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pmid:34697898

Identification of MYH6 as the potential gene for human ischaemic cardiomyopathy.

Jian-Hong Chen · Lei-Li Wang · Lin Tao · Bin Qi · Yong Wang · Yu-Jie Guo · Liu Miao

Journal of cellular and molecular medicine · 2021 doi:10.1111/jcmm.17015

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:34697898
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science-record
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2026-11-01T17:36:22Z
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2026-11-01T22:47:46Z
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paper object · 10 fields
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title
Identification of MYH6 as the potential gene for human ischaemic cardiomyopathy.
doi
10.1111/jcmm.17015
pmid
34697898
authors array · 7 items
[0]
Jian-Hong Chen
[1]
Lei-Li Wang
[2]
Lin Tao
[3]
Bin Qi
[4]
Yong Wang
[5]
Yu-Jie Guo
[6]
Liu Miao
journal
Journal of cellular and molecular medicine
year
2021
abstract
The present study aimed to explore the potential hub genes and pathways of ischaemic cardiomyopathy (ICM) and to investigate the possible associated mechanisms. Two microarray data sets (GSE5406 and GSE57338) were downloaded from the Gene Expression Omnibus (GEO) database. The limma package was used to analyse the differentially expressed genes (DEGs). Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment, Disease Ontology (DO) and Gene Ontology (GO) annotation analyses were performed. A protein-protein interaction (PPI) network was set up using Cytoscape software. Significant modules and hub genes were identified by the Molecular Complex Detection (MCODE) app. Then, further functional validation of hub genes in other microarrays and survival analysis were performed to judge the prognosis. A total of 1065 genes were matched, with an adjusted p < 0.05, and 17 were upregulated and 25 were downregulated with|log2 (fold change)|≥1.2. After removing the lengthy entries, GO identified 12 items, and 8 pathways were enriched at adjusted p < 0.05 (false discovery rate, FDR set at <0.05). Three modules with a score >8 after MCODE analysis and MYH6 were ultimately identified. When validated in GSE23561, MYH6 expression was lower in patients with CAD than in healthy controls (p < 0.05). GSE60993 data suggested that MYH6 expression was also lower in AMI patients (p < 0.05). In the GSE59867 data set, MYH6 expression was lower in CAD patients than in AMI patients and lower in heart failure (HF) patients than in non-HF patients. However, there was no difference at different periods within half a year, and HF was increased when MYH6 expression was low (p < 0.05-0.01). We performed an integrated analysis and validation and found that MYH6 expression was closely related to ICM and HF. However, whether this marker can be used as a predictor in blood samples needs further experimental verification.
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We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R.
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sections[4] "Differentially expressed genes (DEGs) and functional enrichment analysis." paragraph 2
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We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R.
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sections[20] "DATA AVAILABILITY STATEMENT" paragraph 2
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The data sets generated and/or analysed during the current study are publicly available.
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MYH6 expression was closely related to ischaemic cardiomyopathy and heart failure.
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We performed an integrated analysis and validation and found that MYH6 expression was closely related to ICM and HF.
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MYH6 expression was closely related to ischaemic cardiomyopathy and heart failure.
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[179]
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[189]
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[214]
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[217]
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[220]
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[221]
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[222]
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[223]
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[224]
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[225]
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[227]
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[228]
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[230]
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[282]
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[295]
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[297]
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[298]
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[300]
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[301]
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[311]
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[312]
GSM1380124
sample_count
313
group_sizes
null
group_sizes_basis
null
platform
11532
taxon
Homo sapiens
title
RNA-Seq Identifies Novel Myocardial Gene Expression Signatures of Heart Failure [microarray]
resolution_checked_at
2026-11-01T17:30:42Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE59867
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=GSE59867
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE59867
version
null
note
The data sets generated and/or analysed during the current study are publicly available.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data sets generated and/or analysed during the current study are publicly available.
access_statement_kind
data_availability_statement
sample_accessions array · 436 items
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[11]
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[14]
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[15]
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[16]
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[17]
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[18]
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[19]
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[21]
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[23]
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[24]
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[25]
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[26]
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[27]
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[29]
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[30]
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[31]
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[32]
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[33]
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[34]
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[45]
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[47]
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[49]
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[50]
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[52]
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[53]
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[55]
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[56]
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[58]
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[60]
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[61]
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[65]
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[66]
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[67]
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[68]
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[69]
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[70]
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[71]
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[72]
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[73]
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[74]
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[75]
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[76]
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[77]
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[78]
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[79]
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[80]
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[82]
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[83]
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[99]
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[103]
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[105]
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[106]
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[107]
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[108]
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[109]
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[110]
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[111]
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[112]
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[113]
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[114]
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[115]
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[116]
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[117]
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[118]
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[119]
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[120]
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[121]
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[122]
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[123]
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[124]
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[125]
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[126]
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[127]
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[129]
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[130]
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[131]
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[132]
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[133]
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[134]
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[135]
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[136]
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[137]
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[138]
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[139]
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[140]
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[141]
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[142]
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[144]
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[145]
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[146]
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[147]
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[148]
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[149]
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[150]
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[151]
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[152]
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[153]
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[154]
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[155]
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[156]
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[157]
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[158]
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[159]
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[160]
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[161]
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[162]
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[163]
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[164]
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[165]
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[167]
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[168]
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[169]
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[170]
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[171]
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[172]
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[198]
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[199]
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[200]
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[201]
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[202]
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[203]
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[204]
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[205]
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[206]
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[207]
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[208]
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[209]
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[210]
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[211]
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[212]
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[213]
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[214]
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[215]
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[216]
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[218]
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[219]
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[220]
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[221]
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[222]
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[223]
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[224]
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[225]
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[226]
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[227]
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[228]
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[229]
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[230]
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[231]
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[232]
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[233]
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[234]
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[235]
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[236]
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[237]
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[238]
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[239]
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[240]
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[241]
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[242]
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[243]
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[244]
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[245]
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[246]
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[247]
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[248]
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[249]
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[250]
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[252]
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[253]
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[254]
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[255]
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[256]
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[257]
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[258]
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[259]
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[260]
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[261]
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[262]
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[263]
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[264]
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[265]
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[266]
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[267]
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[268]
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[269]
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[270]
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[271]
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[272]
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[273]
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[274]
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[275]
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[276]
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[277]
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[278]
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[279]
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[280]
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[281]
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[282]
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[283]
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[284]
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[285]
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[286]
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[287]
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[288]
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[289]
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[290]
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[291]
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[292]
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[293]
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[294]
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[295]
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[296]
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[297]
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[298]
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[299]
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[300]
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[301]
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[302]
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[303]
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[304]
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[305]
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[306]
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[307]
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[308]
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[310]
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[311]
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[312]
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[318]
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[334]
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[335]
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[339]
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[341]
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[342]
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[343]
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[344]
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[345]
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[346]
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[347]
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[348]
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[349]
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[350]
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[352]
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[353]
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[354]
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[355]
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[356]
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[357]
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[358]
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[359]
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[392]
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[394]
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[395]
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[396]
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[397]
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[398]
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[399]
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[400]
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[401]
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[402]
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[403]
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[404]
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[405]
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[406]
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[407]
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[408]
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[410]
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[413]
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[420]
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[423]
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[428]
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[432]
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[433]
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[434]
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[435]
GSM1620804
sample_count
436
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Gene expression profiling reveals potential prognostic biomarkers associated with the progression of heart failure
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[5] object · 15 fields
id
data:geo:GSE60993
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=GSE60993
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE60993
version
null
note
The data sets generated and/or analysed during the current study are publicly available.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data sets generated and/or analysed during the current study are publicly available.
access_statement_kind
data_availability_statement
sample_accessions array · 33 items
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GSM1495313
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[2]
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
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[9]
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[10]
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[18]
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[20]
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[23]
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[24]
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[25]
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[26]
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[27]
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[28]
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[29]
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[30]
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[31]
GSM1495344
[32]
GSM1495345
sample_count
33
group_sizes
null
group_sizes_basis
null
platform
6884
taxon
Homo sapiens
title
Assessment and Diagnostic Relevance of Novel Serum Biomarkers for Early Decision of ST-elevation Myocardial Infarction
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 · 10 items
[0]
asset:data:geo:GSE23561 not downloaded
[1]
asset:data:geo:GSE23561 licence not read
[2]
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[3]
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[4]
asset:data:geo:GSE57338 not downloaded
[5]
asset:data:geo:GSE57338 licence not read
[6]
asset:data:geo:GSE59867 not downloaded
[7]
asset:data:geo:GSE59867 licence not read
[8]
asset:data:geo:GSE60993 not downloaded
[9]
asset:data:geo:GSE60993 licence not read
analysis object · 4 fields
state
complete
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method-1
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differential_expression
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limma_voom
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Differential expression analysis
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normalise_counts
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differential_expression_fit
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fdr_bh
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count_matrix_with_condition
evidence object · 3 fields
score
1
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verbatim
quote
We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R.
[1] object · 10 fields
id
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network_analysis
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label
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[1]
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[2]
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edge_list
evidence object · 3 fields
score
0.7
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medium
quote
protein-protein interaction
[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
0.7
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quote
pathway enrichment
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capability object · 3 fields
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complete
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[0] object · 6 fields
capability_id
capability:computational_analysis
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assay_families array · 9 items
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meta_analysis
[1]
machine_learning
[2]
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[3]
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[4]
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[5]
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[6]
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[7]
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[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
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complete
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nothing:replicable_now
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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
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[0]
GSE5406
[1]
GSE57338
[2]
GSE23561
[3]
GSE60993
[4]
GSE59867
resolved_accessions array · 5 items
[0]
GSE5406
[1]
GSE57338
[2]
GSE23561
[3]
GSE60993
[4]
GSE59867
statements array · 1 item
[0]
The data sets generated and/or analysed during the current study are publicly available.
basis
The paper names GSE5406, GSE57338, GSE23561, GSE60993, GSE59867 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
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[1]
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[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:34697898
[1]
data:geo:GSE23561
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run_analysis
must_build object · 5 fields
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data:geo:GSE23561
gaps array · 0 items
review object · 5 fields
state
partial
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extraction_review
reader object · 5 fields
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MiniMax-M3.1-Flash
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minimax
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minimax
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2026-11-01T17:04:55Z
independence
single_reader
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verbatim
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verbatim
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5
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7306
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128
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extraction
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execution object · 5 fields
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not_run
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paper
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[1] object · 3 fields
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source:pmid:34697898
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manuscript
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PMID 34697898 full text
[2] object · 3 fields
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data:geo:GSE23561
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dataset
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GEO GSE23561
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paper
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pmid:34697898
[1] object · 3 fields
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PMID 34697898 full text
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dataset
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GEO GSE23561
agent
agent:corpus-assay-engine
[1] object · 4 fields
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activity-read-34697898
type
extraction
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[0]
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agent
agent:minimax-reader
[2] object · 4 fields
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activity-resolve-GSE23561
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data:geo:GSE23561
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agent:corpus-assay-engine
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agent:corpus-assay-engine
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agent:minimax-reader
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343fb30756ba6ec3
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[2]
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[3]
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[4]
asset:data:geo:GSE57338 licence not read
[5]
asset:data:geo:GSE57338 not downloaded
[6]
asset:data:geo:GSE59867 licence not read
[7]
asset:data:geo:GSE59867 not downloaded
[8]
asset:data:geo:GSE60993 licence not read
[9]
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[10]
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gate the possible associated mechanisms. Two microarray data sets (GSE5406 and GSE57338) were downlo
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paper_text_order:201
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We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34697898", "kind": "science-record", "revision": 5, "content_hash": "sha256:72a77b955e7bf628d7aeb74b0e930dedf2e620a5050574ffe95cd124d36c3227", "created_at": "2026-11-01T17:36:22Z", "updated_at": "2026-11-01T22:47:46Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification of MYH6 as the potential gene for human ischaemic cardiomyopathy.", "doi": "10.1111/jcmm.17015", "pmid": "34697898", "authors": ["Jian-Hong Chen", "Lei-Li Wang", "Lin Tao", "Bin Qi", "Yong Wang", "Yu-Jie Guo", "Liu Miao"], "journal": "Journal of cellular and molecular medicine", "year": 2021, "abstract": "The present study aimed to explore the potential hub genes and pathways of ischaemic cardiomyopathy (ICM) and to investigate the possible associated mechanisms. Two microarray data sets (GSE5406 and GSE57338) were downloaded from the Gene Expression Omnibus (GEO) database. The limma package was used to analyse the differentially expressed genes (DEGs). Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway enrichment, Disease Ontology (DO) and Gene Ontology (GO) annotation analyses were performed. A protein-protein interaction (PPI) network was set up using Cytoscape software. Significant modules and hub genes were identified by the Molecular Complex Detection (MCODE) app. Then, further functional validation of hub genes in other microarrays and survival analysis were performed to judge the prognosis. A total of 1065 genes were matched, with an adjusted p < 0.05, and 17 were upregulated and 25 were downregulated with|log2 (fold change)|≥1.2. After removing the lengthy entries, GO identified 12 items, and 8 pathways were enriched at adjusted p < 0.05 (false discovery rate, FDR set at <0.05). Three modules with a score >8 after MCODE analysis and MYH6 were ultimately identified. When validated in GSE23561, MYH6 expression was lower in patients with CAD than in healthy controls (p < 0.05). GSE60993 data suggested that MYH6 expression was also lower in AMI patients (p < 0.05). In the GSE59867 data set, MYH6 expression was lower in CAD patients than in AMI patients and lower in heart failure (HF) patients than in non-HF patients. However, there was no difference at different periods within half a year, and HF was increased when MYH6 expression was low (p < 0.05-0.01). We performed an integrated analysis and validation and found that MYH6 expression was closely related to ICM and HF. However, whether this marker can be used as a predictor in blood samples needs further experimental verification.", "claims": [{"id": "claim-method", "statement": "We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34697898", "locator": "sections[4] \"Differentially expressed genes (DEGs) and functional enrichment analysis.\" paragraph 2", "quote": "We compared ICM subjects with healthy controls to identify the differentially expressed genes (DEGs) with the limma package in R."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data sets generated and/or analysed during the current study are publicly available.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34697898", "locator": "sections[20] \"DATA AVAILABILITY STATEMENT\" paragraph 2", "quote": "The data sets generated and/or analysed during the current study are publicly available."}], "state": "complete"}, {"id": "claim-target-result", "statement": "MYH6 expression was closely related to ischaemic cardiomyopathy and heart failure.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34697898", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "We performed an integrated analysis and validation and found that MYH6 expression was closely related to ICM and HF."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "MYH6 expression was closely related to ischaemic cardiomyopathy and heart failure.", "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:34697898"], "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. 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