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

pmid:39920300

Ankrd1 as a potential biomarker for the transition from acute kidney injury to chronic kidney disease.

Hailin Li · Lemei Hu · Changqing Zheng · Ying Kong · Ming Liang · Quhuan Li

Scientific reports · 2025 doi:10.1038/s41598-025-88752-4

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:39920300
kind
science-record
content_hash
sha256:5c8bdcb218309b9d9bf4e0137ad01aaa8accfc89fa9dc789b412252e7bc3d5b5
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:11Z
updated_at
2026-11-01T22:56:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Ankrd1 as a potential biomarker for the transition from acute kidney injury to chronic kidney disease.
doi
10.1038/s41598-025-88752-4
pmid
39920300
authors array · 6 items
[0]
Hailin Li
[1]
Lemei Hu
[2]
Changqing Zheng
[3]
Ying Kong
[4]
Ming Liang
[5]
Quhuan Li
journal
Scientific reports
year
2025
abstract
Ischemia-reperfusion injury (IRI) is one of the leading causes of acute kidney injury (AKI), predisposing patients to chronic kidney disease (CKD) due to maladaptive renal repair. Nevertheless, the molecular mechanisms and biomarkers that cause maladaptive repair remain unclear. In this study, we used single-nucleus RNA sequencing data from GEO database (GSE139107) to identify molecular markers during the transition from AKI to CKD caused by IRI. Analysis of intercellular crosstalk, trajectory and machine learning algorithms revealed hub cell clusters and genes. Proximal tubule (PT) cells, especially a new cluster (New PT2), significantly interacted with fibroblasts during the transition. The expression levels of hub genes were validated using the bulk RNA-seq data (GSE98622) and further confirmed through RT-qPCR and immunohistochemical analysis in ischemia-reperfusion injury (uIRI) mice. Ankrd1, a hub gene in New PT2, showed sustained upregulation in the proximal tubule in AKI. Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days. This study indicated that the upregulation of Ankrd1 was positively associated with the progression from AKI to CKD and may potentially serve as a valuable biomarker for this transitional process.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39920300
locator
sections[20] "Statistical analyses" paragraph 2
quote
The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39920300
locator
sections[27] "notes" paragraph 1
quote
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39920300
locator
sections[0] "Abstract" paragraph 1
quote
Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days.
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:39920300
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:GSE139107
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:GSE139107
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 · 3 items
[0] object · 15 fields
id
source:pmid:39920300
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-025-88752-4
sha256
sha256:abe9e888b6f3aee92b2da01d24b6951c5561e069cdbfd16ce0f9d3f4674e2fc3
bytes
42520
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-025-88752-4
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
PMC11806044
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE139107
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=GSE139107
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE139107
version
null
note
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
access_statement_kind
data_availability_statement
sample_accessions array · 24 items
[0]
GSM4131050
[1]
GSM4131051
[2]
GSM4131052
[3]
GSM4131053
[4]
GSM4131054
[5]
GSM4131055
[6]
GSM4131056
[7]
GSM4131057
[8]
GSM4131058
[9]
GSM4131059
[10]
GSM4131060
[11]
GSM4131061
[12]
GSM4131062
[13]
GSM4131063
[14]
GSM4131064
[15]
GSM4131065
[16]
GSM4131066
[17]
GSM4131067
[18]
GSM4131068
[19]
GSM4131069
[20]
GSM4131070
[21]
GSM4131071
[22]
GSM4131072
[23]
GSM4131073
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
24247
taxon
Mus musculus
title
Cell profiling of acute kidney injury reveals conserved cellular responses to injury
resolution_checked_at
2026-11-01T19:09:46Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE98622
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=GSE98622
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE98622
version
null
note
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
access_statement_kind
data_availability_statement
sample_accessions array · 49 items
[0]
GSM2602021
[1]
GSM2602022
[2]
GSM2602023
[3]
GSM2602024
[4]
GSM2602025
[5]
GSM2602026
[6]
GSM2602027
[7]
GSM2602028
[8]
GSM2602029
[9]
GSM2602030
[10]
GSM2602031
[11]
GSM2602032
[12]
GSM2602033
[13]
GSM2602034
[14]
GSM2602035
[15]
GSM2602036
[16]
GSM2602037
[17]
GSM2602038
[18]
GSM2602039
[19]
GSM2602040
[20]
GSM2602041
[21]
GSM2602042
[22]
GSM2602043
[23]
GSM2602044
[24]
GSM2602045
[25]
GSM2602046
[26]
GSM2602047
[27]
GSM2602048
[28]
GSM2602049
[29]
GSM2602050
[30]
GSM2602051
[31]
GSM2602052
[32]
GSM2602053
[33]
GSM2602054
[34]
GSM2602055
[35]
GSM2602056
[36]
GSM2602057
[37]
GSM2602058
[38]
GSM2602059
[39]
GSM2602060
[40]
GSM2602061
[41]
GSM2602062
[42]
GSM2602063
[43]
GSM2602064
[44]
GSM2602065
[45]
GSM2602066
[46]
GSM2602067
[47]
GSM2602068
[48]
GSM2602069
sample_count
49
group_sizes
null
group_sizes_basis
null
platform
19057;13112
taxon
Mus musculus
title
Transcriptome profile of a murine renal bilateral ischemia reperfusion model 2 hours to 12 months post injury
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE139107 not downloaded
[1]
asset:data:geo:GSE139107 licence not read
[2]
asset:data:geo:GSE98622 not downloaded
[3]
asset:data:geo:GSE98622 licence not read
analysis object · 4 fields
state
complete
methods array · 3 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
band
verbatim
quote
The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05.
[1] object · 10 fields
id
method-2
family
principal_component_analysis
specific
pca
label
Principal component analysis
dsl_operations array · 1 item
[0]
pca_fit
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
wide_numeric_matrix
evidence object · 3 fields
score
0.8
band
high
quote
PCA
[2] object · 10 fields
id
method-3
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
0.8
band
high
quote
GO enrichment
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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 · 2 items
[0]
GSE139107
[1]
GSE98622
resolved_accessions array · 2 items
[0]
GSE139107
[1]
GSE98622
statements array · 1 item
[0]
The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.
basis
The paper names GSE139107, GSE98622 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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:39920300
[1]
data:geo:GSE139107
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:GSE139107
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
2026-11-01T19:45:52Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11446
completion_tokens
1485
cached_tokens
264
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:39920300
type
paper
label
pmid:39920300
[1] object · 3 fields
id
source:pmid:39920300
type
manuscript
label
PMID 39920300 full text
[2] object · 3 fields
id
data:geo:GSE139107
type
dataset
label
GEO GSE139107
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:39920300
type
paper
label
pmid:39920300
[1] object · 3 fields
id
source:pmid:39920300
type
manuscript
label
PMID 39920300 full text
[2] object · 3 fields
id
data:geo:GSE139107
type
dataset
label
GEO GSE139107
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39920300
type
extraction
used array · 1 item
[0]
source:pmid:39920300
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE139107
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE139107
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:39920300
parent_hash
sha256:dfad1d6ec7725973db966a510ad662968f77bde046362afd4be0269997efbe6c
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE139107 licence not read
[1]
asset:data:geo:GSE139107 not downloaded
[2]
asset:data:geo:GSE98622 licence not read
[3]
asset:data:geo:GSE98622 not downloaded
[4]
execution.not_run
[5]
review.human_critique
[6]
review.independent_reader
[7]
review.machine_critique
assays array · 3 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 · 2 items
[0]
s of hub genes were validated using the bulk RNA-seq data (GSE98622) and further confirmed throug
[1]
clear. In this study, we used single-nucleus RNA sequencing data from GEO database (GSE139107) to identi
order_basis
paper_text_order:376
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 · 3 items
[0]
ham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peak
[1]
of mice as previously described48. Briefly, mice were anesthetized with a 1% sodium pentobarbital
[2]
kidney without clamping. After clip removal, mice were returned to their cages and allowed to recov
order_basis
paper_text_order:1114
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05.
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:39920300", "kind": "science-record", "revision": 4, "content_hash": "sha256:5c8bdcb218309b9d9bf4e0137ad01aaa8accfc89fa9dc789b412252e7bc3d5b5", "created_at": "2026-11-01T20:30:11Z", "updated_at": "2026-11-01T22:56:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Ankrd1 as a potential biomarker for the transition from acute kidney injury to chronic kidney disease.", "doi": "10.1038/s41598-025-88752-4", "pmid": "39920300", "authors": ["Hailin Li", "Lemei Hu", "Changqing Zheng", "Ying Kong", "Ming Liang", "Quhuan Li"], "journal": "Scientific reports", "year": 2025, "abstract": "Ischemia-reperfusion injury (IRI) is one of the leading causes of acute kidney injury (AKI), predisposing patients to chronic kidney disease (CKD) due to maladaptive renal repair. Nevertheless, the molecular mechanisms and biomarkers that cause maladaptive repair remain unclear. In this study, we used single-nucleus RNA sequencing data from GEO database (GSE139107) to identify molecular markers during the transition from AKI to CKD caused by IRI. Analysis of intercellular crosstalk, trajectory and machine learning algorithms revealed hub cell clusters and genes. Proximal tubule (PT) cells, especially a new cluster (New PT2), significantly interacted with fibroblasts during the transition. The expression levels of hub genes were validated using the bulk RNA-seq data (GSE98622) and further confirmed through RT-qPCR and immunohistochemical analysis in ischemia-reperfusion injury (uIRI) mice. Ankrd1, a hub gene in New PT2, showed sustained upregulation in the proximal tubule in AKI. Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days. This study indicated that the upregulation of Ankrd1 was positively associated with the progression from AKI to CKD and may potentially serve as a valuable biomarker for this transitional process.", "claims": [{"id": "claim-method", "statement": "The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39920300", "locator": "sections[20] \"Statistical analyses\" paragraph 2", "quote": "The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39920300", "locator": "sections[27] \"notes\" paragraph 1", "quote": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39920300", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Compared to the sham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peaked at day 1, and remained significantly elevated up to 60 days.", "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:39920300"], "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:GSE139107"], "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:GSE139107"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39920300", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-88752-4", "sha256": "sha256:abe9e888b6f3aee92b2da01d24b6951c5561e069cdbfd16ce0f9d3f4674e2fc3", "bytes": 42520, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-88752-4", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11806044", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE139107", "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=GSE139107", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE139107", "version": null, "note": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4131050", "GSM4131051", "GSM4131052", "GSM4131053", "GSM4131054", "GSM4131055", "GSM4131056", "GSM4131057", "GSM4131058", "GSM4131059", "GSM4131060", "GSM4131061", "GSM4131062", "GSM4131063", "GSM4131064", "GSM4131065", "GSM4131066", "GSM4131067", "GSM4131068", "GSM4131069", "GSM4131070", "GSM4131071", "GSM4131072", "GSM4131073"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "24247", "taxon": "Mus musculus", "title": "Cell profiling of acute kidney injury reveals conserved cellular responses to injury", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE98622", "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=GSE98622", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE98622", "version": null, "note": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2602021", "GSM2602022", "GSM2602023", "GSM2602024", "GSM2602025", "GSM2602026", "GSM2602027", "GSM2602028", "GSM2602029", "GSM2602030", "GSM2602031", "GSM2602032", "GSM2602033", "GSM2602034", "GSM2602035", "GSM2602036", "GSM2602037", "GSM2602038", "GSM2602039", "GSM2602040", "GSM2602041", "GSM2602042", "GSM2602043", "GSM2602044", "GSM2602045", "GSM2602046", "GSM2602047", "GSM2602048", "GSM2602049", "GSM2602050", "GSM2602051", "GSM2602052", "GSM2602053", "GSM2602054", "GSM2602055", "GSM2602056", "GSM2602057", "GSM2602058", "GSM2602059", "GSM2602060", "GSM2602061", "GSM2602062", "GSM2602063", "GSM2602064", "GSM2602065", "GSM2602066", "GSM2602067", "GSM2602068", "GSM2602069"], "sample_count": 49, "group_sizes": null, "group_sizes_basis": null, "platform": "19057;13112", "taxon": "Mus musculus", "title": "Transcriptome profile of a murine renal bilateral ischemia reperfusion model 2 hours to 12 months post injury", "resolution_checked_at": "2026-11-01T17:30:42Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE139107 not downloaded", "asset:data:geo:GSE139107 licence not read", "asset:data:geo:GSE98622 not downloaded", "asset:data:geo:GSE98622 licence not read"]}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05."}}, {"id": "method-2", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "PCA"}}, {"id": "method-3", "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": 0.8, "band": "high", "quote": "GO enrichment"}}], "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["GSE139107", "GSE98622"], "resolved_accessions": ["GSE139107", "GSE98622"], "statements": ["The datasets analyzed in this study are available in the GEO repository, [http://www.ncbi.nlm.nih.gov/geo]. The names of the repository/repositories and accession number(s) can be found in the Methods."], "basis": "The paper names GSE139107, GSE98622 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:39920300", "data:geo:GSE139107"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE139107"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:45:52Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11446, "completion_tokens": 1485, "cached_tokens": 264}}, "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:39920300", "type": "paper", "label": "pmid:39920300"}, {"id": "source:pmid:39920300", "type": "manuscript", "label": "PMID 39920300 full text"}, {"id": "data:geo:GSE139107", "type": "dataset", "label": "GEO GSE139107"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39920300", "type": "paper", "label": "pmid:39920300"}, {"id": "source:pmid:39920300", "type": "manuscript", "label": "PMID 39920300 full text"}, {"id": "data:geo:GSE139107", "type": "dataset", "label": "GEO GSE139107"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39920300", "type": "extraction", "used": ["source:pmid:39920300"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE139107", "type": "accession_resolution", "used": ["data:geo:GSE139107"], "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:39920300", "parent_hash": "sha256:dfad1d6ec7725973db966a510ad662968f77bde046362afd4be0269997efbe6c", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE139107 licence not read", "asset:data:geo:GSE139107 not downloaded", "asset:data:geo:GSE98622 licence not read", "asset:data:geo:GSE98622 not downloaded", "execution.not_run", "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": ["s of hub genes were validated using the bulk RNA-seq data (GSE98622) and further confirmed throug", "clear. In this study, we used single-nucleus RNA sequencing data from GEO database (GSE139107) to identi"], "order_basis": "paper_text_order:376", "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": ["ham-operated group, the expression of Ankrd1 in mice increased at 0.5 days post-reperfusion, peak", "of mice as previously described48. Briefly, mice were anesthetized with a 1% sodium pentobarbital", "kidney without clamping. After clip removal, mice were returned to their cages and allowed to recov"], "order_basis": "paper_text_order:1114", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The statistical tests consisted of the two-sided unpaired Student’s t-test and two-way ANOVA with a significance level set at p < 0.05."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}