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

pmid:37305534

APOC1 exacerbates renal fibrosis through the activation of the NF-κB signaling pathway in IgAN.

Kuipeng Yu · Lin Ding · Xin An · Yanjiang Yang · Xiaoning Zhang · Luyao Li · Chunjie Wang · Fang Bai · Xiangdong Yang

Frontiers in pharmacology · 2023 doi:10.3389/fphar.2023.1181435

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:37305534
kind
science-record
content_hash
sha256:41b938cb14d92b95b40c10a126deb1c26e409b09816972a08ad1734d9eb02cc9
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:02Z
updated_at
2026-11-01T22:09:40Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
APOC1 exacerbates renal fibrosis through the activation of the NF-κB signaling pathway in IgAN.
doi
10.3389/fphar.2023.1181435
pmid
37305534
authors array · 9 items
[0]
Kuipeng Yu
[1]
Lin Ding
[2]
Xin An
[3]
Yanjiang Yang
[4]
Xiaoning Zhang
[5]
Luyao Li
[6]
Chunjie Wang
[7]
Fang Bai
[8]
Xiangdong Yang
journal
Frontiers in pharmacology
year
2023
abstract
Introduction: IgA nephropathy (IgAN) is the most common disease leading to end-stage renal disease, and tubular fibrosis represents an important risk factor for disease progression. However, research on early molecular diagnostic indicators of tubular fibrosis and the mechanisms underlying disease progression is still lacking. Methods: The GSE93798 dataset was downloaded from the GEO database. DEGs were screened and analyzed for GO and KEGG enrichment in IgAN. The least absolute shrinkage and selection operator (LASSO) and support vector machine recursive feature elimination (SVM-RFE) algorithms were applied to screen for hub secretory genes. The expression and diagnostic efficacy of hub genes were confirmed by the GSE35487 dataset. ELISA was applied to detect the expression of APOC1 in serum. The expression and localization of hub genes in IgAN were verified by the expression of IHC and IF in human kidney tissues, and the correlation of expression with clinical data was verified in the Nephroseq database. Finally, cellular experiments clarified the role of hub genes in the signaling pathway. Results: A total of 339 DEGs were identified in IgAN, of which 237 were upregulated and 102 downregulated. The KEGG signaling pathway is enriched in the ECM-receptor interaction and AGE-RAGE signaling pathway. APOC1, ALB, CCL8, CXCL2, SRPX2, and TGFBI identified six hub secretory genes using the LASSO and SVM-RFE algorithms. In vivo and in vitro experiments demonstrated that APOC1 expression was elevated in IgAN. The serum concentration of APOC1 was 1.232 ± 0.1812 μg/ml in IgAN patients, whereas it was 0.3956 ± 0.1233 μg/ml in healthy individuals. APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset. APOC1 expression negatively correlated with eGFR (R 2 = 0.2285, p = 0.0385) and positively correlated with serum creatinine (R 2 = 0.41, p = 0.000567) in IgAN. APOC1 exacerbated renal fibrosis, possibly in part by activating the NF-κB pathway in IgAN. Conclusion: APOC1 was identified as the core secretory gene of IgAN, which was closely associated with blood creatinine and eGFR and had significant efficacy in the diagnosis of IgAN. Mechanistic studies revealed that the knockdown of APOC1 could improve IgAN renal fibrosis by inhibiting the NF pathway, which may be a potential therapeutic target for improving renal fibrosis in IgAN.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37305534
locator
sections[20] "3.4 APOC1 expression and diagnostic efficacy" paragraph 2
quote
To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37305534
locator
sections[27] "Data availability statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
APOC1 exhibited high diagnostic efficacy for IgAN in the GSE93798 dataset.
kind
quantitative
target object · 4 fields
value
99.091
unit
auc
tolerance
null
source
APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset.
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:37305534
locator
sections[0] "Abstract" paragraph 3
quote
APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
APOC1 exhibited high diagnostic efficacy for IgAN in the GSE93798 dataset.
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:37305534
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:GSE35487
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:GSE35487
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:37305534
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fphar.2023.1181435
sha256
sha256:004aa8790043c3f69d8635042f142b20492031356044bc3b8de434c669507f7a
bytes
36219
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fphar.2023.1181435
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
PMC10248024
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE35487
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=GSE35487
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE35487
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
access_statement_kind
data_availability_statement
sample_accessions array · 31 items
[0]
GSM869311
[1]
GSM869315
[2]
GSM869316
[3]
GSM869317
[4]
GSM869318
[5]
GSM869319
[6]
GSM869320
[7]
GSM869321
[8]
GSM869322
[9]
GSM869323
[10]
GSM869324
[11]
GSM869325
[12]
GSM869326
[13]
GSM869327
[14]
GSM869328
[15]
GSM869329
[16]
GSM869330
[17]
GSM869331
[18]
GSM869332
[19]
GSM869333
[20]
GSM869334
[21]
GSM869335
[22]
GSM869336
[23]
GSM869337
[24]
GSM869338
[25]
GSM869339
[26]
GSM869340
[27]
GSM869341
[28]
GSM869342
[29]
GSM869343
[30]
GSM869344
sample_count
31
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Expression data from human with IgA nephropathy (IgAN) [HG-U133A]
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:GSE93798
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=GSE93798
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE93798
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
access_statement_kind
data_availability_statement
sample_accessions array · 42 items
[0]
GSM2462533
[1]
GSM2462534
[2]
GSM2462535
[3]
GSM2462536
[4]
GSM2462537
[5]
GSM2462538
[6]
GSM2462539
[7]
GSM2462540
[8]
GSM2462541
[9]
GSM2462542
[10]
GSM2462543
[11]
GSM2462544
[12]
GSM2462545
[13]
GSM2462546
[14]
GSM2462547
[15]
GSM2462548
[16]
GSM2462549
[17]
GSM2462550
[18]
GSM2462551
[19]
GSM2462552
[20]
GSM2462553
[21]
GSM2462554
[22]
GSM2462555
[23]
GSM2462556
[24]
GSM2462557
[25]
GSM2462558
[26]
GSM2462559
[27]
GSM2462560
[28]
GSM2462561
[29]
GSM2462562
[30]
GSM2462563
[31]
GSM2462564
[32]
GSM2462565
[33]
GSM2462566
[34]
GSM2462567
[35]
GSM2462568
[36]
GSM2462569
[37]
GSM2462570
[38]
GSM2462571
[39]
GSM2462572
[40]
GSM2462573
[41]
GSM2462574
sample_count
42
group_sizes
null
group_sizes_basis
null
platform
22945
taxon
Homo sapiens
title
Transcriptomic and proteomic profiling reveal insights of mesangial cell function in patients with IgA Nephropathy
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 · 4 items
[0]
asset:data:geo:GSE35487 not downloaded
[1]
asset:data:geo:GSE35487 licence not read
[2]
asset:data:geo:GSE93798 not downloaded
[3]
asset:data:geo:GSE93798 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
machine_learning
specific
support_vector_machine
label
Machine learning
dsl_operations array · 3 items
[0]
train_classifier
[1]
cross_validate
[2]
roc_auc
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
labelled_feature_matrix
evidence object · 3 fields
score
0.7
band
medium
quote
support vector machine
[1] object · 10 fields
id
method-2
family
null
specific
null
label
receiver operating characteristics (ROC) analysis
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated.
targets array · 1 item
[0] object · 8 fields
id
target-published-estimate
claim_id
claim-target-result
operation
cross_validate
unit
auc
tolerance
null
state
complete
note
The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none.
gaps array · 1 item
[0]
method.reader_named_unmapped
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]
train_classifier
[1]
cross_validate
[2]
roc_auc
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: support_vector_machine.
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]
GSE93798
[1]
GSE35487
resolved_accessions array · 2 items
[0]
GSE93798
[1]
GSE35487
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
basis
The paper names GSE93798, GSE35487 in NCBI GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
train_classifier
[1]
cross_validate
[2]
roc_auc
assets array · 2 items
[0]
source:pmid:37305534
[1]
data:geo:GSE35487
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:GSE35487
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
2026-11-01T18:43:44Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
12032
completion_tokens
1708
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:37305534
type
paper
label
pmid:37305534
[1] object · 3 fields
id
source:pmid:37305534
type
manuscript
label
PMID 37305534 full text
[2] object · 3 fields
id
data:geo:GSE35487
type
dataset
label
GEO GSE35487
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:37305534
type
paper
label
pmid:37305534
[1] object · 3 fields
id
source:pmid:37305534
type
manuscript
label
PMID 37305534 full text
[2] object · 3 fields
id
data:geo:GSE35487
type
dataset
label
GEO GSE35487
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37305534
type
extraction
used array · 1 item
[0]
source:pmid:37305534
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE35487
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE35487
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:37305534
parent_hash
sha256:55661c6aa40b0c78ea97225752ea0b40462f2b0badaa299d23f5b9e42c4578b2
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE35487 licence not read
[1]
asset:data:geo:GSE35487 not downloaded
[2]
asset:data:geo:GSE93798 licence not read
[3]
asset:data:geo:GSE93798 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 5 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
0.93
evidence array · 1 item
[0]
enes were confirmed by the GSE35487 dataset. ELISA was applied to detect the expression of APOC
order_basis
paper_text_order:794
id
assay:1
[1] 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]
s in IgAN were verified by the expression of IHC and IF in human kidney tissues, and the corr
[1]
ular epithelial cells of IgAN patients. IHC, immunohistochemical; IF, immunofluorescence; AQP1, aquaporin 1 (
[2]
IgAN patients. IHC, immunohistochemical; IF, immunofluorescence; AQP1, aquaporin 1 (proximal renal tubular m
[3]
g/ml in healthy individuals (Figure 6A). The IHC research revealed elevated expression of APO
order_basis
paper_text_order:944
id
assay:2
[2] 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
0.77
evidence array · 1 item
[0]
enes using the LASSO and SVM-RFE algorithms. In vivo and in vitro experiments demonstrated that A
order_basis
paper_text_order:1488
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
transfection
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]
IgAN. Mechanistic studies revealed that the knockdown of APOC1 could improve IgAN renal fibrosis b
[1]
venny/index.html). 2.9 Cell culture and cell transfection HK-2 cells were cultivated in RPMI-1640 (Gib
[2]
by Boshang Biotechnology Company, which was transfected to overexpress APOC1. jetPRIME transfection
[3]
s transfected to overexpress APOC1. jetPRIME transfection reagent (Polyplus, France) was applied to co
order_basis
paper_text_order:2334
id
assay:4
[4] object · 11 fields
role
analysis
definition_id
machine_learning
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
train_classifier
[1]
cross_validate
[2]
roc_auc
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
support vector machine
order_basis
consumes_earlier_output
id
assay:5
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37305534", "kind": "science-record", "revision": 3, "content_hash": "sha256:41b938cb14d92b95b40c10a126deb1c26e409b09816972a08ad1734d9eb02cc9", "created_at": "2026-11-01T19:02:02Z", "updated_at": "2026-11-01T22:09:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "APOC1 exacerbates renal fibrosis through the activation of the NF-κB signaling pathway in IgAN.", "doi": "10.3389/fphar.2023.1181435", "pmid": "37305534", "authors": ["Kuipeng Yu", "Lin Ding", "Xin An", "Yanjiang Yang", "Xiaoning Zhang", "Luyao Li", "Chunjie Wang", "Fang Bai", "Xiangdong Yang"], "journal": "Frontiers in pharmacology", "year": 2023, "abstract": "Introduction: IgA nephropathy (IgAN) is the most common disease leading to end-stage renal disease, and tubular fibrosis represents an important risk factor for disease progression. However, research on early molecular diagnostic indicators of tubular fibrosis and the mechanisms underlying disease progression is still lacking. Methods: The GSE93798 dataset was downloaded from the GEO database. DEGs were screened and analyzed for GO and KEGG enrichment in IgAN. The least absolute shrinkage and selection operator (LASSO) and support vector machine recursive feature elimination (SVM-RFE) algorithms were applied to screen for hub secretory genes. The expression and diagnostic efficacy of hub genes were confirmed by the GSE35487 dataset. ELISA was applied to detect the expression of APOC1 in serum. The expression and localization of hub genes in IgAN were verified by the expression of IHC and IF in human kidney tissues, and the correlation of expression with clinical data was verified in the Nephroseq database. Finally, cellular experiments clarified the role of hub genes in the signaling pathway. Results: A total of 339 DEGs were identified in IgAN, of which 237 were upregulated and 102 downregulated. The KEGG signaling pathway is enriched in the ECM-receptor interaction and AGE-RAGE signaling pathway. APOC1, ALB, CCL8, CXCL2, SRPX2, and TGFBI identified six hub secretory genes using the LASSO and SVM-RFE algorithms. In vivo and in vitro experiments demonstrated that APOC1 expression was elevated in IgAN. The serum concentration of APOC1 was 1.232 ± 0.1812 μg/ml in IgAN patients, whereas it was 0.3956 ± 0.1233 μg/ml in healthy individuals. APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset. APOC1 expression negatively correlated with eGFR (R 2 = 0.2285, p = 0.0385) and positively correlated with serum creatinine (R 2 = 0.41, p = 0.000567) in IgAN. APOC1 exacerbated renal fibrosis, possibly in part by activating the NF-κB pathway in IgAN. Conclusion: APOC1 was identified as the core secretory gene of IgAN, which was closely associated with blood creatinine and eGFR and had significant efficacy in the diagnosis of IgAN. Mechanistic studies revealed that the knockdown of APOC1 could improve IgAN renal fibrosis by inhibiting the NF pathway, which may be a potential therapeutic target for improving renal fibrosis in IgAN.", "claims": [{"id": "claim-method", "statement": "To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37305534", "locator": "sections[20] \"3.4 APOC1 expression and diagnostic efficacy\" paragraph 2", "quote": "To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:37305534", "locator": "sections[27] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "APOC1 exhibited high diagnostic efficacy for IgAN in the GSE93798 dataset.", "kind": "quantitative", "target": {"value": 99.091, "unit": "auc", "tolerance": null, "source": "APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset."}, "evidence": [{"asset": "source:pmid:37305534", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "APOC1 exhibited high diagnostic efficacy for IgAN (AUC of 99.091%, specificity of 95.455%, and sensitivity of 99.141%) in the GSE93798 dataset."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "APOC1 exhibited high diagnostic efficacy for IgAN in the GSE93798 dataset.", "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:37305534"], "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:GSE35487"], "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:GSE35487"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:37305534", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fphar.2023.1181435", "sha256": "sha256:004aa8790043c3f69d8635042f142b20492031356044bc3b8de434c669507f7a", "bytes": 36219, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fphar.2023.1181435", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10248024", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE35487", "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=GSE35487", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE35487", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM869311", "GSM869315", "GSM869316", "GSM869317", "GSM869318", "GSM869319", "GSM869320", "GSM869321", "GSM869322", "GSM869323", "GSM869324", "GSM869325", "GSM869326", "GSM869327", "GSM869328", "GSM869329", "GSM869330", "GSM869331", "GSM869332", "GSM869333", "GSM869334", "GSM869335", "GSM869336", "GSM869337", "GSM869338", "GSM869339", "GSM869340", "GSM869341", "GSM869342", "GSM869343", "GSM869344"], "sample_count": 31, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Expression data from human with IgA nephropathy (IgAN) [HG-U133A]", "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:GSE93798", "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=GSE93798", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE93798", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2462533", "GSM2462534", "GSM2462535", "GSM2462536", "GSM2462537", "GSM2462538", "GSM2462539", "GSM2462540", "GSM2462541", "GSM2462542", "GSM2462543", "GSM2462544", "GSM2462545", "GSM2462546", "GSM2462547", "GSM2462548", "GSM2462549", "GSM2462550", "GSM2462551", "GSM2462552", "GSM2462553", "GSM2462554", "GSM2462555", "GSM2462556", "GSM2462557", "GSM2462558", "GSM2462559", "GSM2462560", "GSM2462561", "GSM2462562", "GSM2462563", "GSM2462564", "GSM2462565", "GSM2462566", "GSM2462567", "GSM2462568", "GSM2462569", "GSM2462570", "GSM2462571", "GSM2462572", "GSM2462573", "GSM2462574"], "sample_count": 42, "group_sizes": null, "group_sizes_basis": null, "platform": "22945", "taxon": "Homo sapiens", "title": "Transcriptomic and proteomic profiling reveal insights of mesangial cell function in patients with IgA Nephropathy", "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:GSE35487 not downloaded", "asset:data:geo:GSE35487 licence not read", "asset:data:geo:GSE93798 not downloaded", "asset:data:geo:GSE93798 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "machine_learning", "specific": "support_vector_machine", "label": "Machine learning", "dsl_operations": ["train_classifier", "cross_validate", "roc_auc"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["labelled_feature_matrix"], "evidence": {"score": 0.7, "band": "medium", "quote": "support vector machine"}}, {"id": "method-2", "family": null, "specific": null, "label": "receiver operating characteristics (ROC) analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To assess the diagnostic accuracy of APOC1 in predicting IgAN, receiver operating characteristics were evaluated."}}], "targets": [{"id": "target-published-estimate", "claim_id": "claim-target-result", "operation": "cross_validate", "expected_value": 99.091, "unit": "auc", "tolerance": null, "state": "complete", "note": "The published estimate as the reader quoted it from the paper. No tolerance is published because the paper states none."}], "gaps": ["method.reader_named_unmapped"]}, "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": ["train_classifier", "cross_validate", "roc_auc"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: support_vector_machine."}, "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": ["GSE93798", "GSE35487"], "resolved_accessions": ["GSE93798", "GSE35487"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "basis": "The paper names GSE93798, GSE35487 in NCBI GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["train_classifier", "cross_validate", "roc_auc"], "assets": ["source:pmid:37305534", "data:geo:GSE35487"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE35487"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:43:44Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12032, "completion_tokens": 1708, "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:37305534", "type": "paper", "label": "pmid:37305534"}, {"id": "source:pmid:37305534", "type": "manuscript", "label": "PMID 37305534 full text"}, {"id": "data:geo:GSE35487", "type": "dataset", "label": "GEO GSE35487"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37305534", "type": "paper", "label": "pmid:37305534"}, {"id": "source:pmid:37305534", "type": "manuscript", "label": "PMID 37305534 full text"}, {"id": "data:geo:GSE35487", "type": "dataset", "label": "GEO GSE35487"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37305534", "type": "extraction", "used": ["source:pmid:37305534"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE35487", "type": "accession_resolution", "used": ["data:geo:GSE35487"], "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:37305534", "parent_hash": "sha256:55661c6aa40b0c78ea97225752ea0b40462f2b0badaa299d23f5b9e42c4578b2", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE35487 licence not read", "asset:data:geo:GSE35487 not downloaded", "asset:data:geo:GSE93798 licence not read", "asset:data:geo:GSE93798 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "elisa", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["enes were confirmed by the GSE35487 dataset. ELISA was applied to detect the expression of APOC"], "order_basis": "paper_text_order:794", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["s in IgAN were verified by the expression of IHC and IF in human kidney tissues, and the corr", "ular epithelial cells of IgAN patients. IHC, immunohistochemical; IF, immunofluorescence; AQP1, aquaporin 1 (", "IgAN patients. IHC, immunohistochemical; IF, immunofluorescence; AQP1, aquaporin 1 (proximal renal tubular m", "g/ml in healthy individuals (Figure 6A). The IHC research revealed elevated expression of APO"], "order_basis": "paper_text_order:944", "id": "assay:2"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["enes using the LASSO and SVM-RFE algorithms. In vivo and in vitro experiments demonstrated that A"], "order_basis": "paper_text_order:1488", "id": "assay:3"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["IgAN. Mechanistic studies revealed that the knockdown of APOC1 could improve IgAN renal fibrosis b", "venny/index.html). 2.9 Cell culture and cell transfection HK-2 cells were cultivated in RPMI-1640 (Gib", "by Boshang Biotechnology Company, which was transfected to overexpress APOC1. jetPRIME transfection", "s transfected to overexpress APOC1. jetPRIME transfection reagent (Polyplus, France) was applied to co"], "order_basis": "paper_text_order:2334", "id": "assay:4"}, {"role": "analysis", "definition_id": "machine_learning", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["train_classifier", "cross_validate", "roc_auc"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["support vector machine"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}