,
are
related
inherent
challenges
analyzing
metagenome
data
in
general.
Nature,
Год журнала:
2019,
Номер
569(7758), С. 655 - 662
Опубликована: Май 29, 2019
Abstract
Inflammatory
bowel
diseases,
which
include
Crohn’s
disease
and
ulcerative
colitis,
affect
several
million
individuals
worldwide.
colitis
are
complex
diseases
that
heterogeneous
at
the
clinical,
immunological,
molecular,
genetic,
microbial
levels.
Individual
contributing
factors
have
been
focus
of
extensive
research.
As
part
Integrative
Human
Microbiome
Project
(HMP2
or
iHMP),
we
followed
132
subjects
for
one
year
each
to
generate
integrated
longitudinal
molecular
profiles
host
activity
during
(up
24
time
points
each;
in
total
2,965
stool,
biopsy,
blood
specimens).
Here
present
results,
provide
a
comprehensive
view
functional
dysbiosis
gut
microbiome
inflammatory
activity.
We
demonstrate
characteristic
increase
facultative
anaerobes
expense
obligate
anaerobes,
as
well
disruptions
transcription
(for
example,
among
clostridia),
metabolite
pools
(acylcarnitines,
bile
acids,
short-chain
fatty
acids),
levels
antibodies
serum.
Periods
were
also
marked
by
increases
temporal
variability,
with
taxonomic,
functional,
biochemical
shifts.
Finally,
integrative
analysis
identified
microbial,
biochemical,
central
this
dysregulation.
The
study’s
infrastructure
resources,
data,
available
through
Bowel
Disease
Multi’omics
Database
(
http://ibdmdb.org
),
most
description
date
activities
diseases.
PLoS Computational Biology,
Год журнала:
2021,
Номер
17(11), С. e1009442 - e1009442
Опубликована: Ноя. 16, 2021
It
is
challenging
to
associate
features
such
as
human
health
outcomes,
diet,
environmental
conditions,
or
other
metadata
microbial
community
measurements,
due
in
part
their
quantitative
properties.
Microbiome
multi-omics
are
typically
noisy,
sparse
(zero-inflated),
high-dimensional,
extremely
non-normal,
and
often
the
form
of
count
compositional
measurements.
Here
we
introduce
an
optimized
combination
novel
established
methodology
assess
multivariable
association
with
complex
population-scale
observational
studies.
Our
approach,
MaAsLin
2
(Microbiome
Multivariable
Associations
Linear
Models),
uses
generalized
linear
mixed
models
accommodate
a
wide
variety
modern
epidemiological
studies,
including
cross-sectional
longitudinal
designs,
well
data
types
(e.g.,
counts
relative
abundances)
without
covariates
repeated
To
construct
this
method,
conducted
large-scale
evaluation
broad
range
scenarios
under
which
straightforward
identification
meta-omics
associations
can
be
challenging.
These
simulation
studies
reveal
that
2’s
model
preserves
statistical
power
presence
measures
multiple
covariates,
while
accounting
for
nuances
controlling
false
discovery.
We
also
applied
dataset
from
Integrative
Human
(HMP2)
project
which,
addition
reproducing
results,
revealed
unique,
integrated
landscape
inflammatory
bowel
diseases
(IBD)
across
time
points
omics
profiles.
Culture-independent
analyses
of
microbial
communities
have
progressed
dramatically
in
the
last
decade,
particularly
due
to
advances
methods
for
biological
profiling
via
shotgun
metagenomics.
Opportunities
improvement
continue
accelerate,
with
greater
access
multi-omics,
reference
genomes,
and
strain-level
diversity.
To
leverage
these,
we
present
bioBakery
3,
a
set
integrated,
improved
taxonomic,
strain-level,
functional,
phylogenetic
metagenomes
newly
developed
build
on
largest
sequences
now
available.
Compared
current
alternatives,
MetaPhlAn
3
increases
accuracy
taxonomic
profiling,
HUMAnN
improves
that
functional
potential
activity.
These
detected
novel
disease-microbiome
links
applications
CRC
(1262
metagenomes)
IBD
(1635
817
metatranscriptomes).
Strain-level
an
additional
4077
StrainPhlAn
PanPhlAn
unraveled
structure
common
gut
microbe
Ruminococcus
bromii
,
previously
described
by
only
15
isolate
genomes.
With
open-source
implementations
cloud-deployable
reproducible
workflows,
platform
can
help
researchers
deepen
resolution,
scale,
multi-omic
community
studies.
Cell,
Год журнала:
2019,
Номер
176(3), С. 649 - 662.e20
Опубликована: Янв. 1, 2019
The
body-wide
human
microbiome
plays
a
role
in
health,
but
its
full
diversity
remains
uncharacterized,
particularly
outside
of
the
gut
and
international
populations.
We
leveraged
9,428
metagenomes
to
reconstruct
154,723
microbial
genomes
(45%
high
quality)
spanning
body
sites,
ages,
countries,
lifestyles.
recapitulated
4,930
species-level
genome
bins
(SGBs),
77%
without
public
repositories
(unknown
SGBs
[uSGBs]).
uSGBs
are
prevalent
(in
93%
well-assembled
samples),
expand
underrepresented
phyla,
enriched
non-Westernized
populations
(40%
total
SGBs).
annotated
2.85
M
genes
SGBs,
many
associated
with
conditions
including
infant
development
(94,000)
or
Westernization
(106,000).
permit
deeper
analyses
increase
average
mappability
metagenomic
reads
from
67.76%
87.51%
(median
94.26%)
65.14%
82.34%
mouth.
thus
identify
thousands
yet-to-be-named
species,
pangenomes
human-associated
microbes,
allow
better
exploitation
technologies.
Science,
Год журнала:
2020,
Номер
371(6529), С. 602 - 609
Опубликована: Дек. 10, 2020
New
fecal
microbiota
for
cancer
patients
The
composition
of
the
gut
microbiome
influences
response
to
immunotherapies.
Baruch
et
al.
and
Davar
report
first-in-human
clinical
trials
test
whether
transplantation
(FMT)
can
affect
how
metastatic
melanoma
respond
anti–PD-1
immunotherapy
(see
Perspective
by
Woelk
Snyder).
Both
studies
observed
evidence
benefit
in
a
subset
treated
patients.
This
included
increased
abundance
taxa
previously
shown
be
associated
with
anti–PD-1,
CD8
+
T
cell
activation,
decreased
frequency
interleukin-8–expressing
myeloid
cells,
which
are
involved
immunosuppression.
These
provide
proof-of-concept
ability
FMT
Science
,
this
issue
p.
602
595
;
see
also
573
Nature,
Год журнала:
2019,
Номер
569(7758), С. 641 - 648
Опубликована: Май 29, 2019
Abstract
The
NIH
Human
Microbiome
Project
(HMP)
has
been
carried
out
over
ten
years
and
two
phases
to
provide
resources,
methods,
discoveries
that
link
interactions
between
humans
their
microbiomes
health-related
outcomes.
recently
completed
second
phase,
the
Integrative
Project,
comprised
studies
of
dynamic
changes
in
microbiome
host
under
three
conditions:
pregnancy
preterm
birth;
inflammatory
bowel
diseases;
stressors
affect
individuals
with
prediabetes.
associated
research
begins
elucidate
mechanisms
host–microbiome
these
conditions,
provides
unique
data
resources
(at
HMP
Data
Coordination
Center),
represents
a
paradigm
for
future
multi-omic
human
microbiome.