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

pmid:40118992

Identifying and validating immunological biomarkers in obstructive sleep apnea through bioinformatics analysis.

En-Hui Zhou · Tian-Jiao Zhou · Xiao-Ting Wang · Jing-Yu Zhang · Jian Guan · Shan-Kai Yin · Wei-Jun Huang · Hong-Liang Yi · Jian-Yin Zou

Scientific reports · 2025 doi:10.1038/s41598-025-93915-4

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:40118992
kind
science-record
content_hash
sha256:8f3382e87e9d12296abcb3cef3823a22e3dbf1787959812212c9724c43375a96
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:19Z
updated_at
2026-11-01T22:56:16Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identifying and validating immunological biomarkers in obstructive sleep apnea through bioinformatics analysis.
doi
10.1038/s41598-025-93915-4
pmid
40118992
authors array · 9 items
[0]
En-Hui Zhou
[1]
Tian-Jiao Zhou
[2]
Xiao-Ting Wang
[3]
Jing-Yu Zhang
[4]
Jian Guan
[5]
Shan-Kai Yin
[6]
Wei-Jun Huang
[7]
Hong-Liang Yi
[8]
Jian-Yin Zou
journal
Scientific reports
year
2025
abstract
Obstructive sleep apnea (OSA) is a prevalent sleep disorder characterized by disrupted breathing patterns and dysfunctions in multiple organ systems. Although studies support a close correlation between OSA and immune function, the broader implications and specific manifestations remain unclear. Therefore, it is pressingly needed to identify potential immune-related markers and elucidate underlying immunological mechanisms of OSA. OSA-related datasets (GSE38792) and immune-related genes were downloaded from the GEO and ImmPort databases and intersected to obtain differentially expressed immune-related genes (DEIRGs). GO, KEGG, and GSEA were employed to explore the biological functions of DEIRGs. Immune cells and immune regulation were analyzed by CIBERSORT. The ROC curve was constructed to assess the accuracy of each DEIRG. The co-regulatory networks of transcription factors, microRNAs, and drugs were built using the NetworkAnalyst database and visualized by Cytoscape. The levels of DEIRGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were mainly enriched in negative regulation of immune response and antigen processing and presentation in OSA. IL33, IL10RB, ANGPTL1, EIF2AK2, SEM1, IFNA16, SLC40A1, FCER1G, IL1R1, TNFRSF17, and ERAP2 were identified as DEIRGs among 175 differentially expressed genes in OSA. Memory B cells, mast cells resting, and dendritic cells resting were the predominant immune cells related to DEIRGs. The co-regulatory network contained 128 miRNAs, 40 transcription factors, and 172 drugs/compounds. Finally, IL33, EIF2AK2, IL10RB, and ANGPTL1 were also upregulated in clinical OSA samples. The present study identified potential immune-related biomarkers and systematically elucidated underlying immunological mechanisms of OSA. These findings provide novel insights into the diagnosis, mechanism research, and management strategies for future studies.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40118992
locator
sections[4] "Alteration analysis of IRGs between OSA and control samples" paragraph 2
quote
The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40118992
locator
sections[26] "notes" paragraph 1
quote
The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The study identified 11 differentially expressed immune-related genes among 175 differentially expressed genes in OSA, with IL33, EIF2AK2, IL10RB, and ANGPTL1 upregulated in clinical OSA samples.
kind
qualitative
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:40118992
locator
sections[0] "Abstract" paragraph 1
quote
IL33, IL10RB, ANGPTL1, EIF2AK2, SEM1, IFNA16, SLC40A1, FCER1G, IL1R1, TNFRSF17, and ERAP2 were identified as DEIRGs among 175 differentially expressed genes in OSA.
[1] object · 3 fields
asset
source:pmid:40118992
locator
sections[0] "Abstract" paragraph 1
quote
Finally, IL33, EIF2AK2, IL10RB, and ANGPTL1 were also upregulated in clinical OSA samples.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The study identified 11 differentially expressed immune-related genes among 175 differentially expressed genes in OSA, with IL33, EIF2AK2, IL10RB, and ANGPTL1 upregulated in clinical OSA samples.
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:40118992
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:GSE38792
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:GSE38792
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:40118992
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-025-93915-4
sha256
sha256:92ef5f6d7b6f38ac5bb94fb6aa51c8ae11d4dda996c3975d1609d9eeee0beb73
bytes
31217
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-025-93915-4
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
PMC11928569
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE38792
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=GSE38792
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE38792
version
null
note
The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 18 items
[0]
GSM949164
[1]
GSM949166
[2]
GSM949168
[3]
GSM949169
[4]
GSM949170
[5]
GSM949171
[6]
GSM949172
[7]
GSM949173
[8]
GSM949174
[9]
GSM949175
[10]
GSM949176
[11]
GSM949177
[12]
GSM949178
[13]
GSM949179
[14]
GSM949180
[15]
GSM949181
[16]
GSM949182
[17]
GSM949183
sample_count
18
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Visceral fat trancriptome in obstructive sleep apnea
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE38792 not downloaded
[1]
asset:data:geo:GSE38792 licence not read
analysis object · 4 fields
state
partial
methods array · 5 items
[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
The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold.
[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
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
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
Wilcoxon
[3] object · 10 fields
id
method-4
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.8
band
high
quote
Pearson correlation
[4] object · 10 fields
id
method-5
family
diagnostic_evaluation
specific
roc
label
Diagnostic test evaluation
dsl_operations array · 6 items
[0]
confusion_counts
[1]
roc_curve
[2]
sensitivity_specificity
[3]
solve_confusion_matrix
[4]
classification_metrics
[5]
published_precision_envelope
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
reference_standard_and_test
evidence object · 3 fields
score
0.7
band
medium
quote
ROC curve
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: 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 · 1 item
[0]
GSE38792
resolved_accessions array · 1 item
[0]
GSE38792
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.
basis
The paper names GSE38792 in 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:40118992
[1]
data:geo:GSE38792
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:GSE38792
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
2026-11-01T19:48:54Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9382
completion_tokens
1546
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:40118992
type
paper
label
pmid:40118992
[1] object · 3 fields
id
source:pmid:40118992
type
manuscript
label
PMID 40118992 full text
[2] object · 3 fields
id
data:geo:GSE38792
type
dataset
label
GEO GSE38792
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:40118992
type
paper
label
pmid:40118992
[1] object · 3 fields
id
source:pmid:40118992
type
manuscript
label
PMID 40118992 full text
[2] object · 3 fields
id
data:geo:GSE38792
type
dataset
label
GEO GSE38792
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-40118992
type
extraction
used array · 1 item
[0]
source:pmid:40118992
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE38792
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE38792
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:40118992
parent_hash
sha256:2676e5ae45744fbd269b4c9f6c1092eb0d744badbb37eb6e285fe097dcafcf69
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE38792 licence not read
[1]
asset:data:geo:GSE38792 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 · 2 items
[0] 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 · 4 items
[0]
DEIRGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were
[1]
RGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were
[2]
lts of bioinformatics analysis, we performed RT-qPCR in clinical adipose tissue samples. Consiste
[3]
). Fig. 6Validation of significant DEIRGs by RT-qPCR. * indicates p value < 0.05, ** indicates p
order_basis
paper_text_order:1110
id
assay:1
[1] 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]
The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40118992", "kind": "science-record", "revision": 4, "content_hash": "sha256:8f3382e87e9d12296abcb3cef3823a22e3dbf1787959812212c9724c43375a96", "created_at": "2026-11-01T20:30:19Z", "updated_at": "2026-11-01T22:56:16Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identifying and validating immunological biomarkers in obstructive sleep apnea through bioinformatics analysis.", "doi": "10.1038/s41598-025-93915-4", "pmid": "40118992", "authors": ["En-Hui Zhou", "Tian-Jiao Zhou", "Xiao-Ting Wang", "Jing-Yu Zhang", "Jian Guan", "Shan-Kai Yin", "Wei-Jun Huang", "Hong-Liang Yi", "Jian-Yin Zou"], "journal": "Scientific reports", "year": 2025, "abstract": "Obstructive sleep apnea (OSA) is a prevalent sleep disorder characterized by disrupted breathing patterns and dysfunctions in multiple organ systems. Although studies support a close correlation between OSA and immune function, the broader implications and specific manifestations remain unclear. Therefore, it is pressingly needed to identify potential immune-related markers and elucidate underlying immunological mechanisms of OSA. OSA-related datasets (GSE38792) and immune-related genes were downloaded from the GEO and ImmPort databases and intersected to obtain differentially expressed immune-related genes (DEIRGs). GO, KEGG, and GSEA were employed to explore the biological functions of DEIRGs. Immune cells and immune regulation were analyzed by CIBERSORT. The ROC curve was constructed to assess the accuracy of each DEIRG. The co-regulatory networks of transcription factors, microRNAs, and drugs were built using the NetworkAnalyst database and visualized by Cytoscape. The levels of DEIRGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were mainly enriched in negative regulation of immune response and antigen processing and presentation in OSA. IL33, IL10RB, ANGPTL1, EIF2AK2, SEM1, IFNA16, SLC40A1, FCER1G, IL1R1, TNFRSF17, and ERAP2 were identified as DEIRGs among 175 differentially expressed genes in OSA. Memory B cells, mast cells resting, and dendritic cells resting were the predominant immune cells related to DEIRGs. The co-regulatory network contained 128 miRNAs, 40 transcription factors, and 172 drugs/compounds. Finally, IL33, EIF2AK2, IL10RB, and ANGPTL1 were also upregulated in clinical OSA samples. The present study identified potential immune-related biomarkers and systematically elucidated underlying immunological mechanisms of OSA. These findings provide novel insights into the diagnosis, mechanism research, and management strategies for future studies.", "claims": [{"id": "claim-method", "statement": "The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40118992", "locator": "sections[4] \"Alteration analysis of IRGs between OSA and control samples\" paragraph 2", "quote": "The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40118992", "locator": "sections[26] \"notes\" paragraph 1", "quote": "The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The study identified 11 differentially expressed immune-related genes among 175 differentially expressed genes in OSA, with IL33, EIF2AK2, IL10RB, and ANGPTL1 upregulated in clinical OSA samples.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40118992", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "IL33, IL10RB, ANGPTL1, EIF2AK2, SEM1, IFNA16, SLC40A1, FCER1G, IL1R1, TNFRSF17, and ERAP2 were identified as DEIRGs among 175 differentially expressed genes in OSA."}, {"asset": "source:pmid:40118992", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Finally, IL33, EIF2AK2, IL10RB, and ANGPTL1 were also upregulated in clinical OSA samples."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The study identified 11 differentially expressed immune-related genes among 175 differentially expressed genes in OSA, with IL33, EIF2AK2, IL10RB, and ANGPTL1 upregulated in clinical OSA samples.", "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:40118992"], "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:GSE38792"], "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:GSE38792"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40118992", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-93915-4", "sha256": "sha256:92ef5f6d7b6f38ac5bb94fb6aa51c8ae11d4dda996c3975d1609d9eeee0beb73", "bytes": 31217, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-93915-4", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11928569", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE38792", "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=GSE38792", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE38792", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM949164", "GSM949166", "GSM949168", "GSM949169", "GSM949170", "GSM949171", "GSM949172", "GSM949173", "GSM949174", "GSM949175", "GSM949176", "GSM949177", "GSM949178", "GSM949179", "GSM949180", "GSM949181", "GSM949182", "GSM949183"], "sample_count": 18, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Visceral fat trancriptome in obstructive sleep apnea", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE38792 not downloaded", "asset:data:geo:GSE38792 licence not read"]}, "analysis": {"state": "partial", "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": "The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold."}}, {"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": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.8, "band": "high", "quote": "Pearson correlation"}}, {"id": "method-5", "family": "diagnostic_evaluation", "specific": "roc", "label": "Diagnostic test evaluation", "dsl_operations": ["confusion_counts", "roc_curve", "sensitivity_specificity", "solve_confusion_matrix", "classification_metrics", "published_precision_envelope"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["reference_standard_and_test"], "evidence": {"score": 0.7, "band": "medium", "quote": "ROC curve"}}], "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: 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": ["GSE38792"], "resolved_accessions": ["GSE38792"], "statements": ["The original contributions presented in the study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE38792 in 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:40118992", "data:geo:GSE38792"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE38792"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:48:54Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9382, "completion_tokens": 1546, "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:40118992", "type": "paper", "label": "pmid:40118992"}, {"id": "source:pmid:40118992", "type": "manuscript", "label": "PMID 40118992 full text"}, {"id": "data:geo:GSE38792", "type": "dataset", "label": "GEO GSE38792"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40118992", "type": "paper", "label": "pmid:40118992"}, {"id": "source:pmid:40118992", "type": "manuscript", "label": "PMID 40118992 full text"}, {"id": "data:geo:GSE38792", "type": "dataset", "label": "GEO GSE38792"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40118992", "type": "extraction", "used": ["source:pmid:40118992"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE38792", "type": "accession_resolution", "used": ["data:geo:GSE38792"], "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:40118992", "parent_hash": "sha256:2676e5ae45744fbd269b4c9f6c1092eb0d744badbb37eb6e285fe097dcafcf69", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE38792 licence not read", "asset:data:geo:GSE38792 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": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["DEIRGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were", "RGs in clinical samples were validated by RT-qPCR. GO, KEGG, and GSEA revealed that DEGs were", "lts of bioinformatics analysis, we performed RT-qPCR in clinical adipose tissue samples. Consiste", "). Fig. 6Validation of significant DEIRGs by RT-qPCR. * indicates p value < 0.05, ** indicates p"], "order_basis": "paper_text_order:1110", "id": "assay:1"}, {"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": ["The limma R package was utilized to discern DEGs between OSA and control samples in the GSE38792 dataset, with p value < 0.05 and log2 |fold change (FC)| > 0.5 as the threshold."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}