Corpus Engine Towards a reproducible .science file.
← All .science files

pmid:35957725

Transcriptomic analysis and laboratory experiments reveal potential critical genes and regulatory mechanisms in sepsis-associated acute kidney injury.

Boyang Liu · Shengxiang Ao · Fang Tan · Wei Ma · Haoru Liu · Huaping Liang · Xia Yang · Xinjin Chi

Annals of translational medicine · 2022 doi:10.21037/atm-22-845

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:35957725
kind
science-record
content_hash
sha256:3e8630e5f3768353a58c163dcfbaddcff28aaff3b55b3decd8dc3426693c8818
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:03Z
updated_at
2026-11-01T22:49:45Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Transcriptomic analysis and laboratory experiments reveal potential critical genes and regulatory mechanisms in sepsis-associated acute kidney injury.
doi
10.21037/atm-22-845
pmid
35957725
authors array · 8 items
[0]
Boyang Liu
[1]
Shengxiang Ao
[2]
Fang Tan
[3]
Wei Ma
[4]
Haoru Liu
[5]
Huaping Liang
[6]
Xia Yang
[7]
Xinjin Chi
journal
Annals of translational medicine
year
2022
abstract
Background: Sepsis-associated acute kidney injury (SA-AKI) is one of the most frequent and serious complications of sepsis. However, the transcriptional regulatory network of the pathophysiological mechanism of the kidney has not been revealed. This study identified new mechanisms in SA-AKI using bioinformatics analyses and laboratory-based experiments. Methods: We performed transcriptomic profiling of mouse kidneys after cecal ligation and puncture (CLP) to mimic clinical sepsis. RNA from kidney samples from the CLP and control groups was isolated and analyzed using bulk messenger RNA (mRNA)-seq. Differentially expressed genes (DEGs) between the two groups were identified, and GO, KEGG and GSEA pathway enrichment analyses were performed. The protein-protein interaction (PPI) network of DEGs and hub genes was analyzed. The hub genes were verified using quantitative real-time polymerase chain reaction (qPCR) or Western blotting. The interaction network, targeted microRNAs (miRNAs) and long noncoding RNAs (lncRNAs) of hub genes were predicted, and the critical miRNA-hub gene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) determination and flow cytometry. Correlation analyses of N6-adenosine methylation (m6A) RNA methylation regulators and hub genes and m6A modification analysis were performed. Results: A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing. The pathways in which DEGs were enriched included ferroptosis (the highest enrichment score), apoptosis, and the PI3K-Akt, NF-kappa B and IL-17 signaling pathways. Seven (Hmox1, Spp1, Socs3, Mapk14, Lcn2, Cxcl1 and Cxcl12) of the 15 hub genes were involved in the KEGG pathway. mmu-miR-7212-5p-Hmox1 was a key RNA regulatory axis in ferroptosis. m6A RNA methylation modifications were involved in SA-AKI. The correlation analyses showed the close interactions among the m6A RNA methylation regulators and important hub genes. Conclusions: The findings of this study provide new insights into the mechanism regulating the occurrence and progression of SA-AKI. The mmu-miR-7212-5p-Hmox1 axis in ferroptosis and m6A RNA methylation regulators may have potential clinical significance for the future treatment of SA-AKI. The datasets generated for this study can be found in the repository of the GEO database (Series number: GSE186822).
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differential expression analysis was performed using the DESeq R package (27).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35957725
locator
sections[5] "RNA sequencing and differentially expressed gene analysis" paragraph 2
quote
Differential expression analysis was performed using the DESeq R package (27).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35957725
locator
sections[32] "Footnotes" paragraph 2
quote
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss
state
complete
[2] object · 6 fields
id
claim-target-result
statement
A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35957725
locator
sections[0] "Abstract" paragraph 3
quote
A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing.
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:35957725
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
complete
blocked_on
null
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE186822
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE186822
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:35957725
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/atm-22-845
sha256
sha256:28720fd66fb536b267c3e792f8289b56e98fd9e7c9cdbf863f6b46bbf2dd12b4
bytes
57351
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/atm-22-845
version
null
note
Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.
structure object · 4 fields
pmcid
PMC9358506
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE186822
role
raw
format
geo-series
media_type
application/vnd.ncbi.geo-series+json
uri
https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE186822
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE186822
version
null
note
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss
access_statement_kind
data_availability_statement
sample_accessions array · 5 items
[0]
GSM5661629
[1]
GSM5661630
[2]
GSM5661631
[3]
GSM5661632
[4]
GSM5661633
sample_count
5
group_sizes
null
group_sizes_basis
null
platform
24247
taxon
Mus musculus
title
Transcriptomic Profiling on Kidneys of Mice after Cecal Ligation and Puncture (CLP) Compared to Sham Operation
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE186822 not downloaded
[1]
asset:data:geo:GSE186822 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
deseq2
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Differential expression analysis was performed using the DESeq R package (27).
[1] object · 10 fields
id
method-2
family
group_comparison
specific
mann_whitney
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_mann_whitney
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Mann-Whitney
[2] object · 10 fields
id
method-3
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[3] object · 10 fields
id
method-4
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
GSE186822
resolved_accessions array · 1 item
[0]
GSE186822
statements array · 1 item
[0]
Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss
basis
The paper names GSE186822 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:35957725
[1]
data:geo:GSE186822
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE186822
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T17:59:06Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
16657
completion_tokens
930
cached_tokens
128
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:35957725
type
paper
label
pmid:35957725
[1] object · 3 fields
id
source:pmid:35957725
type
manuscript
label
PMID 35957725 full text
[2] object · 3 fields
id
data:geo:GSE186822
type
dataset
label
GEO GSE186822
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:35957725
type
paper
label
pmid:35957725
[1] object · 3 fields
id
source:pmid:35957725
type
manuscript
label
PMID 35957725 full text
[2] object · 3 fields
id
data:geo:GSE186822
type
dataset
label
GEO GSE186822
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35957725
type
extraction
used array · 1 item
[0]
source:pmid:35957725
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE186822
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE186822
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:35957725
parent_hash
sha256:3041009628566ee224e1857e6b1e290fe53f76d4c3c772f797c4b60a90c3fc6c
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE186822 licence not read
[1]
asset:data:geo:GSE186822 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 7 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
Transcriptomic analysis and laboratory experiments reveal p
[1]
ory-based experiments. Methods: We performed transcriptomic profiling of mouse kidneys after cecal ligat
[2]
to construct a model of sepsis (24,25). For RNA sequencing, 5 mice were randomly divided into 2 groups:
[3]
P, and the kidneys were taken for subsequent RNA sequencing. Six to eight weeks mice were used for quant
order_basis
paper_text_order:0
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
ds: We performed transcriptomic profiling of mouse kidneys after cecal ligation and puncture (C
[1]
except for the ligation and perforation. The mice were sacrificed via neck fracture 6 hours after CLP, and the
[2]
, with a 12-h/12-h light-dark cycle, and the mice were free to eat and drink. According to a common
[3]
del of sepsis (24,25). For RNA sequencing, 5 mice were randomly divided into 2 groups: the CLP grou
order_basis
paper_text_order:512
id
assay:2
[2] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
itative real-time polymerase chain reaction (qPCR) or Western blotting. The interaction networ
[1]
-hub gene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) det
[2]
itative real-time polymerase chain reaction (qPCR) (3 mice per group) and Western blotting (3
order_basis
paper_text_order:1021
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
western_blot
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
eal-time polymerase chain reaction (qPCR) or Western blotting. The interaction network, targeted microRNAs
[1]
ene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) determination and flo
[2]
chain reaction (qPCR) (3 mice per group) and Western blotting (3 mice per group) verification, as describe
[3]
the only difference was that the kidneys for Western blotting analysis were taken 24 hours after CLP/sham
order_basis
paper_text_order:1030
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
flow_cytometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ing, malondialdehyde (MDA) determination and flow cytometry. Correlation analyses of N6-adenosine methyl
order_basis
paper_text_order:1295
id
assay:5
[5] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
ferroptosis (the highest enrichment score), apoptosis, and the PI3K-Akt, NF-kappa B and IL-17 sign
order_basis
paper_text_order:1652
id
assay:6
[6] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Differential expression analysis was performed using the DESeq R package (27).
order_basis
consumes_earlier_output
id
assay:7
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35957725", "kind": "science-record", "revision": 5, "content_hash": "sha256:3e8630e5f3768353a58c163dcfbaddcff28aaff3b55b3decd8dc3426693c8818", "created_at": "2026-11-01T18:15:03Z", "updated_at": "2026-11-01T22:49:45Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Transcriptomic analysis and laboratory experiments reveal potential critical genes and regulatory mechanisms in sepsis-associated acute kidney injury.", "doi": "10.21037/atm-22-845", "pmid": "35957725", "authors": ["Boyang Liu", "Shengxiang Ao", "Fang Tan", "Wei Ma", "Haoru Liu", "Huaping Liang", "Xia Yang", "Xinjin Chi"], "journal": "Annals of translational medicine", "year": 2022, "abstract": "Background: Sepsis-associated acute kidney injury (SA-AKI) is one of the most frequent and serious complications of sepsis. However, the transcriptional regulatory network of the pathophysiological mechanism of the kidney has not been revealed. This study identified new mechanisms in SA-AKI using bioinformatics analyses and laboratory-based experiments.\nMethods: We performed transcriptomic profiling of mouse kidneys after cecal ligation and puncture (CLP) to mimic clinical sepsis. RNA from kidney samples from the CLP and control groups was isolated and analyzed using bulk messenger RNA (mRNA)-seq. Differentially expressed genes (DEGs) between the two groups were identified, and GO, KEGG and GSEA pathway enrichment analyses were performed. The protein-protein interaction (PPI) network of DEGs and hub genes was analyzed. The hub genes were verified using quantitative real-time polymerase chain reaction (qPCR) or Western blotting. The interaction network, targeted microRNAs (miRNAs) and long noncoding RNAs (lncRNAs) of hub genes were predicted, and the critical miRNA-hub gene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) determination and flow cytometry. Correlation analyses of N6-adenosine methylation (m6A) RNA methylation regulators and hub genes and m6A modification analysis were performed.\nResults: A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing. The pathways in which DEGs were enriched included ferroptosis (the highest enrichment score), apoptosis, and the PI3K-Akt, NF-kappa B and IL-17 signaling pathways. Seven (Hmox1, Spp1, Socs3, Mapk14, Lcn2, Cxcl1 and Cxcl12) of the 15 hub genes were involved in the KEGG pathway. mmu-miR-7212-5p-Hmox1 was a key RNA regulatory axis in ferroptosis. m6A RNA methylation modifications were involved in SA-AKI. The correlation analyses showed the close interactions among the m6A RNA methylation regulators and important hub genes.\nConclusions: The findings of this study provide new insights into the mechanism regulating the occurrence and progression of SA-AKI. The mmu-miR-7212-5p-Hmox1 axis in ferroptosis and m6A RNA methylation regulators may have potential clinical significance for the future treatment of SA-AKI. The datasets generated for this study can be found in the repository of the GEO database (Series number: GSE186822).", "claims": [{"id": "claim-method", "statement": "Differential expression analysis was performed using the DESeq R package (27).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35957725", "locator": "sections[5] \"RNA sequencing and differentially expressed gene analysis\" paragraph 2", "quote": "Differential expression analysis was performed using the DESeq R package (27)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35957725", "locator": "sections[32] \"Footnotes\" paragraph 2", "quote": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss"}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35957725", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 4,754 DEGs were identified between the two groups using high-throughput sequencing.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:35957725"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE186822"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE186822"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35957725", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-22-845", "sha256": "sha256:28720fd66fb536b267c3e792f8289b56e98fd9e7c9cdbf863f6b46bbf2dd12b4", "bytes": 57351, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-22-845", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9358506", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE186822", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE186822", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE186822", "version": null, "note": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5661629", "GSM5661630", "GSM5661631", "GSM5661632", "GSM5661633"], "sample_count": 5, "group_sizes": null, "group_sizes_basis": null, "platform": "24247", "taxon": "Mus musculus", "title": "Transcriptomic Profiling on Kidneys of Mice after Cecal Ligation and Puncture (CLP)  Compared to Sham Operation", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE186822 not downloaded", "asset:data:geo:GSE186822 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differential expression analysis was performed using the DESeq R package (27)."}}, {"id": "method-2", "family": "group_comparison", "specific": "mann_whitney", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_mann_whitney"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Mann-Whitney"}}, {"id": "method-3", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-4", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE186822"], "resolved_accessions": ["GSE186822"], "statements": ["Data Sharing Statement: Available at https://atm.amegroups.com/article/view/10.21037/atm-22-845/dss"], "basis": "The paper names GSE186822 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35957725", "data:geo:GSE186822"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE186822"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:59:06Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16657, "completion_tokens": 930, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:35957725", "type": "paper", "label": "pmid:35957725"}, {"id": "source:pmid:35957725", "type": "manuscript", "label": "PMID 35957725 full text"}, {"id": "data:geo:GSE186822", "type": "dataset", "label": "GEO GSE186822"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35957725", "type": "paper", "label": "pmid:35957725"}, {"id": "source:pmid:35957725", "type": "manuscript", "label": "PMID 35957725 full text"}, {"id": "data:geo:GSE186822", "type": "dataset", "label": "GEO GSE186822"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35957725", "type": "extraction", "used": ["source:pmid:35957725"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE186822", "type": "accession_resolution", "used": ["data:geo:GSE186822"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:35957725", "parent_hash": "sha256:3041009628566ee224e1857e6b1e290fe53f76d4c3c772f797c4b60a90c3fc6c", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE186822 licence not read", "asset:data:geo:GSE186822 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Transcriptomic analysis and laboratory experiments reveal p", "ory-based experiments. Methods: We performed transcriptomic profiling of mouse kidneys after cecal ligat", "to construct a model of sepsis (24,25). For RNA sequencing, 5 mice were randomly divided into 2 groups:", "P, and the kidneys were taken for subsequent RNA sequencing. Six to eight weeks mice were used for quant"], "order_basis": "paper_text_order:0", "id": "assay:1"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ds: We performed transcriptomic profiling of mouse kidneys after cecal ligation and puncture (C", "except for the ligation and perforation. The mice were sacrificed via neck fracture 6 hours after CLP, and the", ", with a 12-h/12-h light-dark cycle, and the mice were free to eat and drink. According to a common", "del of sepsis (24,25). For RNA sequencing, 5 mice were randomly divided into 2 groups: the CLP grou"], "order_basis": "paper_text_order:512", "id": "assay:2"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["itative real-time polymerase chain reaction (qPCR) or Western blotting. The interaction networ", "-hub gene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) det", "itative real-time polymerase chain reaction (qPCR) (3 mice per group) and Western blotting (3"], "order_basis": "paper_text_order:1021", "id": "assay:3"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["eal-time polymerase chain reaction (qPCR) or Western blotting. The interaction network, targeted microRNAs", "ene regulatory axis was verified using qPCR, Western blotting, malondialdehyde (MDA) determination and flo", "chain reaction (qPCR) (3 mice per group) and Western blotting (3 mice per group) verification, as describe", "the only difference was that the kidneys for Western blotting analysis were taken 24 hours after CLP/sham"], "order_basis": "paper_text_order:1030", "id": "assay:4"}, {"role": "data_generation", "definition_id": "flow_cytometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ing, malondialdehyde (MDA) determination and flow cytometry. Correlation analyses of N6-adenosine methyl"], "order_basis": "paper_text_order:1295", "id": "assay:5"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["ferroptosis (the highest enrichment score), apoptosis, and the PI3K-Akt, NF-kappa B and IL-17 sign"], "order_basis": "paper_text_order:1652", "id": "assay:6"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Differential expression analysis was performed using the DESeq R package (27)."], "order_basis": "consumes_earlier_output", "id": "assay:7"}]}