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

pmid:33085184

Epigenetic alternations of microRNAs and DNA methylation contribute to gestational diabetes mellitus.

Weiqiang Zhu · Yupei Shen · Junwei Liu · Xiaoping Fei · Zhaofeng Zhang · Min Li · Xiaohong Chen · Jianhua Xu · Qianxi Zhu · Weijin Zhou · Meihua Zhang · Shangqing Liu · Jing Du

Journal of cellular and molecular medicine · 2020 doi:10.1111/jcmm.15984

Paper

complete

Experiment

partial

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:33085184
kind
science-record
content_hash
sha256:896d3ed06904461d5f8ab33a8cc51f09c98710ae5bb35a47b9cf2031de4c287e
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:13Z
updated_at
2026-11-01T22:45:29Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Epigenetic alternations of microRNAs and DNA methylation contribute to gestational diabetes mellitus.
doi
10.1111/jcmm.15984
pmid
33085184
authors array · 13 items
[0]
Weiqiang Zhu
[1]
Yupei Shen
[2]
Junwei Liu
[3]
Xiaoping Fei
[4]
Zhaofeng Zhang
[5]
Min Li
[6]
Xiaohong Chen
[7]
Jianhua Xu
[8]
Qianxi Zhu
[9]
Weijin Zhou
[10]
Meihua Zhang
[11]
Shangqing Liu
[12]
Jing Du
journal
Journal of cellular and molecular medicine
year
2020
abstract
This study aimed to identify epigenetic alternations of microRNAs and DNA methylation for gestational diabetes mellitus (GDM) diagnosis and treatment using in silico approach. Data of mRNA and miRNA expression microarray (GSE103552 and GSE104297) and DNA methylation data set (GSE106099) were obtained from the GEO database. Differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylated genes (DMGs) were obtained by limma package. Functional and enrichment analyses were performed with the DAVID database. The protein-protein interaction (PPI) network was constructed by STRING and visualized in Cytoscape. Simultaneously, a connectivity map (CMap) analysis was performed to screen potential therapeutic agents for GDM. In GDM, 184 low miRNA-targeting up-regulated genes and 234 high miRNA-targeting down-regulated genes as well as 364 hypomethylation-high-expressed genes and 541 hypermethylation-low-expressed genes were obtained. They were mainly enriched in terms of axon guidance, purine metabolism, focal adhesion and proteasome, respectively. In addition, 115 genes (67 up-regulated and 48 down-regulated) were regulated by both aberrant alternations of miRNAs and DNA methylation. Ten chemicals were identified as putative therapeutic agents for GDM and four hub genes (IGF1R, ATG7, DICER1 and RANBP2) were found in PPI and may be associated with GDM. Overall, this study identified a series of differentially expressed genes that are associated with epigenetic alternations of miRNA and DNA methylation in GDM. Ten chemicals and four hub genes may be further explored as potential drugs and targets for GDM diagnosis and treatment, respectively.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33085184
locator
sections[4] "Data process" paragraph 2
quote
After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The authors declare that the data supporting the findings of this study are available within the article.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33085184
locator
sections[30] "DATA AVAILABILITY STATEMENT" paragraph 2
quote
The authors declare that the data supporting the findings of this study are available within the article.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
null
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:33085184
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
blocked
blocked_on
data:accession_absent
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 · 0 items
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 · 0 items
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 · 1 item
[0]
step:obtain_source_data blocked on data:accession_absent
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:33085184
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1111/jcmm.15984
sha256
sha256:1254c76b69844e721b51e3087fc732694ea0aa3d3e8ab77d9f1ae17044507da2
bytes
49018
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1111/jcmm.15984
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
PMC7753873
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:33085184:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:a332f0236269e6f2817985360fe83bf04348ee7cfda0603e97e940ff765781d8
bytes
805
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#jcmm15984-tbl-0001
version
null
note
Ten chemicals were predicted as putative therapeutic agents for GDM
structure object · 5 fields
pmcid
PMC7753873
section_index
18
section_title
DEGs associated with Both DNA Methylation and Aberrant miRNA
row_count
11
column_count
6
table object · 8 fields
label
TABLE 1
caption
Ten chemicals were predicted as putative therapeutic agents for GDM
rows array · 11 items
[0] array · 6 items
[0]
CMap name
[1]
Chemical formula
[2]
Mean
[3]
n
[4]
Enrichment
[5]
P
[1] array · 6 items
[0]
trichostatin A
[1]
[2]
0.521
[3]
182
[4]
0.59
[5]
<0.00001
[2] array · 6 items
[0]
LY‐294002
[1]
[2]
0.528
[3]
61
[4]
0.547
[5]
<0.00001
[3] array · 6 items
[0]
sirolimus
[1]
[2]
0.478
[3]
44
[4]
0.475
[5]
<0.00001
[4] array · 6 items
[0]
vorinostat
[1]
[2]
0.578
[3]
12
[4]
0.69
[5]
0.00002
[5] array · 6 items
[0]
puromycin
[1]
[2]
0.698
[3]
4
[4]
0.917
[5]
0.00004
[6] array · 6 items
[0]
alvespimycin
[1]
[2]
0.485
[3]
12
[4]
0.63
[5]
0.00008
[7] array · 6 items
[0]
helveticoside
[1]
[2]
−0.242
[3]
6
[4]
−0.807
[5]
0.00014
[8] array · 6 items
[0]
ceforanide
[1]
[2]
−0.569
[3]
4
[4]
−0.902
[5]
0.00016
[9] array · 6 items
[0]
valproic acid
[1]
[2]
0.267
[3]
57
[4]
0.271
[5]
0.00032
[10] array · 6 items
[0]
thioridazine
[1]
[2]
0.389
[3]
20
[4]
0.45
[5]
0.00038
locator
section[18]/table-wrap[1]#jcmm15984-tbl-0001
gaps array · 0 items
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0).
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
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
blocked
tier
R4
blocked_on
data:accession_absent
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R4
reachable
false
accessions array · 0 items
resolved_accessions array · 0 items
statements array · 1 item
[0]
The authors declare that the data supporting the findings of this study are available within the article.
basis
The paper names no accession to its source data, so the data has to come from the authors.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:33085184
[1]
asset:table:pmid:33085184:1
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:None
gaps array · 1 item
[0]
data:accession_absent
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
2026-10-31T19:13:34Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
37778
completion_tokens
1210
cached_tokens
784
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:33085184
type
paper
label
pmid:33085184
[1] object · 3 fields
id
source:pmid:33085184
type
manuscript
label
PMID 33085184 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
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:33085184
type
paper
label
pmid:33085184
[1] object · 3 fields
id
source:pmid:33085184
type
manuscript
label
PMID 33085184 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33085184
type
extraction
used array · 1 item
[0]
source:pmid:33085184
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-None
type
accession_resolution
used array · 1 item
[0]
data:geo:None
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:33085184
parent_hash
sha256:6302b9566f189c70e946a5e38bb6fbc035289ebf7299836b7e2ea45e58bb6b42
fork_of
null
gaps array · 5 items
[0]
execution.not_run
[1]
review.human_critique
[2]
review.independent_reader
[3]
review.machine_critique
[4]
step:obtain_source_data blocked on data:accession_absent
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
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]
approach. Data of mRNA and miRNA expression microarray (GSE103552 and GSE104297) and DNA methylatio
order_basis
paper_text_order:268
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0).
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33085184", "kind": "science-record", "revision": 8, "content_hash": "sha256:896d3ed06904461d5f8ab33a8cc51f09c98710ae5bb35a47b9cf2031de4c287e", "created_at": "2026-11-01T15:41:13Z", "updated_at": "2026-11-01T22:45:29Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Epigenetic alternations of microRNAs and DNA methylation contribute to gestational diabetes mellitus.", "doi": "10.1111/jcmm.15984", "pmid": "33085184", "authors": ["Weiqiang Zhu", "Yupei Shen", "Junwei Liu", "Xiaoping Fei", "Zhaofeng Zhang", "Min Li", "Xiaohong Chen", "Jianhua Xu", "Qianxi Zhu", "Weijin Zhou", "Meihua Zhang", "Shangqing Liu", "Jing Du"], "journal": "Journal of cellular and molecular medicine", "year": 2020, "abstract": "This study aimed to identify epigenetic alternations of microRNAs and DNA methylation for gestational diabetes mellitus (GDM) diagnosis and treatment using in silico approach. Data of mRNA and miRNA expression microarray (GSE103552 and GSE104297) and DNA methylation data set (GSE106099) were obtained from the GEO database. Differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylated genes (DMGs) were obtained by limma package. Functional and enrichment analyses were performed with the DAVID database. The protein-protein interaction (PPI) network was constructed by STRING and visualized in Cytoscape. Simultaneously, a connectivity map (CMap) analysis was performed to screen potential therapeutic agents for GDM. In GDM, 184 low miRNA-targeting up-regulated genes and 234 high miRNA-targeting down-regulated genes as well as 364 hypomethylation-high-expressed genes and 541 hypermethylation-low-expressed genes were obtained. They were mainly enriched in terms of axon guidance, purine metabolism, focal adhesion and proteasome, respectively. In addition, 115 genes (67 up-regulated and 48 down-regulated) were regulated by both aberrant alternations of miRNAs and DNA methylation. Ten chemicals were identified as putative therapeutic agents for GDM and four hub genes (IGF1R, ATG7, DICER1 and RANBP2) were found in PPI and may be associated with GDM. Overall, this study identified a series of differentially expressed genes that are associated with epigenetic alternations of miRNA and DNA methylation in GDM. Ten chemicals and four hub genes may be further explored as potential drugs and targets for GDM diagnosis and treatment, respectively.", "claims": [{"id": "claim-method", "statement": "After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33085184", "locator": "sections[4] \"Data process\" paragraph 2", "quote": "After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The authors declare that the data supporting the findings of this study are available within the article.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33085184", "locator": "sections[30] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "The authors declare that the data supporting the findings of this study are available within the article."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": null, "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:33085184"], "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": "blocked", "blocked_on": "data:accession_absent", "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": [], "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": [], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33085184", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1111/jcmm.15984", "sha256": "sha256:1254c76b69844e721b51e3087fc732694ea0aa3d3e8ab77d9f1ae17044507da2", "bytes": 49018, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1111/jcmm.15984", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7753873", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:33085184:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a332f0236269e6f2817985360fe83bf04348ee7cfda0603e97e940ff765781d8", "bytes": 805, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#jcmm15984-tbl-0001", "version": null, "note": "Ten chemicals were predicted as putative therapeutic agents for GDM", "structure": {"pmcid": "PMC7753873", "section_index": 18, "section_title": "DEGs associated with Both DNA Methylation and Aberrant miRNA", "row_count": 11, "column_count": 6}, "table": {"label": "TABLE 1", "caption": "Ten chemicals were predicted as putative therapeutic agents for GDM", "rows": [["CMap name", "Chemical formula", "Mean", "n", "Enrichment", "P"], ["trichostatin A", "", "0.521", "182", "0.59", "<0.00001"], ["LY‐294002", "", "0.528", "61", "0.547", "<0.00001"], ["sirolimus", "", "0.478", "44", "0.475", "<0.00001"], ["vorinostat", "", "0.578", "12", "0.69", "0.00002"], ["puromycin", "", "0.698", "4", "0.917", "0.00004"], ["alvespimycin", "", "0.485", "12", "0.63", "0.00008"], ["helveticoside", "", "−0.242", "6", "−0.807", "0.00014"], ["ceforanide", "", "−0.569", "4", "−0.902", "0.00016"], ["valproic acid", "", "0.267", "57", "0.271", "0.00032"], ["thioridazine", "", "0.389", "20", "0.45", "0.00038"]], "row_count": 11, "column_count": 6, "numeric_cells": 41, "header_rows": 1, "locator": "section[18]/table-wrap[1]#jcmm15984-tbl-0001"}}], "gaps": []}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0)."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}], "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": "blocked", "tier": "R4", "blocking_axis": "data", "blocked_on": "data:accession_absent", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R4", "reachable": false, "accessions": [], "resolved_accessions": [], "statements": ["The authors declare that the data supporting the findings of this study are available within the article."], "basis": "The paper names no accession to its source data, so the data has to come from the authors."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:33085184", "asset:table:pmid:33085184:1"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:None"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T19:13:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 37778, "completion_tokens": 1210, "cached_tokens": 784}}, "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:33085184", "type": "paper", "label": "pmid:33085184"}, {"id": "source:pmid:33085184", "type": "manuscript", "label": "PMID 33085184 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33085184", "type": "paper", "label": "pmid:33085184"}, {"id": "source:pmid:33085184", "type": "manuscript", "label": "PMID 33085184 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33085184", "type": "extraction", "used": ["source:pmid:33085184"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-None", "type": "accession_resolution", "used": ["data:geo:None"], "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:33085184", "parent_hash": "sha256:6302b9566f189c70e946a5e38bb6fbc035289ebf7299836b7e2ea45e58bb6b42", "fork_of": null, "generation": 7}, "gaps": ["execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["approach. Data of mRNA and miRNA expression microarray (GSE103552 and GSE104297) and DNA methylatio"], "order_basis": "paper_text_order:268", "id": "assay:1"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["After background correction, logarithm transformation and normalization were conducted, differentially expressed genes (DEGs), differentially expressed miRNAs (DEMs) and differentially methylation probes (DMPs) were screened by using the limma package in R (version 3.6.0)."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}