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

pmid:35923893

Screening of ferroptosis-related genes in sepsis-induced liver failure and analysis of immune correlation.

Qingli Chen · Luxiang Liu · Shuangling Ni

PeerJ · 2022 doi:10.7717/peerj.13757

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

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:35923893
kind
science-record
content_hash
sha256:ab233717be18487b2c67452921b393c4f4a2e1960ed8871f1932cf6f62e66885
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:01Z
updated_at
2026-11-01T22:49:42Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Screening of ferroptosis-related genes in sepsis-induced liver failure and analysis of immune correlation.
doi
10.7717/peerj.13757
pmid
35923893
authors array · 3 items
[0]
Qingli Chen
[1]
Luxiang Liu
[2]
Shuangling Ni
journal
PeerJ
year
2022
abstract
Purpose: Sepsis-induced liver failure is a kind of liver injury with a high mortality, and ferroptosis plays a key role in this disease. Our research aims to screen ferroptosis-related genes in sepsis-induced liver failure as targeted therapy for patients with liver failure. Methods: Using the limma software, we analyzed the differentially expressed genes (DEGs) in the GSE60088 dataset downloaded from the Gene Expression Omnibus (GEO) database. Clusterprofiler was applied for enrichment analysis of DEGs enrichment function. Then, the ferroptosis-related genes of the mice in the FerrDb database were crossed with DEGs. Sepsis mice model were prepared by cecal ligation and perforation (CLP). ALT and AST in the serum of mice were measured using detection kit. The pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) staining. We detected the apoptosis of mice liver tissues using TUNEL. The expression of Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36 were detected by qRT-PCR. Results: DEGs analysis showed 136 up-regulated and 45 down-regulated DEGs. Meanwhile, we found that the up-regulated DEGs were enriched in pathways including the cytokine biosynthesis process while the down-regulated DEGs were enriched in pathways such as organic hydroxy compound metabolic process. In this study, seven genes (Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36) were obtained through the intersection of FerrDb database and DEGs. However, immune infiltration analysis revealed that ferroptosis-related genes may promote the development of liver failure through B cells and natural killer (NK) cells. Finally, it was confirmed by the construction of septic liver failure mice model that ferroptosis-related genes of Hmox1, Slc3a2, Jun and Zfp36 were significantly correlated with liver failure and were highly expressed. Conclusion: The identification of ferroptosis-related genes Hmox1, Slc3a2, Jun and Zfp36 in the present study contribute to our understanding of the molecular mechanism of sepsis-induced liver failure, and provide candidate targets for the diagnosis and treatment of the disease.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35923893
locator
sections[4] "DEGs analysis" paragraph 2
quote
We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35923893
locator
sections[24] "Additional Information and Declarations" paragraph 5
quote
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Seven ferroptosis-related genes were identified, and Hmox1, Slc3a2, Jun and Zfp36 were confirmed as significantly correlated with and highly expressed in sepsis-induced liver failure.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:35923893
locator
sections[0] "Abstract" paragraph 3
quote
In this study, seven genes (Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36) were obtained through the intersection of FerrDb database and DEGs.
[1] object · 3 fields
asset
source:pmid:35923893
locator
sections[0] "Abstract" paragraph 3
quote
Finally, it was confirmed by the construction of septic liver failure mice model that ferroptosis-related genes of Hmox1, Slc3a2, Jun and Zfp36 were significantly correlated with liver failure and were highly expressed.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Seven ferroptosis-related genes were identified, and Hmox1, Slc3a2, Jun and Zfp36 were confirmed as significantly correlated with and highly expressed in sepsis-induced liver failure.
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:35923893
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:GSE199598
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:GSE199598
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 · 4 items
[0] object · 15 fields
id
source:pmid:35923893
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.7717/peerj.13757
sha256
sha256:7a8dfd3a14c927febece86fd2826100f4004d82ab402327c03b081853d838e1f
bytes
27699
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.7717/peerj.13757
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
PMC9341447
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE199598
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=GSE199598
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE199598
version
null
note
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
access_statement_kind
data_availability_statement
sample_accessions array · 48 items
[0]
GSM5975926
[1]
GSM5975927
[2]
GSM5975928
[3]
GSM5975929
[4]
GSM5975930
[5]
GSM5975931
[6]
GSM5975932
[7]
GSM5975933
[8]
GSM5975934
[9]
GSM5975935
[10]
GSM5975936
[11]
GSM5975937
[12]
GSM5975938
[13]
GSM5975939
[14]
GSM5975940
[15]
GSM5975941
[16]
GSM5975942
[17]
GSM5975943
[18]
GSM5975944
[19]
GSM5975945
[20]
GSM5975946
[21]
GSM5975947
[22]
GSM5975948
[23]
GSM5975949
[24]
GSM5975950
[25]
GSM5975951
[26]
GSM5975952
[27]
GSM5975953
[28]
GSM5975954
[29]
GSM5975955
[30]
GSM5975956
[31]
GSM5975957
[32]
GSM6413417
[33]
GSM6413418
[34]
GSM6413419
[35]
GSM6413420
[36]
GSM6413421
[37]
GSM6413422
[38]
GSM6413423
[39]
GSM6413424
[40]
GSM6413425
[41]
GSM6413426
[42]
GSM6413427
[43]
GSM6413428
[44]
GSM6413429
[45]
GSM6413430
[46]
GSM6413431
[47]
GSM6413432
sample_count
48
group_sizes
null
group_sizes_basis
null
platform
30172
taxon
Mus musculus
title
CryoGrid-PIXUL-RNA: High throughput RNA isolation platform for tissue transcript analysis
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE60088
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=GSE60088
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE60088
version
null
note
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
access_statement_kind
data_availability_statement
sample_accessions array · 27 items
[0]
GSM1464822
[1]
GSM1464823
[2]
GSM1464824
[3]
GSM1464825
[4]
GSM1464826
[5]
GSM1464827
[6]
GSM1464828
[7]
GSM1464829
[8]
GSM1464830
[9]
GSM1464831
[10]
GSM1464832
[11]
GSM1464833
[12]
GSM1464834
[13]
GSM1464835
[14]
GSM1464836
[15]
GSM1464837
[16]
GSM1464838
[17]
GSM1464839
[18]
GSM1464840
[19]
GSM1464841
[20]
GSM1464842
[21]
GSM1464843
[22]
GSM1464844
[23]
GSM1464845
[24]
GSM1464846
[25]
GSM1464847
[26]
GSM1464848
sample_count
27
group_sizes
null
group_sizes_basis
null
platform
1261
taxon
Mus musculus
title
Transcriptional Profiling in Sepsis-induced Experimental Multiple Organ Dysfunction Syndrome
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE95233
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=GSE95233
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE95233
version
null
note
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
access_statement_kind
data_availability_statement
sample_accessions array · 124 items
[0]
GSM2500349
[1]
GSM2500350
[2]
GSM2500351
[3]
GSM2500352
[4]
GSM2500353
[5]
GSM2500354
[6]
GSM2500355
[7]
GSM2500356
[8]
GSM2500357
[9]
GSM2500358
[10]
GSM2500359
[11]
GSM2500360
[12]
GSM2500361
[13]
GSM2500362
[14]
GSM2500363
[15]
GSM2500364
[16]
GSM2500365
[17]
GSM2500366
[18]
GSM2500367
[19]
GSM2500368
[20]
GSM2500369
[21]
GSM2500370
[22]
GSM2500371
[23]
GSM2500372
[24]
GSM2500373
[25]
GSM2500374
[26]
GSM2500375
[27]
GSM2500376
[28]
GSM2500377
[29]
GSM2500378
[30]
GSM2500379
[31]
GSM2500380
[32]
GSM2500381
[33]
GSM2500382
[34]
GSM2500383
[35]
GSM2500384
[36]
GSM2500385
[37]
GSM2500386
[38]
GSM2500387
[39]
GSM2500388
[40]
GSM2500389
[41]
GSM2500390
[42]
GSM2500391
[43]
GSM2500392
[44]
GSM2500393
[45]
GSM2500394
[46]
GSM2500395
[47]
GSM2500396
[48]
GSM2500397
[49]
GSM2500398
[50]
GSM2500399
[51]
GSM2500400
[52]
GSM2500401
[53]
GSM2500402
[54]
GSM2500403
[55]
GSM2500404
[56]
GSM2500405
[57]
GSM2500406
[58]
GSM2500407
[59]
GSM2500408
[60]
GSM2500409
[61]
GSM2500410
[62]
GSM2500411
[63]
GSM2500412
[64]
GSM2500413
[65]
GSM2500414
[66]
GSM2500415
[67]
GSM2500416
[68]
GSM2500417
[69]
GSM2500418
[70]
GSM2500419
[71]
GSM2500420
[72]
GSM2500421
[73]
GSM2500422
[74]
GSM2500423
[75]
GSM2500424
[76]
GSM2500425
[77]
GSM2500426
[78]
GSM2500427
[79]
GSM2500428
[80]
GSM2500429
[81]
GSM2500430
[82]
GSM2500431
[83]
GSM2500432
[84]
GSM2500433
[85]
GSM2500434
[86]
GSM2500435
[87]
GSM2500436
[88]
GSM2500437
[89]
GSM2500438
[90]
GSM2500439
[91]
GSM2500440
[92]
GSM2500441
[93]
GSM2500442
[94]
GSM2500443
[95]
GSM2500444
[96]
GSM2500445
[97]
GSM2500446
[98]
GSM2500447
[99]
GSM2500448
[100]
GSM2500449
[101]
GSM2500450
[102]
GSM2500451
[103]
GSM2500452
[104]
GSM2500453
[105]
GSM2500454
[106]
GSM2500455
[107]
GSM2500456
[108]
GSM2500457
[109]
GSM2500458
[110]
GSM2500459
[111]
GSM2500460
[112]
GSM2500461
[113]
GSM2500462
[114]
GSM2500463
[115]
GSM2500464
[116]
GSM2500465
[117]
GSM2500466
[118]
GSM2500467
[119]
GSM2500468
[120]
GSM2500469
[121]
GSM2500470
[122]
GSM2500471
[123]
GSM2500472
sample_count
124
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Fractalkine receptor CX3CR1 and leukocyte Ig-like receptor B2 LILRB2 are prognostic biomarkers in septic shock
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE199598 not downloaded
[1]
asset:data:geo:GSE199598 licence not read
[2]
asset:data:geo:GSE60088 not downloaded
[3]
asset:data:geo:GSE60088 licence not read
[4]
asset:data:geo:GSE95233 not downloaded
[5]
asset:data:geo:GSE95233 licence not read
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
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
We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn.
targets array · 0 items
gaps array · 0 items
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: limma_voom.
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 · 3 items
[0]
GSE60088
[1]
GSE199598
[2]
GSE95233
resolved_accessions array · 3 items
[0]
GSE60088
[1]
GSE199598
[2]
GSE95233
statements array · 1 item
[0]
The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).
basis
The paper names GSE60088, GSE199598, GSE95233 in Gene Expression Omnibus (GEO) 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:35923893
[1]
data:geo:GSE199598
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:GSE199598
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
2026-11-01T17:58:28Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
8472
completion_tokens
1641
cached_tokens
256
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:35923893
type
paper
label
pmid:35923893
[1] object · 3 fields
id
source:pmid:35923893
type
manuscript
label
PMID 35923893 full text
[2] object · 3 fields
id
data:geo:GSE199598
type
dataset
label
GEO GSE199598
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:35923893
type
paper
label
pmid:35923893
[1] object · 3 fields
id
source:pmid:35923893
type
manuscript
label
PMID 35923893 full text
[2] object · 3 fields
id
data:geo:GSE199598
type
dataset
label
GEO GSE199598
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35923893
type
extraction
used array · 1 item
[0]
source:pmid:35923893
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE199598
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE199598
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:35923893
parent_hash
sha256:1ea96b1e5cd739ecdf380c4c941c511fdde3a2467ca2476582c66150a4d8c868
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE199598 licence not read
[1]
asset:data:geo:GSE199598 not downloaded
[2]
asset:data:geo:GSE60088 licence not read
[3]
asset:data:geo:GSE60088 not downloaded
[4]
asset:data:geo:GSE95233 licence not read
[5]
asset:data:geo:GSE95233 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 3 items
[0] 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]
rforation (CLP). ALT and AST in the serum of mice were measured using detection kit. The pathologic
[1]
pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) staini
[2]
he pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) s
[3]
pathological changes of the liver tissues in mice were observed by H & E staining. Focal and extens
order_basis
paper_text_order:788
id
assay:1
[1] 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
0.99
evidence array · 3 items
[0]
ylin-eosin (H & E) staining. We detected the apoptosis of mice liver tissues using TUNEL. The expre
[1]
g. 6B). Besides, through TUNEL staining, the apoptosis rate in the liver tissues of mice in the CLP
[2]
gical changes of mice liver tissues. (C) The apoptosis in the liver tissues of mice detected by TUN
order_basis
paper_text_order:951
id
assay:2
[2] 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]
We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn.
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35923893", "kind": "science-record", "revision": 5, "content_hash": "sha256:ab233717be18487b2c67452921b393c4f4a2e1960ed8871f1932cf6f62e66885", "created_at": "2026-11-01T18:15:01Z", "updated_at": "2026-11-01T22:49:42Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Screening of ferroptosis-related genes in sepsis-induced liver failure and analysis of immune correlation.", "doi": "10.7717/peerj.13757", "pmid": "35923893", "authors": ["Qingli Chen", "Luxiang Liu", "Shuangling Ni"], "journal": "PeerJ", "year": 2022, "abstract": "Purpose: Sepsis-induced liver failure is a kind of liver injury with a high mortality, and ferroptosis plays a key role in this disease. Our research aims to screen ferroptosis-related genes in sepsis-induced liver failure as targeted therapy for patients with liver failure.\nMethods: Using the limma software, we analyzed the differentially expressed genes (DEGs) in the GSE60088 dataset downloaded from the Gene Expression Omnibus (GEO) database. Clusterprofiler was applied for enrichment analysis of DEGs enrichment function. Then, the ferroptosis-related genes of the mice in the FerrDb database were crossed with DEGs. Sepsis mice model were prepared by cecal ligation and perforation (CLP). ALT and AST in the serum of mice were measured using detection kit. The pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) staining. We detected the apoptosis of mice liver tissues using TUNEL. The expression of Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36 were detected by qRT-PCR.\nResults: DEGs analysis showed 136 up-regulated and 45 down-regulated DEGs. Meanwhile, we found that the up-regulated DEGs were enriched in pathways including the cytokine biosynthesis process while the down-regulated DEGs were enriched in pathways such as organic hydroxy compound metabolic process. In this study, seven genes (Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36) were obtained through the intersection of FerrDb database and DEGs. However, immune infiltration analysis revealed that ferroptosis-related genes may promote the development of liver failure through B cells and natural killer (NK) cells. Finally, it was confirmed by the construction of septic liver failure mice model that ferroptosis-related genes of Hmox1, Slc3a2, Jun and Zfp36 were significantly correlated with liver failure and were highly expressed.\nConclusion: The identification of ferroptosis-related genes Hmox1, Slc3a2, Jun and Zfp36 in the present study contribute to our understanding of the molecular mechanism of sepsis-induced liver failure, and provide candidate targets for the diagnosis and treatment of the disease.", "claims": [{"id": "claim-method", "statement": "We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35923893", "locator": "sections[4] \"DEGs analysis\" paragraph 2", "quote": "We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35923893", "locator": "sections[24] \"Additional Information and Declarations\" paragraph 5", "quote": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Seven ferroptosis-related genes were identified, and Hmox1, Slc3a2, Jun and Zfp36 were confirmed as significantly correlated with and highly expressed in sepsis-induced liver failure.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35923893", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "In this study, seven genes (Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36) were obtained through the intersection of FerrDb database and DEGs."}, {"asset": "source:pmid:35923893", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Finally, it was confirmed by the construction of septic liver failure mice model that ferroptosis-related genes of Hmox1, Slc3a2, Jun and Zfp36 were significantly correlated with liver failure and were highly expressed."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Seven ferroptosis-related genes were identified, and Hmox1, Slc3a2, Jun and Zfp36 were confirmed as significantly correlated with and highly expressed in sepsis-induced liver failure.", "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:35923893"], "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:GSE199598"], "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:GSE199598"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35923893", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7717/peerj.13757", "sha256": "sha256:7a8dfd3a14c927febece86fd2826100f4004d82ab402327c03b081853d838e1f", "bytes": 27699, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7717/peerj.13757", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9341447", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE199598", "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=GSE199598", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE199598", "version": null, "note": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5975926", "GSM5975927", "GSM5975928", "GSM5975929", "GSM5975930", "GSM5975931", "GSM5975932", "GSM5975933", "GSM5975934", "GSM5975935", "GSM5975936", "GSM5975937", "GSM5975938", "GSM5975939", "GSM5975940", "GSM5975941", "GSM5975942", "GSM5975943", "GSM5975944", "GSM5975945", "GSM5975946", "GSM5975947", "GSM5975948", "GSM5975949", "GSM5975950", "GSM5975951", "GSM5975952", "GSM5975953", "GSM5975954", "GSM5975955", "GSM5975956", "GSM5975957", "GSM6413417", "GSM6413418", "GSM6413419", "GSM6413420", "GSM6413421", "GSM6413422", "GSM6413423", "GSM6413424", "GSM6413425", "GSM6413426", "GSM6413427", "GSM6413428", "GSM6413429", "GSM6413430", "GSM6413431", "GSM6413432"], "sample_count": 48, "group_sizes": null, "group_sizes_basis": null, "platform": "30172", "taxon": "Mus musculus", "title": "CryoGrid-PIXUL-RNA:  High throughput RNA isolation platform for tissue transcript analysis", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE60088", "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=GSE60088", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE60088", "version": null, "note": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1464822", "GSM1464823", "GSM1464824", "GSM1464825", "GSM1464826", "GSM1464827", "GSM1464828", "GSM1464829", "GSM1464830", "GSM1464831", "GSM1464832", "GSM1464833", "GSM1464834", "GSM1464835", "GSM1464836", "GSM1464837", "GSM1464838", "GSM1464839", "GSM1464840", "GSM1464841", "GSM1464842", "GSM1464843", "GSM1464844", "GSM1464845", "GSM1464846", "GSM1464847", "GSM1464848"], "sample_count": 27, "group_sizes": null, "group_sizes_basis": null, "platform": "1261", "taxon": "Mus musculus", "title": "Transcriptional Profiling  in Sepsis-induced Experimental Multiple Organ Dysfunction Syndrome", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE95233", "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=GSE95233", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE95233", "version": null, "note": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2500349", "GSM2500350", "GSM2500351", "GSM2500352", "GSM2500353", "GSM2500354", "GSM2500355", "GSM2500356", "GSM2500357", "GSM2500358", "GSM2500359", "GSM2500360", "GSM2500361", "GSM2500362", "GSM2500363", "GSM2500364", "GSM2500365", "GSM2500366", "GSM2500367", "GSM2500368", "GSM2500369", "GSM2500370", "GSM2500371", "GSM2500372", "GSM2500373", "GSM2500374", "GSM2500375", "GSM2500376", "GSM2500377", "GSM2500378", "GSM2500379", "GSM2500380", "GSM2500381", "GSM2500382", "GSM2500383", "GSM2500384", "GSM2500385", "GSM2500386", "GSM2500387", "GSM2500388", "GSM2500389", "GSM2500390", "GSM2500391", "GSM2500392", "GSM2500393", "GSM2500394", "GSM2500395", "GSM2500396", "GSM2500397", "GSM2500398", "GSM2500399", "GSM2500400", "GSM2500401", "GSM2500402", "GSM2500403", "GSM2500404", "GSM2500405", "GSM2500406", "GSM2500407", "GSM2500408", "GSM2500409", "GSM2500410", "GSM2500411", "GSM2500412", "GSM2500413", "GSM2500414", "GSM2500415", "GSM2500416", "GSM2500417", "GSM2500418", "GSM2500419", "GSM2500420", "GSM2500421", "GSM2500422", "GSM2500423", "GSM2500424", "GSM2500425", "GSM2500426", "GSM2500427", "GSM2500428", "GSM2500429", "GSM2500430", "GSM2500431", "GSM2500432", "GSM2500433", "GSM2500434", "GSM2500435", "GSM2500436", "GSM2500437", "GSM2500438", "GSM2500439", "GSM2500440", "GSM2500441", "GSM2500442", "GSM2500443", "GSM2500444", "GSM2500445", "GSM2500446", "GSM2500447", "GSM2500448", "GSM2500449", "GSM2500450", "GSM2500451", "GSM2500452", "GSM2500453", "GSM2500454", "GSM2500455", "GSM2500456", "GSM2500457", "GSM2500458", "GSM2500459", "GSM2500460", "GSM2500461", "GSM2500462", "GSM2500463", "GSM2500464", "GSM2500465", "GSM2500466", "GSM2500467", "GSM2500468", "GSM2500469", "GSM2500470", "GSM2500471", "GSM2500472"], "sample_count": 124, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Fractalkine receptor CX3CR1 and leukocyte Ig-like receptor B2 LILRB2 are prognostic biomarkers in septic shock", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE199598 not downloaded", "asset:data:geo:GSE199598 licence not read", "asset:data:geo:GSE60088 not downloaded", "asset:data:geo:GSE60088 licence not read", "asset:data:geo:GSE95233 not downloaded", "asset:data:geo:GSE95233 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "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": "We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn."}}], "targets": [], "gaps": []}, "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: limma_voom."}, "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": ["GSE60088", "GSE199598", "GSE95233"], "resolved_accessions": ["GSE60088", "GSE199598", "GSE95233"], "statements": ["The datasets used and/or analyzed during the current study are available at GEO: GSE60088 and the FerrDb database (http://www.zhounan.org/ferrdb/legacy/operations/download.html)."], "basis": "The paper names GSE60088, GSE199598, GSE95233 in Gene Expression Omnibus (GEO) 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:35923893", "data:geo:GSE199598"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE199598"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:58:28Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 8472, "completion_tokens": 1641, "cached_tokens": 256}}, "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:35923893", "type": "paper", "label": "pmid:35923893"}, {"id": "source:pmid:35923893", "type": "manuscript", "label": "PMID 35923893 full text"}, {"id": "data:geo:GSE199598", "type": "dataset", "label": "GEO GSE199598"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35923893", "type": "paper", "label": "pmid:35923893"}, {"id": "source:pmid:35923893", "type": "manuscript", "label": "PMID 35923893 full text"}, {"id": "data:geo:GSE199598", "type": "dataset", "label": "GEO GSE199598"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35923893", "type": "extraction", "used": ["source:pmid:35923893"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE199598", "type": "accession_resolution", "used": ["data:geo:GSE199598"], "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:35923893", "parent_hash": "sha256:1ea96b1e5cd739ecdf380c4c941c511fdde3a2467ca2476582c66150a4d8c868", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE199598 licence not read", "asset:data:geo:GSE199598 not downloaded", "asset:data:geo:GSE60088 licence not read", "asset:data:geo:GSE60088 not downloaded", "asset:data:geo:GSE95233 licence not read", "asset:data:geo:GSE95233 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"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": ["rforation (CLP). ALT and AST in the serum of mice were measured using detection kit. The pathologic", "pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) staini", "he pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) s", "pathological changes of the liver tissues in mice were observed by H & E staining. Focal and extens"], "order_basis": "paper_text_order:788", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ylin-eosin (H & E) staining. We detected the apoptosis of mice liver tissues using TUNEL. The expre", "g. 6B). Besides, through TUNEL staining, the apoptosis rate in the liver tissues of mice in the CLP", "gical changes of mice liver tissues. (C) The apoptosis in the liver tissues of mice detected by TUN"], "order_basis": "paper_text_order:951", "id": "assay:2"}, {"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": ["We performed differential gene expression analysis of the liver failure in the GSE60088 dataset using the limma (Version: 3.42.2) software package (Ritchie et al., 2015), and the Volcano plot and heatmap were correspondingly drawn."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}