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

pmid:41155564

Integrating UHPLC-QE-MS and Bioinformatics with Experimental Validation Reveals MAPK/FOS-Mediated Podocyte Apoptosis as the Key Mechanism of Alpiniae oxyphyllae and Saposhnikovia divaricata in Treating Diabetic Kidney Disease.

Xian Wang · Lin Zhang · Rongxin Tang · Wenlong Zhang · Yiqiang Xie · Kai Li

Pharmaceuticals (Basel, Switzerland) · 2025 doi:10.3390/ph18101449

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:41155564
kind
science-record
content_hash
sha256:b185c31f5b75084364df2a5f1f28fb8e0eaeb961378a76f447de19a29e97b1c7
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:31:12Z
updated_at
2026-11-01T22:14:54Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Integrating UHPLC-QE-MS and Bioinformatics with Experimental Validation Reveals MAPK/FOS-Mediated Podocyte Apoptosis as the Key Mechanism of Alpiniae oxyphyllae and Saposhnikovia divaricata in Treating Diabetic Kidney Disease.
doi
10.3390/ph18101449
pmid
41155564
authors array · 6 items
[0]
Xian Wang
[1]
Lin Zhang
[2]
Rongxin Tang
[3]
Wenlong Zhang
[4]
Yiqiang Xie
[5]
Kai Li
journal
Pharmaceuticals (Basel, Switzerland)
year
2025
abstract
Background: Alpiniae oxyphyllae-Saposhnikovia divaricata (AS), a traditional Chinese dietary supplement, exhibits potential therapeutic effects against diabetic kidney disease (DKD), though its active compounds and mechanisms require elucidation. Methods: Animal experiments integrated with UHPLC-QE-MS, bioinformatics, and experimental validation were employed to investigate AS's pharmacodynamic basis against DKD. Results: Thirty-nine compounds were identified in AS, including four key flavonoids (daidzein, kaempferol, tectoridin, baicalin). Bioinformatics screening revealed 516 potential AS targets from PubChem/TCMSP/ETCM databases. Analysis of the GEO dataset (GSE30529) identified 482 DKD-related differentially expressed genes (DEGs). Venny 2.1 analysis yielded 42 co-DEGs and 6 co-core DEGs. Functional enrichment (GO/KEGG/GSEA) demonstrated AS's modulation of apoptosis and extracellular matrix (ECM) pathways via these DEGs. ROC profiling and renal single-cell sequencing highlighted FOS as a specific regulator of podocyte apoptosis in DKD. Molecular docking confirmed stable binding between the four flavonoids and FOS. Experimentally, AS significantly suppressed expression of ECM-related proteins (Col-IV, LN, IL-6, IL-17) and pro-apoptotic proteins (Bax, Caspase-3), while restoring anti-apoptotic Bcl-2 levels and inhibiting phosphorylation of MEK4, JNK1, c-Jun, and FOS in DKD mice. Conclusion: This study elucidates that AS alleviates DKD by inhibiting the MAPK/FOS pathway, thereby attenuating podocyte apoptosis and ECM accumulation. These findings establish a foundation for targeted AS therapy in DKD.
claims array · 1 item
[0] object · 6 fields
id
claim-data-access
statement
The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41155564
locator
sections[34] "notes" paragraph 1
quote
The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
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:41155564
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:GSE30529
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:GSE30529
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:41155564
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3390/ph18101449
sha256
sha256:ead0008258243dcc0e0790f6674c1855ee408ac70f20c586b5b6da5997aa2c81
bytes
48365
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3390/ph18101449
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
PMC12567254
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE30529
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=GSE30529
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE30529
version
null
note
The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 22 items
[0]
GSM757014
[1]
GSM757015
[2]
GSM757016
[3]
GSM757017
[4]
GSM757018
[5]
GSM757019
[6]
GSM757020
[7]
GSM757021
[8]
GSM757022
[9]
GSM757023
[10]
GSM757024
[11]
GSM757025
[12]
GSM757026
[13]
GSM757027
[14]
GSM757028
[15]
GSM757029
[16]
GSM757030
[17]
GSM757031
[18]
GSM757032
[19]
GSM757033
[20]
GSM757034
[21]
GSM757035
sample_count
22
group_sizes
null
group_sizes_basis
null
platform
571
taxon
Homo sapiens
title
Transcriptome Analysis of Human Diabetic Kidney Disease (DKD Tubuli vs. Control Tubuli)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE30529 not downloaded
[1]
asset:data:geo:GSE30529 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
0.8
band
high
quote
analysis of variance
[1] object · 10 fields
id
method-2
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
0.8
band
high
quote
limma
[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
Pathway 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 · 1 item
[0]
GSE30529
resolved_accessions array · 1 item
[0]
GSE30529
statements array · 1 item
[0]
The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.
basis
The paper names GSE30529 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:41155564
[1]
data:geo:GSE30529
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:GSE30529
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
2026-11-01T20:04:29Z
independence
single_reader
evidence_check object · 2 fields
method
null
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13474
completion_tokens
1301
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:41155564
type
paper
label
pmid:41155564
[1] object · 3 fields
id
source:pmid:41155564
type
manuscript
label
PMID 41155564 full text
[2] object · 3 fields
id
data:geo:GSE30529
type
dataset
label
GEO GSE30529
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:41155564
type
paper
label
pmid:41155564
[1] object · 3 fields
id
source:pmid:41155564
type
manuscript
label
PMID 41155564 full text
[2] object · 3 fields
id
data:geo:GSE30529
type
dataset
label
GEO GSE30529
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-41155564
type
extraction
used array · 1 item
[0]
source:pmid:41155564
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE30529
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE30529
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:41155564
parent_hash
sha256:e185a961842e5ef103964f21030a43bfad4e004cec087ece1391ee9e067de55c
fork_of
null
gaps array · 6 items
[0]
asset:data:geo:GSE30529 licence not read
[1]
asset:data:geo:GSE30529 not downloaded
[2]
execution.not_run
[3]
review.human_critique
[4]
review.independent_reader
[5]
review.machine_critique
assays array · 5 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
alidation Reveals MAPK/FOS-Mediated Podocyte Apoptosis as the Key Mechanism of Alpiniae oxyphyllae
[1]
O/KEGG/GSEA) demonstrated AS's modulation of apoptosis and extracellular matrix (ECM) pathways via
[2]
hted FOS as a specific regulator of podocyte apoptosis in DKD. Molecular docking confirmed stable b
[3]
PK/FOS pathway, thereby attenuating podocyte apoptosis and ECM accumulation. These findings establi
order_basis
paper_text_order:62
id
assay:1
[1] 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]
2.5. Single-Cell RNA Sequencing Analysis of DKD Kidneys Reveals Spatial Dist
[1]
ted an analysis using the kidney single-cell RNA sequencing database KIT (Figure 5A). The key findings a
order_basis
paper_text_order:1855
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
scrna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
unsupported
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
2.5. Single-Cell RNA Sequencing Analysis of DKD Kidneys Reveals Spatial Dist
[1]
n, we conducted an analysis using the kidney single-cell RNA sequencing database KIT (Figure 5A). The key findings a
order_basis
paper_text_order:1855
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
onal. Model Confirmation and Grouping: db/db mice were confirmed as type 2 diabetes mellitus (T2DM)
[1]
mmol/L [68]). Upon reaching 9 weeks of age, mice were randomly assigned to the following intervent
[2]
ssue Harvest: After 8 weeks of intervention, mice were deeply anesthetized with sodium pentobarbita
[3]
−20 °C until analysis. One kidney from each mouse was fixed in 4% paraformaldehyde (PFA) buffe
order_basis
paper_text_order:3893
id
assay:4
[4] 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]
analysis of variance
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:41155564", "kind": "science-record", "revision": 3, "content_hash": "sha256:b185c31f5b75084364df2a5f1f28fb8e0eaeb961378a76f447de19a29e97b1c7", "created_at": "2026-11-01T20:31:12Z", "updated_at": "2026-11-01T22:14:54Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Integrating UHPLC-QE-MS and Bioinformatics with Experimental Validation Reveals MAPK/FOS-Mediated Podocyte Apoptosis as the Key Mechanism of Alpiniae oxyphyllae and Saposhnikovia divaricata in Treating Diabetic Kidney Disease.", "doi": "10.3390/ph18101449", "pmid": "41155564", "authors": ["Xian Wang", "Lin Zhang", "Rongxin Tang", "Wenlong Zhang", "Yiqiang Xie", "Kai Li"], "journal": "Pharmaceuticals (Basel, Switzerland)", "year": 2025, "abstract": "Background: Alpiniae oxyphyllae-Saposhnikovia divaricata (AS), a traditional Chinese dietary supplement, exhibits potential therapeutic effects against diabetic kidney disease (DKD), though its active compounds and mechanisms require elucidation. Methods: Animal experiments integrated with UHPLC-QE-MS, bioinformatics, and experimental validation were employed to investigate AS's pharmacodynamic basis against DKD. Results: Thirty-nine compounds were identified in AS, including four key flavonoids (daidzein, kaempferol, tectoridin, baicalin). Bioinformatics screening revealed 516 potential AS targets from PubChem/TCMSP/ETCM databases. Analysis of the GEO dataset (GSE30529) identified 482 DKD-related differentially expressed genes (DEGs). Venny 2.1 analysis yielded 42 co-DEGs and 6 co-core DEGs. Functional enrichment (GO/KEGG/GSEA) demonstrated AS's modulation of apoptosis and extracellular matrix (ECM) pathways via these DEGs. ROC profiling and renal single-cell sequencing highlighted FOS as a specific regulator of podocyte apoptosis in DKD. Molecular docking confirmed stable binding between the four flavonoids and FOS. Experimentally, AS significantly suppressed expression of ECM-related proteins (Col-IV, LN, IL-6, IL-17) and pro-apoptotic proteins (Bax, Caspase-3), while restoring anti-apoptotic Bcl-2 levels and inhibiting phosphorylation of MEK4, JNK1, c-Jun, and FOS in DKD mice. Conclusion: This study elucidates that AS alleviates DKD by inhibiting the MAPK/FOS pathway, thereby attenuating podocyte apoptosis and ECM accumulation. These findings establish a foundation for targeted AS therapy in DKD.", "claims": [{"id": "claim-data-access", "statement": "The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41155564", "locator": "sections[34] \"notes\" paragraph 1", "quote": "The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "", "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:41155564"], "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:GSE30529"], "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:GSE30529"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41155564", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/ph18101449", "sha256": "sha256:ead0008258243dcc0e0790f6674c1855ee408ac70f20c586b5b6da5997aa2c81", "bytes": 48365, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/ph18101449", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12567254", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE30529", "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=GSE30529", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE30529", "version": null, "note": "The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM757014", "GSM757015", "GSM757016", "GSM757017", "GSM757018", "GSM757019", "GSM757020", "GSM757021", "GSM757022", "GSM757023", "GSM757024", "GSM757025", "GSM757026", "GSM757027", "GSM757028", "GSM757029", "GSM757030", "GSM757031", "GSM757032", "GSM757033", "GSM757034", "GSM757035"], "sample_count": 22, "group_sizes": null, "group_sizes_basis": null, "platform": "571", "taxon": "Homo sapiens", "title": "Transcriptome Analysis of Human Diabetic Kidney Disease (DKD Tubuli vs. Control Tubuli)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE30529 not downloaded", "asset:data:geo:GSE30529 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": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "limma"}}, {"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": "Pathway 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": ["GSE30529"], "resolved_accessions": ["GSE30529"], "statements": ["The original contributions presented in this study are included in the article/Supplementary Materials. Further inquiries can be directed to the corresponding authors."], "basis": "The paper names GSE30529 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:41155564", "data:geo:GSE30529"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE30529"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:04:29Z", "independence": "single_reader"}, "evidence_check": {"method": null, "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13474, "completion_tokens": 1301, "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:41155564", "type": "paper", "label": "pmid:41155564"}, {"id": "source:pmid:41155564", "type": "manuscript", "label": "PMID 41155564 full text"}, {"id": "data:geo:GSE30529", "type": "dataset", "label": "GEO GSE30529"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41155564", "type": "paper", "label": "pmid:41155564"}, {"id": "source:pmid:41155564", "type": "manuscript", "label": "PMID 41155564 full text"}, {"id": "data:geo:GSE30529", "type": "dataset", "label": "GEO GSE30529"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41155564", "type": "extraction", "used": ["source:pmid:41155564"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE30529", "type": "accession_resolution", "used": ["data:geo:GSE30529"], "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:41155564", "parent_hash": "sha256:e185a961842e5ef103964f21030a43bfad4e004cec087ece1391ee9e067de55c", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE30529 licence not read", "asset:data:geo:GSE30529 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["alidation Reveals MAPK/FOS-Mediated Podocyte Apoptosis as the Key Mechanism of Alpiniae oxyphyllae", "O/KEGG/GSEA) demonstrated AS's modulation of apoptosis and extracellular matrix (ECM) pathways via", "hted FOS as a specific regulator of podocyte apoptosis in DKD. Molecular docking confirmed stable b", "PK/FOS pathway, thereby attenuating podocyte apoptosis and ECM accumulation. These findings establi"], "order_basis": "paper_text_order:62", "id": "assay:1"}, {"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": ["2.5. Single-Cell RNA Sequencing Analysis of DKD Kidneys Reveals Spatial Dist", "ted an analysis using the kidney single-cell RNA sequencing database KIT (Figure 5A). The key findings a"], "order_basis": "paper_text_order:1855", "id": "assay:2"}, {"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["2.5. Single-Cell RNA Sequencing Analysis of DKD Kidneys Reveals Spatial Dist", "n, we conducted an analysis using the kidney single-cell RNA sequencing database KIT (Figure 5A). The key findings a"], "order_basis": "paper_text_order:1855", "id": "assay:3"}, {"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": ["onal. Model Confirmation and Grouping: db/db mice were confirmed as type 2 diabetes mellitus (T2DM)", "mmol/L [68]). Upon reaching 9 weeks of age, mice were randomly assigned to the following intervent", "ssue Harvest: After 8 weeks of intervention, mice were deeply anesthetized with sodium pentobarbita", "−20 °C until analysis. One kidney from each mouse was fixed in 4% paraformaldehyde (PFA) buffe"], "order_basis": "paper_text_order:3893", "id": "assay:4"}, {"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": 0.8, "evidence": ["analysis of variance"], "order_basis": "consumes_earlier_output", "id": "assay:5"}]}