Emerging infectious diseases,
Journal Year:
2024,
Volume and Issue:
31(1)
Published: Dec. 11, 2024
We
show
that
human
myxovirus
resistance
protein
1
(MxA)
suppresses
replication
of
highly
pathogenic
avian
influenza
A(H5N1)
viruses
isolated
from
mammals
in
vitro
and
MxA-transgenic
mice.
However,
H5N1
can
evade
MxA
restriction
through
replacement
individual
viral
polymerase
complex
components
a
human-adapted
MxA-resistant
strain
vitro.
EFSA Journal,
Journal Year:
2024,
Volume and Issue:
22(7)
Published: July 1, 2024
Abstract
Between
16
March
and
14
June
2024,
42
highly
pathogenic
avian
influenza
(HPAI)
A(H5)
virus
detections
were
reported
in
domestic
(15)
wild
(27)
birds
across
13
countries
Europe.
Although
the
overall
number
of
Europe
has
not
been
this
low
since
2019–2020
epidemiological
year,
HPAI
viruses
continue
to
circulate
at
a
very
level.
Most
poultry
due
indirect
contact
with
birds,
but
there
was
also
secondary
spread.
Outside
Europe,
situation
intensified
particularly
USA,
where
new
A(H5N1)
genotype
(B3.13)
identified
>130
dairy
herds
12
states.
Infection
cattle
appears
be
centred
on
udder,
milk
from
infected
animals
showing
high
viral
loads
representing
vehicle
transmission.
Apart
cattle,
two
other
mammal
species
(alpaca
walrus)
for
first
time.
20
human
cases
infection
Vietnam
(one
A(H5N1),
one
A(H9N2)),
Australia
(with
travel
history
India,
A(H5N1)),
USA
(three
China
(two
A(H5N6),
three
A(H9N2),
A(H10N3)),
India
Mexico
fatal
A(H5N2)
case).
The
latter
case
laboratory‐confirmed
subtype
A(H5N2).
had
exposure
poultry,
live
markets,
or
prior
detection
onset
illness.
Human
infections
remain
rare
no
human‐to‐human
transmission
observed.
risk
currently
circulating
clade
2.3.4.4b
remains
general
public
EU/EEA.
low‐to‐moderate
those
occupationally
otherwise
exposed
contaminated
environments.
EFSA Journal,
Journal Year:
2024,
Volume and Issue:
22(10)
Published: Oct. 1, 2024
Between
15
June
and
20
September
2024,
75
highly
pathogenic
avian
influenza
(HPAI)
A(H5)
A(H7)
virus
detections
were
reported
in
domestic
(16)
wild
(59)
birds
across
11
countries
Europe.
Although
the
overall
number
of
Europe
continued
to
be
low
compared
previous
epidemiological
years,
an
increase
cases
along
Atlantic,
North
Sea
Baltic
coasts
was
notable,
particularly
detection
HPAI
viruses
colony-breeding
seabirds.
Besides
EA-2022-BB
other
circulating
genotypes,
these
also
included
EA-2023-DT,
a
new
genotype
that
may
transmit
more
efficiently
among
gulls.
In
Germany,
A(H7N5)
emerged
poultry
establishment
near
border
with
Netherlands.
No
mammals
during
this
period,
but
reportedly
affected
dairy
cattle
establishments
United
States
America
(USA)
rose
>230
14
states,
identified
three
mammal
species.
21
19
human
infection
from
USA
(six
A(H5N1)
five
cases),
Cambodia
(five
cases,
including
one
fatal),
China
(one
fatal
A(H5N6)
case
A(H9N2)
case),
Ghana
case).
Most
(90%,
n
=
17/19)
had
exposure
poultry,
live
markets,
or
prior
onset
illness.
Human
infections
remain
rare
no
evidence
human-to-human
transmission
has
been
documented
reporting
period.
The
risk
currently
clade
2.3.4.4b
remains
for
general
public
European
Union/European
Economic
Area
(EU/EEA).
low-to-moderate
those
occupationally
otherwise
exposed
infected
animals
contaminated
environments.
EFSA Journal,
Journal Year:
2025,
Volume and Issue:
23(1)
Published: Jan. 1, 2025
Abstract
Between
21
September
and
6
December
2024,
657
highly
pathogenic
avian
influenza
(HPAI)
A(H5N1)
A(H5N5)
virus
detections
were
reported
in
domestic
(341)
wild
(316)
birds
across
27
countries
Europe.
Many
HPAI
outbreaks
clustered
areas
with
high
poultry
density
characterised
by
secondary
farm‐to‐farm
spread.
Waterfowl,
particularly
the
mute
swan,
primarily
affected
during
this
reporting
period,
focused
on
south‐eastern
Notably,
viruses
expanded
their
geographic
host
range,
resulting
a
surge
mortality
events
described
gulls
crows.
No
new
mammals
Europe
but
number
of
dairy
cattle
farms
reportedly
United
States
America
(USA)
rose
to
>800
16
States,
was
identified
two
pigs
mixed‐species
farm.
11
56
human
cases
infection
from
North
(45
cases),
Viet
Nam
(one
A(H5))
China
(ten
A(H9N2)
cases).
Most
A(H5)
(95.6%,
n
=
43/45)
had
exposure
poultry,
live
markets,
or
prior
detection
onset
illness.
Human
infections
remain
rare
no
evidence
human‐to‐human
transmission
has
been
documented
period.
The
risk
currently
circulating
clade
2.3.4.4b
remains
low
for
general
public
European
Union/European
Economic
Area
(EU/EEA).
low‐to‐moderate
those
occupationally
otherwise
exposed
infected
animals
contaminated
environments.
EFSA Journal,
Journal Year:
2025,
Volume and Issue:
23(1)
Published: Jan. 1, 2025
A
risk
assessment
framework
was
developed
to
evaluate
the
zoonotic
potential
of
avian
influenza
(AI),
focusing
on
virus
mutations
linked
phenotypic
traits
related
mammalian
adaptation
identified
in
literature.
Virus
sequences
were
screened
for
presence
these
and
their
geographical,
temporal
subtype-specific
trends.
Spillover
events
mammals
(including
humans)
human
seroprevalence
studies
also
reviewed.
Thirty-four
associated
with
five
(increased
receptor
specificity,
haemagglutinin
stability,
neuraminidase
enhanced
polymerase
activity
evasion
innate
immunity)
shortlisted.
AI
viruses
(AIVs)
carrying
multiple
adaptive
belonged
both
low
highly
pathogenic
subtypes,
mainly
A(H9N2),
A(H7N9),
A(H5N6)
A(H3N8),
sporadic
primarily
detected
Asia.
In
EU/EEA,
H5Nx
clade
2.3.4.4b,
which
have
increased
opportunities
evolution
due
widespread
circulation
birds
occasional
cases/outbreaks
mammals,
acquired
highest
number
traits.
Adaptive
traits,
such
as
immune
evasion,
frequently
acquired,
while
receptor-specific
remained
rare.
Globally,
cases
remain
rare,
majority
overall
A(H5N1),
A(H5N6),
A(H7N9)
A(H9N2)
that
are
among
subtypes
tend
a
higher
The
main
drivers
include
host
characteristics,
external
factors
increasing
AIV
exposure
humans
wild
domestic
(e.g.
activities
ecological
factors).
Comprehensive
surveillance
AIVs
targeting
whole
genome
sequencing
animals
is
essential
early
detection
efficient
implementation
control
measures.
All
preparedness,
preventive
measures
must
be
implemented
under
One
Health
tailored
setting
epidemiological
situation;
particular,
monitoring,
biosecurity,
genomic
global
collaboration
critical
mitigating
risks
AIV.
EFSA Journal,
Journal Year:
2025,
Volume and Issue:
23(1)
Published: Jan. 1, 2025
When
investigating
and
controlling
outbreaks
caused
by
zoonotic
avian
influenza
viruses
(AIV),
a
One
Health
approach
is
key.
However,
knowledge-sharing
on
AIV-specific
strategies,
tools
action
plans
remains
limited
across
the
EU/EEA.
It
crucial
to
establish
responsibilities,
capacity
requirements,
collaboration
mechanisms
during
'peace
time'
enable
timely
effective
outbreak
investigations
management.
This
report
focuses
five
scenarios
for
investigation
management
of
AIV
at
human-animal-environment
interface,
emphasising
key
actions
stakeholders
involved.
The
document
primarily
highlights
collaborative
framework
necessary
interdisciplinary
coordinated
responses,
referring
more
detailed
guidance
technical
reports
published
elsewhere
when
applicable.
Three
are
triggered
suspected
in
animals,
including
kept
animals
listed
species,
non-listed
companion
wild
birds/mammals.
other
two
initiated
probable
human
case
or
detection
virus
wastewater
environmental
samples
(e.g.
surface
water
sources).
All
require
cross-sectoral
coordination
approach.
While
specific
sequence
communication
needs
may
differ
scenarios,
overarching
response
remain
consistent.
By
presenting
each
scenario
alongside
integrated
stakeholders,
identifies
critical
development
needs,
such
as
data
sharing
platforms);
points
information
exchange
sectors,
triggers
joint
risk
assessments,
gaps
existing
knowledge.
should
assist
developing
documents
facilitate
humans
viruses.
npj Viruses,
Journal Year:
2024,
Volume and Issue:
2(1)
Published: May 29, 2024
The
H5
subtype
of
highly
pathogenic
avian
influenza
viruses
represents
a
significant
challenge
to
animal
and
human
health.
clade
2.3.4.4b
have
experienced
an
unprecedented
global
spread,
coupled
with
remarkable
genetic
plasticity
for
adaptation
in
birds
mammals.
Although
infections
remain
very
limited,
the
establishment
wild,
marine,
farmed
animals,
including
recently
dairy
cattle,
is
concern.
role
mammalian
hosts
as
intermediaries
zoonotic
or
even
pandemic
A
should
not
be
underestimated.
In
order
mitigate
risk
adequately
prepared,
it
essential
understand
monitor
dynamics
HPAIV
at
avian-mammal
interface.
International Journal of Infectious Diseases,
Journal Year:
2024,
Volume and Issue:
145, P. 107062 - 107062
Published: April 16, 2024
epidemics,
avian
influenza,
H5N1,
highly
pathogenic
HPAI
In
1996,
influenza
(HPAI)
A(H5N1)
virus
was
first
isolated
from
a
domestic
goose
in
Guangdong
province,
China.[1]
Since
then,
it
has
been
identified
other
poultries
and
wild
birds
with
spillover
into
humans
over
60
countries,
including
United
States
of
America
(US),
Kingdom
Canada.
May
1997,
the
human
case
infection
an
outbreak
total
18
cases
6
deaths
Hong
Kong
were
documented.[2]
The
high
mortality
rate
very
concerning
attracted
significant
media
attention
disease
dubbed
"bird
flu".
Five
years
later,
two
history
travel
to
southern
China
reported
February
2003
Kong.[3]
First
2005
China,[4]
continued
spread
Asia
(Southeast
West)
subsequently
Africa.[5]
global
incidence
remained
at
low
level,
public
health
authorities'
diverted
emerging
re-emerging
zoonoses
such
as
Ebola,
Lassa
fever
West
Africa,
MERS
Saudi
Arabia,
variant
swine
'pig'
A(H3N2)
US,
novel
A(H7N9)
China,
A(H5)
subtypes
Asia,
Europe
North
America.
From
January
1,
April
2024,
889
463
(CFR,
52%)
23
countries
worldwide.[6]
While
currently
does
not
transmit
easily
human,
its
ability
cause
severe
illness,
rate,
potential
mutate
more
contagious
variants,
ongoing
circulation
poultry
well
continuing
reports
is
concern
for
pandemic
critical
preparedness.
current
Eurasian
origin
A(H5N1),
clade
2.3.4.4b
began
2020
proven
unique
infect
many
mammalian
species.
Outbreaks
mammals
have
attributed
their
close
proximity
reservoirs
or
consumption
infected
prey
scavenging
most
outbreaks
free-ranging
wildlife
small,
some
those
seals
sea
lions
devastated
local
populations.[7-9]
2022,
US
Colorado,
person
who
involved
culling
presumptive
infection.[10]
March
detected
dairy
cows
16
herds
six
different
states
US.
On
2024
Texas
authorities
CDC,
country's
second
had
exposure
presumed
be
virus.[6]
This
report
cow-to-human
flu"
created
widespread
coverage
fear
impending
epidemic.
reassured
that
safety
risk
cattle,
meat,
pasteurized
milk
low,
concerns
about
impacts
on
prices
livelihoods
farmers
however
arisen.
Nevertheless,
CDC
issued
recommendations
avoid
raw
undercooked
food
related
uncooked
products,
unpasteurized
(raw)
cheese,
animals
suspected
confirmed
virus.
Genetic
sequencing
shown
only
minor
mutations
cases.[11]
According
WHO
seems
acquired
may
facilitate
transmission
among
estimated
considered
general
population,
moderate
occupationally
exposed
persons.[6]
brings
forth
several
important
issues
question
whether
this
signals
making?
Foremost,
how
cow
occurred?
Infected
show
symptoms
decreased
lactation,
anorexia,
lethargy,
dehydration,
raising
increased
H5N1
viruses
becoming
better
adapted
enhanced
spilling
livestock.[12]
It
suggested
might
spreading
through
air.[13]
thought
via
use
contaminated
milking
equipment
between
uninfected
cows.[14]
How
causes
respiratory
tract
ends
up
udders,
detectable
milk,
organs
are
elucidate.
No
beef
cattle
yet,
but
could
due
sub-clinical
mild
lack
active
surveillance.
Another
prevent
further
farms.
Taking
reference
experiences
controlling
associated
poultry,
strategies
include
entire
herd,
while
vaccination
another
option.
Improving
farm
biosecurity
establishing
surveillance
programs
will
critical,
steps
protect
personnel
culling,
by
antiviral
prophylaxis.
previously
led
hundreds
millions
around
globe
past
contained
manner.
However
largely
carried
migrating
continues
new
regions
hosts
cats,
tigers,
seals,
dolphins,
goats
polar
bears,
constantly
mutating
hence
possibly
increasing
humans.[15-16]
Also,
there
number
mink
Spain
autumn
2022
[17]
2023
multiple
fur
farms
Finland.[18]
So
far,
limited
occurred
after
contacts
latest
followed
mammal;
importantly,
little
human-to-human
observed.
European
Food
Safety
Agency
(EFSA)
warned
large-scale
if
becomes
transmissible
people
given
population
no
immunity
against
herd
absent.[19]
As
infection,
would
require
shift
preferred
receptor
cell
surface
sialic
acid
alpha
2,3
found
deep
lungs
2,6
upper
tract.[20]
However,
patient
presented
conjunctivitis
symptom,
mucosal
occurred.
possible,
however,
cases,
sub-clinical,
undetected
investigation
needed,
serology
studies
humans.
A
pertinent
vaccines
based
circulating
should
developed
stockpiled,
also
workers
vaccinated
using
vaccine
stockpile?
Currently
stockpile
targeting
early
strains
available,
specific
birds,[21]
need
since
threat
ever
present.
For
exists.
possible
develop
modifying
ones
which
already
used.
hand,
used
successes.[22]
Concerns
international
trade
restrictions
adoption
industry
countries.
Vaccinating
potentially
concerning,
possibility
silent
infections
breakthrough
leading
resistance.[23]
strategy
recently
endorsed
compatible
pursuit
safe
World
Assembly
Organization
Animal
Health
(WOAH)
national
delegates.[24]
Current
prevention
control
rely
reactive
surveillance,
notifications,
isolating
places
captivity,
contact.
policy
effective
missed
heralded
dead
cats
farm.[13]
mechanisms
taken
account
influences
climate
environment
change
drivers
zoonotic
diseases
outbreaks.
At
time
lot
uncertainties.
Scaling
production
variants
imperative,
primarily
high-risk
individuals
stockpiling,
secondly
increase
preparedness
evolve
sustained
transmission.
Culling
so
far
resulted
(enzootic)
A(H5N1);
perhaps
towards
instead,
needs
considered.
Limiting
comprehensive
'One
Health'
measures
mitigate
adaptation
bird
humans,[19][25]
embracing
concept
shared
risks
benefits.
Extrinsic
activities,
farming
practices
natural
resources,
climatic
environmental
factors.
They
addressed
urgently
enhancing
ensuring
access
rapid
diagnostics.
Can
diagnostic
tests
manufactured
quickly
distributed
all
animal
husbandry?
Effective
engagement
veterinarian
virologists,
epidemiologists
professionals
expertise
important,
strengthen
programs,
reduction
contact
animals,
especially
More
proactive
put
place
alongside
detection
programs.
scale
enormous,
concern.[26]
recent
incident
wake-up
call
action.
2020,
caused
50
million
worldwide,
Middle
East
contracting
poultry.
dying
Peru
indicate
adapting
mammal-to-mammal
problem
even
changes,
migration
affected
drought,
rising
temperatures,
levels.[27]
leap
become
pathogen
lead
must
monitored
carefully.
Given
evolving
epidemiology
virus,
obvious
urgent
apply
notion
'shared
benefit'
approach,
grounded
One
Health,[24]
achieving
control.
Striking
right
balance
existing
essence.
Based
inter-species
protection
attained
mass
hesitancy,
real
test
quadripartite
organizations
–
FAO
(Food
Agriculture
Organization),
UNEP
(United
Nations
Environment
Programme),
WOAH.
1.Chen
H
L.
China.
Sci
Ser
C-Life
2009;52(5):419-427.
10.1007/s11427-009-0068-62.Katz
JM,
Lim
W,
Bridges
CB,
Rowe
T,
Hu-Primmer
J,
Lu
X,
et
al.
Antibody
response
(H5N1)
anti-H5
antibody
household
social
contacts.
J
Infect
Dis
1999;180(6):1763-70.
10.1086/315137WHO3.Guan
Y,
Poon
LL,
Cheung
CY,
Ellis
TM,
Lipatov
AS,
influenza:
protean
threat.
Proc
Natl
Acad
U
S
2004;101(21):8156-61.
10.1073/pnas.0402443101.4.Yu
H,
Shu
Hu
S,
Zhang
Gao
Z,
Chen
Mainland
Lancet
2006;367(9504):84.
10.1016/S0140-6736(05)67894-4.5.Lai
Qin
Cowling
BJ,
Ren
Wardrop
NA,
Gilbert
M,
Tsang
TK,
Global
humans,
1997-2015:
systematic
review
individual
data.
2016;16(7):e108-e118.
10.1016/S1473-3099(16)00153-5.6.World
Organization.
Disease
Outbreak
News.
Avian
9
2024.
Geveva:WHO,
https://www.who.int/emergencies/disease-outbreak-news/item/2024-DON5127.Ulloa
Fernández
A,
Ariyama
N,
Colom-Rivero
Rivera
C,
Nuñez
P,
Mass
event
South
American
(Otaria
flavescens)
correlated
Chile.
Vet
Q
2023;43(1):1-10.
10.1080/01652176.2023.22651738.Plaza
PI,
Gamarra-Toledo
V,
Rodríguez
Euguí
Rosciano
Lambertucci
SA.
Pacific
Atlantic
lion
Influenza
Travel
Med
2024;59:102712.
10.1016/j.tmaid.2024.1027129.Puryear
Sawatzki
K,
Hill
Foss
Stone
JJ,
Doughty
L,
Highly
New
England
States.
Emerg
2023;29(4):786-791.
10.3201/eid2904.22153810.Centers
Control
Prevention.
Press
release:
U.S.
1
Atlana:CDC,2024.
https://www.cdc.gov/media/releases/2024/p0401-avian-flu.html11.Centers
Technical
Update:
Summary
analysis
genetic
sequences
Texas.
Atlanta:CDC,
https://www.cdc.gov/flu/avianflu/spotlights/2023-2024/h5n1-analysis-texas.htm12.World
Health.
High
pathogenicity
cattle.
5
Paris:WOAH,
https://www.woah.org/en/high-pathogenicity-avian-influenza-in-cattle/13.Kozlov
Mallapaty
S.
Bird
flu
cows:
why
scientists
concerned.
Nature
2024;
https://www.nature.com/articles/d41586-024-01036-114.Cohen
J.
transport.
Science
24
https://www.science.org/content/article/bird-flu-may-be-spreading-cows-milking-and-herd-transport15.Jang
SG,
Kim
YI,
Casel
MAB,
Choi
JH,
Gil
JR,
Rollon
R,
HA
N193D
substitution
alters
binding
affinity
enhances
virulence
hosts.
Microbes
2024;13(1):2302854.
10.1080/22221751.2024.2302854.16.Huang
Sun
Li
Wu
Q,
Rezaei
Jiang
Potential
cross-species
H5
subtype
(HPAI
H5)
calls
development
H5-specific
universal
vaccines.
Cell
Discov
2023;9(1):58.
10.1038/s41421-023-00571-x.17.Agüero
Monne
I,
Sánchez
Zecchin
B,
Fusaro
Ruano
MJ,
farmed
minks,
Spain,
October
2022.
Euro
Surveill
2023;28(3):2300001.
10.2807/1560-7917.ES.2023.28.3.2300001.18.Lindh
E,
Lounela
Ikonen
Kantala
Savolainen-Kopra
Kauppinen
Central
Ostrobothnia
Finland,
July
2023.
2023;28(31):2300400.
10.2807/1560-7917.ES.2023.28.31.2300400.19.European
Authority
(EFSA);
Centre
Prevention
(ECDC);
Adlhoch
Alm
Enkirch
Lamb
F,
Melidou
Willgert
Marangon
Stegeman
JA,
Delacourt
Baldinelli
Broglia
A.
Drivers
options
mitigation
measures.
EFSA
2024;22(4):e8735.
10.2903/j.efsa.2024.873520.Nicholls
Chan
RW,
Russell
RJ,
Air
GM,
Peiris
JS.
Evolving
complexities
receptors.
Trends
Microbiol
2008
Apr;16(4):149-57.
10.1016/j.tim.2008.01.008.21.European
(EFSA).
Vaccination
Available
(10
2023).
EU:EFSA,
https://www.efsa.europa.eu/en/news/vaccination-poultry-against-highly-pathogenic-avian-influenza-available-vaccines-and22.Swayne
DE,
Spackman
Pantin-Jackwood
M.
Success
factors
impact
bird-agricultural
interface.
Ecohealth
2014;11(1):94-108.
10.1007/s10393-013-0861-3.23.Islam
Munro
Hassan
MM,
Epstein
Klaassen
role
Bangladesh.
2023;17:100655.
10.1016/j.onehlt.2023.10065524.Capps
Lederman
Z.
Health,
Vaccines
Ebola:
opportunities
Agric
Environ
Ethics
2015;28(6):1011-1032.
10.1007/s10806-015-9574-7.25.Franklin
SI.
fight
influenza?
Planet
Jun;7(6):e442-e443.
10.1016/S2542-5196(23)00086-4.
PMID:
37286240.26.Venkatesan
P.
mammals.
Microbe
2023;4(7):e492.
10.1016/S2666-5247(23)00173-8.27.Wille
Atkinson
Barr
IG,
Burgoyne
Bond
AL,
Boyle
D,
Long-distance
migrants
fail
bring
Australia
year
row.
Other
Respir
Viruses
2024;18(4):e13281.
10.1111/irv.13281.
authors
declare
conflict
interest.
Eskild
Petersen
Lone
Simonsen
acknowledge
financial
support
PandemiX
Center,
Danish
National
Research
Foundation
(grant
No.
DNRF170).
Professor
Sir
Ali
Zumla
acknowledges
Pan-African
Network
Rapid
Response,
Preparedness
Emerging
Re-Emerging
Infections
(PANDORA-ID-NET)
funded
EU-EDCTP2
-
EU
Horizon
Framework
Programme.
He
receipt
UK
NIHR
Senior
Investigator
Award.
Mahathir
Award
EU-EDCTP
Pascoal
Mocumbi
Prize
Laureate.
Bioinformatics Advances,
Journal Year:
2025,
Volume and Issue:
unknown
Published: Feb. 5, 2025
Ecological
systems
are
complex.
Representing
heterogeneous
knowledge
about
ecological
is
a
pervasive
challenge
because
data
generated
from
many
subdisciplines,
exist
in
disparate
sources,
and
only
capture
subset
of
interactions
underpinning
system
dynamics.
Knowledge
graphs
(KGs)
have
been
successfully
applied
to
organize
predict
new
linkages
complex
systems.
Though
not
previously
broadly
ecology,
KGs
much
offer
an
era
when
dynamics
responding
rapid
changes
across
multiple
scales.
We
developed
KG
demonstrate
the
method's
utility
for
problems
focused
on
highly
pathogenic
avian
influenza
(HPAI),
transmissible
virus
with
broad
host
range,
wide
geographic
distribution,
evolution
pandemic
potential.
describe
development
graph
include
related
HPAI
including
pathogen-host
associations,
species
distributions,
population
demographics,
using
semantic
ontology
that
defines
relationships
within
between
datasets.
use
perform
set
proof-of-concept
analyses
validating
method
identifying
patterns
ecology.
underscore
generalizable
value
ecology
ability
reveal
known
testable
hypotheses
support
deeper
mechanistic
understanding
The
code
available
under
MIT
License
GitHub
at
https://github.com/cghss-data-lab/uga-pipp.