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

pmid:39247591

Identification and Validation of MYADM as a Novel Prognostic Marker Related to EMT in ESCC.

Qiuxing Yang · Bo Cai · Shudong Zhu · Guomei Tai · Aiguo Shen

Journal of Cancer · 2024 doi:10.7150/jca.88767

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:39247591
kind
science-record
content_hash
sha256:c8023a9b2e25ca174cb7840983ae6fcb10eb710fd76a2e1e87e50db6a37e808a
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:29:23Z
updated_at
2026-11-01T22:12:38Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Identification and Validation of MYADM as a Novel Prognostic Marker Related to EMT in ESCC.
doi
10.7150/jca.88767
pmid
39247591
authors array · 5 items
[0]
Qiuxing Yang
[1]
Bo Cai
[2]
Shudong Zhu
[3]
Guomei Tai
[4]
Aiguo Shen
journal
Journal of Cancer
year
2024
abstract
Background: Esophageal squamous cell carcinoma (ESCC), one of the most aggressive gastrointestinal malignancies, remains an enormous challenge in terms of medical treatment and prognostic improvement. Based on the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases in R language, the myeloid-associated differentiation marker (MYADM) was confirmed using bioinformatics analysis and experimental verification. MYADM is upregulated in multiple cancer types; however, the oncogenic mechanism by which MYADM promotes ESCC remains largely unknown. Methods: In the present study, we used weighted gene coexpression network analysis to filter four hub genes (AKAP12, ITGA1, JAM2, and MYADM) in GSE45670 and GSE23400 that are related to the malignant progression of ESCC. Transcription factors and target miRNAs of the hub genes were predicted using the TarBase and JASPRAR databases, respectively, and a regulatory network was established. MYADM was selected based on the analysis of expression differences and prognostic value in ESCC. Next, we confirmed the level of MYADM in ESCC samples using immunohistochemistry of the tissue microarray. The molecular mechanisms of MYADM were further elucidated by experimental analyses, including Transwell assays, wound healing assays, and CCK8. Results: The correlation between MYADM levels and the clinical data of patients with ESCC was confirmed, including tumor differentiation, the node and metastasis stage, T stage, lymphatic metastasis, and postoperative distant metastasis. MYADM was significantly upregulated in ESCC and positively correlated with overall survival. MYADM induced cell proliferation, migration, invasion, and wound healing via the epithelial to mesenchymal transition (EMT) pathway in multiple experiments. Moreover, our results supported the hypothesis that MYADM promotes EMT during paclitaxel resistance. Conclusion: MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
WGCNA was performed to identify modules of highly correlated genes.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39247591
locator
sections[17] "Identification of hub VRmRNAs" paragraph 2
quote
WGCNA was performed to identify modules of highly correlated genes.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All datasets included in this study are available online to the public.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39247591
locator
sections[3] "Datasets and data preprocessing" paragraph 2
quote
All datasets included in this study are available online to the public.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:39247591
locator
sections[0] "Abstract" paragraph 4
quote
MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.
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:39247591
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:GSE23400
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:GSE23400
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 · 5 items
[0] object · 15 fields
id
source:pmid:39247591
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.7150/jca.88767
sha256
sha256:d621d2a63ce928f5f23e55785f6d11ef98cbe58fd80a9663689ede13089a359e
bytes
41559
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.7150/jca.88767
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
PMC11375559
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE23400
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=GSE23400
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE23400
version
null
note
All datasets included in this study are available online to the public.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All datasets included in this study are available online to the public.
access_statement_kind
data_availability_statement
sample_accessions array · 208 items
[0]
GSM573846
[1]
GSM573847
[2]
GSM573848
[3]
GSM573849
[4]
GSM573850
[5]
GSM573851
[6]
GSM573852
[7]
GSM573853
[8]
GSM573854
[9]
GSM573855
[10]
GSM573856
[11]
GSM573857
[12]
GSM573858
[13]
GSM573859
[14]
GSM573860
[15]
GSM573861
[16]
GSM573862
[17]
GSM573863
[18]
GSM573864
[19]
GSM573865
[20]
GSM573866
[21]
GSM573867
[22]
GSM573868
[23]
GSM573869
[24]
GSM573870
[25]
GSM573871
[26]
GSM573872
[27]
GSM573873
[28]
GSM573874
[29]
GSM573875
[30]
GSM573876
[31]
GSM573877
[32]
GSM573878
[33]
GSM573879
[34]
GSM573880
[35]
GSM573881
[36]
GSM573882
[37]
GSM573883
[38]
GSM573884
[39]
GSM573885
[40]
GSM573886
[41]
GSM573887
[42]
GSM573888
[43]
GSM573889
[44]
GSM573890
[45]
GSM573891
[46]
GSM573892
[47]
GSM573893
[48]
GSM573894
[49]
GSM573895
[50]
GSM573896
[51]
GSM573897
[52]
GSM573898
[53]
GSM573899
[54]
GSM573900
[55]
GSM573901
[56]
GSM573902
[57]
GSM573903
[58]
GSM573904
[59]
GSM573905
[60]
GSM573906
[61]
GSM573907
[62]
GSM573908
[63]
GSM573909
[64]
GSM573910
[65]
GSM573911
[66]
GSM573912
[67]
GSM573913
[68]
GSM573914
[69]
GSM573915
[70]
GSM573916
[71]
GSM573917
[72]
GSM573918
[73]
GSM573919
[74]
GSM573920
[75]
GSM573921
[76]
GSM573922
[77]
GSM573923
[78]
GSM573924
[79]
GSM573925
[80]
GSM573926
[81]
GSM573927
[82]
GSM573928
[83]
GSM573929
[84]
GSM573930
[85]
GSM573931
[86]
GSM573932
[87]
GSM573933
[88]
GSM573934
[89]
GSM573935
[90]
GSM573936
[91]
GSM573937
[92]
GSM573938
[93]
GSM573939
[94]
GSM573940
[95]
GSM573941
[96]
GSM573942
[97]
GSM573943
[98]
GSM573944
[99]
GSM573945
[100]
GSM573946
[101]
GSM573947
[102]
GSM573948
[103]
GSM573949
[104]
GSM573950
[105]
GSM573951
[106]
GSM573952
[107]
GSM573953
[108]
GSM573954
[109]
GSM573955
[110]
GSM573956
[111]
GSM573957
[112]
GSM573958
[113]
GSM573959
[114]
GSM573960
[115]
GSM573961
[116]
GSM573962
[117]
GSM573963
[118]
GSM573964
[119]
GSM573965
[120]
GSM573966
[121]
GSM573967
[122]
GSM573968
[123]
GSM573969
[124]
GSM573970
[125]
GSM573971
[126]
GSM573972
[127]
GSM573973
[128]
GSM573974
[129]
GSM573975
[130]
GSM573976
[131]
GSM573977
[132]
GSM573978
[133]
GSM573979
[134]
GSM573980
[135]
GSM573981
[136]
GSM573982
[137]
GSM573983
[138]
GSM573984
[139]
GSM573985
[140]
GSM573986
[141]
GSM573987
[142]
GSM573988
[143]
GSM573989
[144]
GSM573990
[145]
GSM573991
[146]
GSM573992
[147]
GSM573993
[148]
GSM573994
[149]
GSM573995
[150]
GSM573996
[151]
GSM573997
[152]
GSM573998
[153]
GSM573999
[154]
GSM574000
[155]
GSM574001
[156]
GSM574002
[157]
GSM574003
[158]
GSM574004
[159]
GSM574005
[160]
GSM574006
[161]
GSM574007
[162]
GSM574008
[163]
GSM574009
[164]
GSM574010
[165]
GSM574011
[166]
GSM574012
[167]
GSM574013
[168]
GSM574014
[169]
GSM574015
[170]
GSM574016
[171]
GSM574017
[172]
GSM574018
[173]
GSM574019
[174]
GSM574020
[175]
GSM574021
[176]
GSM574022
[177]
GSM574023
[178]
GSM574024
[179]
GSM574025
[180]
GSM574026
[181]
GSM574027
[182]
GSM574028
[183]
GSM574029
[184]
GSM574030
[185]
GSM574031
[186]
GSM574032
[187]
GSM574033
[188]
GSM574034
[189]
GSM574035
[190]
GSM574036
[191]
GSM574037
[192]
GSM574038
[193]
GSM574039
[194]
GSM574040
[195]
GSM574041
[196]
GSM574042
[197]
GSM574043
[198]
GSM574044
[199]
GSM574045
[200]
GSM574046
[201]
GSM574047
[202]
GSM574048
[203]
GSM574049
[204]
GSM574050
[205]
GSM574051
[206]
GSM574052
[207]
GSM574053
sample_count
208
group_sizes
null
group_sizes_basis
null
platform
97;96
taxon
Homo sapiens
title
Global gene expression profiling and validation in esophageal squamous cell carcinoma (ESCC)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE26886
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=GSE26886
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE26886
version
null
note
All datasets included in this study are available online to the public.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All datasets included in this study are available online to the public.
access_statement_kind
data_availability_statement
sample_accessions array · 69 items
[0]
GSM661721
[1]
GSM661722
[2]
GSM661723
[3]
GSM661724
[4]
GSM661725
[5]
GSM661726
[6]
GSM661727
[7]
GSM661728
[8]
GSM661729
[9]
GSM661730
[10]
GSM661731
[11]
GSM661732
[12]
GSM661733
[13]
GSM661734
[14]
GSM661735
[15]
GSM661736
[16]
GSM661737
[17]
GSM661738
[18]
GSM661739
[19]
GSM661740
[20]
GSM661741
[21]
GSM661742
[22]
GSM661743
[23]
GSM661744
[24]
GSM661745
[25]
GSM661746
[26]
GSM661747
[27]
GSM661748
[28]
GSM661749
[29]
GSM661750
[30]
GSM661751
[31]
GSM661752
[32]
GSM661753
[33]
GSM661754
[34]
GSM661755
[35]
GSM661756
[36]
GSM661757
[37]
GSM661758
[38]
GSM661759
[39]
GSM661760
[40]
GSM661761
[41]
GSM661762
[42]
GSM661763
[43]
GSM661764
[44]
GSM661765
[45]
GSM661766
[46]
GSM661767
[47]
GSM661768
[48]
GSM661769
[49]
GSM661770
[50]
GSM661771
[51]
GSM661772
[52]
GSM661773
[53]
GSM661774
[54]
GSM661775
[55]
GSM661776
[56]
GSM661777
[57]
GSM661778
[58]
GSM661779
[59]
GSM661780
[60]
GSM661781
[61]
GSM661782
[62]
GSM661783
[63]
GSM661784
[64]
GSM661785
[65]
GSM661786
[66]
GSM661787
[67]
GSM661788
[68]
GSM661789
sample_count
69
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression profiling of Barrett's esophagus, adenocarcinoma, esophageal squamous epithelium and squamous cell carcinoma
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE45670
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=GSE45670
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE45670
version
null
note
All datasets included in this study are available online to the public.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All datasets included in this study are available online to the public.
access_statement_kind
data_availability_statement
sample_accessions array · 38 items
[0]
GSM1111662
[1]
GSM1111663
[2]
GSM1111664
[3]
GSM1111665
[4]
GSM1111666
[5]
GSM1111667
[6]
GSM1111668
[7]
GSM1111669
[8]
GSM1111670
[9]
GSM1111671
[10]
GSM1111672
[11]
GSM1111673
[12]
GSM1111674
[13]
GSM1111675
[14]
GSM1111676
[15]
GSM1111677
[16]
GSM1111678
[17]
GSM1111679
[18]
GSM1111680
[19]
GSM1111681
[20]
GSM1111682
[21]
GSM1111683
[22]
GSM1111684
[23]
GSM1111685
[24]
GSM1111686
[25]
GSM1111687
[26]
GSM1111688
[27]
GSM1111689
[28]
GSM1111690
[29]
GSM1111691
[30]
GSM1111692
[31]
GSM1111693
[32]
GSM1111694
[33]
GSM1111695
[34]
GSM1111696
[35]
GSM1111697
[36]
GSM1111698
[37]
GSM1111699
sample_count
38
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data from esophageal squamous cell carcinomas and normal esophageal epithelia
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE75241
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=GSE75241
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE75241
version
null
note
All datasets included in this study are available online to the public.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All datasets included in this study are available online to the public.
access_statement_kind
data_availability_statement
sample_accessions array · 30 items
[0]
GSM1946756
[1]
GSM1946757
[2]
GSM1946758
[3]
GSM1946759
[4]
GSM1946760
[5]
GSM1946761
[6]
GSM1946762
[7]
GSM1946763
[8]
GSM1946764
[9]
GSM1946765
[10]
GSM1946766
[11]
GSM1946767
[12]
GSM1946768
[13]
GSM1946769
[14]
GSM1946770
[15]
GSM1946771
[16]
GSM1946772
[17]
GSM1946773
[18]
GSM1946774
[19]
GSM1946775
[20]
GSM1946776
[21]
GSM1946777
[22]
GSM1946778
[23]
GSM1946779
[24]
GSM1946780
[25]
GSM1946781
[26]
GSM1946782
[27]
GSM1946783
[28]
GSM1946784
[29]
GSM1946785
sample_count
30
group_sizes
null
group_sizes_basis
null
platform
5175
taxon
Homo sapiens
title
Gene expression profile of esophageal squamous cell carcinoma
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 · 8 items
[0]
asset:data:geo:GSE23400 not downloaded
[1]
asset:data:geo:GSE23400 licence not read
[2]
asset:data:geo:GSE26886 not downloaded
[3]
asset:data:geo:GSE26886 licence not read
[4]
asset:data:geo:GSE45670 not downloaded
[5]
asset:data:geo:GSE45670 licence not read
[6]
asset:data:geo:GSE75241 not downloaded
[7]
asset:data:geo:GSE75241 licence not read
analysis object · 4 fields
state
partial
methods array · 6 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Kaplan-Meier
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
Cox proportional hazards
[2] object · 10 fields
id
method-3
family
survival_analysis
specific
log_rank_test
label
Survival analysis
dsl_operations array · 1 item
[0]
logrank_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
log-rank
[3] object · 10 fields
id
method-4
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
0.8
band
high
quote
PPI
[4] object · 10 fields
id
method-5
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
χ2
[5] object · 10 fields
id
method-6
family
null
specific
null
label
Weighted gene coexpression network analysis (WGCNA)
dsl_operations array · 0 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 0 items
evidence object · 3 fields
score
1
band
verbatim
quote
WGCNA was performed to identify modules of highly correlated genes.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
survival_km
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: kaplan_meier.
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 · 4 items
[0]
GSE45670
[1]
GSE23400
[2]
GSE75241
[3]
GSE26886
resolved_accessions array · 4 items
[0]
GSE45670
[1]
GSE23400
[2]
GSE75241
[3]
GSE26886
statements array · 1 item
[0]
All datasets included in this study are available online to the public.
basis
The paper names GSE45670, GSE23400, GSE75241, GSE26886 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 · 1 item
[0]
survival_km
assets array · 2 items
[0]
source:pmid:39247591
[1]
data:geo:GSE23400
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:GSE23400
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:30:35Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11230
completion_tokens
1581
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:39247591
type
paper
label
pmid:39247591
[1] object · 3 fields
id
source:pmid:39247591
type
manuscript
label
PMID 39247591 full text
[2] object · 3 fields
id
data:geo:GSE23400
type
dataset
label
GEO GSE23400
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:39247591
type
paper
label
pmid:39247591
[1] object · 3 fields
id
source:pmid:39247591
type
manuscript
label
PMID 39247591 full text
[2] object · 3 fields
id
data:geo:GSE23400
type
dataset
label
GEO GSE23400
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-39247591
type
extraction
used array · 1 item
[0]
source:pmid:39247591
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE23400
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE23400
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:39247591
parent_hash
sha256:e4f9242ecc421a63beb31f554c29210b57066d19e5caf53fd4be1e2f5935a6d0
fork_of
null
gaps array · 13 items
[0]
asset:data:geo:GSE23400 licence not read
[1]
asset:data:geo:GSE23400 not downloaded
[2]
asset:data:geo:GSE26886 licence not read
[3]
asset:data:geo:GSE26886 not downloaded
[4]
asset:data:geo:GSE45670 licence not read
[5]
asset:data:geo:GSE45670 not downloaded
[6]
asset:data:geo:GSE75241 licence not read
[7]
asset:data:geo:GSE75241 not downloaded
[8]
execution.not_run
[9]
method.reader_named_unmapped
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
assays array · 7 items
[0] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
med the level of MYADM in ESCC samples using immunohistochemistry of the tissue microarray. The molecular mech
order_basis
paper_text_order:1161
id
assay:1
[1] 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
0.99
evidence array · 2 items
[0]
les using immunohistochemistry of the tissue microarray. The molecular mechanisms of MYADM were furt
[1]
rgery to death or the last follow-up. Tissue microarray (TMA) specimens included 375 tumor specimens
order_basis
paper_text_order:1196
id
assay:2
[2] 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
0.93
evidence array · 1 item
[0]
Transwell assays, wound healing assays, and CCK8. Results: The correlation between MYADM leve
order_basis
paper_text_order:1347
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
on Declaration of Helsinki. Cell culture and transfection The human esophageal cancer cell line KYSE15
[1]
cubator at 37°C and 5% CO2. Interferin siRNA transfection reagent (POLYPLUS, Agent for Building 16, La
[2]
udong New Area, Shanghai) was used for siRNA transfection experiments. The interferin siRNA transfecti
[3]
ansfection experiments. The interferin siRNA transfection reagent and plasmid were diluted in RPMI 164
order_basis
paper_text_order:3012
id
assay:4
[4] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
s purchased from Meisen CTCC. All cells were cultured in RPMI 1640 medium (Gibco, California, USA) co
order_basis
paper_text_order:3194
id
assay:5
[5] object · 11 fields
role
data_generation
definition_id
western_blot
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]
5 μg/mL) to select stably transfected cells. Western blotting was used to verify transfection efficiency.
order_basis
paper_text_order:3871
id
assay:6
[6] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Kaplan-Meier
order_basis
consumes_earlier_output
id
assay:7
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39247591", "kind": "science-record", "revision": 3, "content_hash": "sha256:c8023a9b2e25ca174cb7840983ae6fcb10eb710fd76a2e1e87e50db6a37e808a", "created_at": "2026-11-01T20:29:23Z", "updated_at": "2026-11-01T22:12:38Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Identification and Validation of MYADM as a Novel Prognostic Marker Related to EMT in ESCC.", "doi": "10.7150/jca.88767", "pmid": "39247591", "authors": ["Qiuxing Yang", "Bo Cai", "Shudong Zhu", "Guomei Tai", "Aiguo Shen"], "journal": "Journal of Cancer", "year": 2024, "abstract": "Background: Esophageal squamous cell carcinoma (ESCC), one of the most aggressive gastrointestinal malignancies, remains an enormous challenge in terms of medical treatment and prognostic improvement. Based on the Gene Expression Omnibus (GEO) and The Cancer Genome Atlas (TCGA) databases in R language, the myeloid-associated differentiation marker (MYADM) was confirmed using bioinformatics analysis and experimental verification. MYADM is upregulated in multiple cancer types; however, the oncogenic mechanism by which MYADM promotes ESCC remains largely unknown. Methods: In the present study, we used weighted gene coexpression network analysis to filter four hub genes (AKAP12, ITGA1, JAM2, and MYADM) in GSE45670 and GSE23400 that are related to the malignant progression of ESCC. Transcription factors and target miRNAs of the hub genes were predicted using the TarBase and JASPRAR databases, respectively, and a regulatory network was established. MYADM was selected based on the analysis of expression differences and prognostic value in ESCC. Next, we confirmed the level of MYADM in ESCC samples using immunohistochemistry of the tissue microarray. The molecular mechanisms of MYADM were further elucidated by experimental analyses, including Transwell assays, wound healing assays, and CCK8. Results: The correlation between MYADM levels and the clinical data of patients with ESCC was confirmed, including tumor differentiation, the node and metastasis stage, T stage, lymphatic metastasis, and postoperative distant metastasis. MYADM was significantly upregulated in ESCC and positively correlated with overall survival. MYADM induced cell proliferation, migration, invasion, and wound healing via the epithelial to mesenchymal transition (EMT) pathway in multiple experiments. Moreover, our results supported the hypothesis that MYADM promotes EMT during paclitaxel resistance. Conclusion: MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.", "claims": [{"id": "claim-method", "statement": "WGCNA was performed to identify modules of highly correlated genes.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39247591", "locator": "sections[17] \"Identification of hub VRmRNAs\" paragraph 2", "quote": "WGCNA was performed to identify modules of highly correlated genes."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All datasets included in this study are available online to the public.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39247591", "locator": "sections[3] \"Datasets and data preprocessing\" paragraph 2", "quote": "All datasets included in this study are available online to the public."}], "state": "complete"}, {"id": "claim-target-result", "statement": "MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39247591", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "MYADM is closely correlated with ESCC progression, metastasis, and paclitaxel resistance and could be regarded as a novel biomarker and therapeutic target for ESCC patients.", "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:39247591"], "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:GSE23400"], "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:GSE23400"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39247591", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7150/jca.88767", "sha256": "sha256:d621d2a63ce928f5f23e55785f6d11ef98cbe58fd80a9663689ede13089a359e", "bytes": 41559, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7150/jca.88767", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11375559", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE23400", "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=GSE23400", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE23400", "version": null, "note": "All datasets included in this study are available online to the public.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All datasets included in this study are available online to the public.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM573846", "GSM573847", "GSM573848", "GSM573849", "GSM573850", "GSM573851", "GSM573852", "GSM573853", "GSM573854", "GSM573855", "GSM573856", "GSM573857", "GSM573858", "GSM573859", "GSM573860", "GSM573861", "GSM573862", "GSM573863", "GSM573864", "GSM573865", "GSM573866", "GSM573867", "GSM573868", "GSM573869", "GSM573870", "GSM573871", "GSM573872", "GSM573873", "GSM573874", "GSM573875", "GSM573876", "GSM573877", "GSM573878", "GSM573879", "GSM573880", "GSM573881", "GSM573882", "GSM573883", "GSM573884", "GSM573885", "GSM573886", "GSM573887", "GSM573888", "GSM573889", "GSM573890", "GSM573891", "GSM573892", "GSM573893", "GSM573894", "GSM573895", "GSM573896", "GSM573897", "GSM573898", "GSM573899", "GSM573900", "GSM573901", "GSM573902", "GSM573903", "GSM573904", "GSM573905", "GSM573906", "GSM573907", "GSM573908", "GSM573909", "GSM573910", "GSM573911", "GSM573912", "GSM573913", "GSM573914", "GSM573915", "GSM573916", "GSM573917", "GSM573918", "GSM573919", "GSM573920", "GSM573921", "GSM573922", "GSM573923", "GSM573924", "GSM573925", "GSM573926", "GSM573927", "GSM573928", "GSM573929", "GSM573930", "GSM573931", "GSM573932", "GSM573933", "GSM573934", "GSM573935", "GSM573936", "GSM573937", "GSM573938", "GSM573939", "GSM573940", "GSM573941", "GSM573942", "GSM573943", "GSM573944", "GSM573945", "GSM573946", "GSM573947", "GSM573948", "GSM573949", "GSM573950", "GSM573951", "GSM573952", "GSM573953", "GSM573954", "GSM573955", "GSM573956", "GSM573957", "GSM573958", "GSM573959", "GSM573960", "GSM573961", "GSM573962", "GSM573963", "GSM573964", "GSM573965", "GSM573966", "GSM573967", "GSM573968", "GSM573969", "GSM573970", "GSM573971", "GSM573972", "GSM573973", "GSM573974", "GSM573975", "GSM573976", "GSM573977", "GSM573978", "GSM573979", "GSM573980", "GSM573981", "GSM573982", "GSM573983", "GSM573984", "GSM573985", "GSM573986", "GSM573987", "GSM573988", "GSM573989", "GSM573990", "GSM573991", "GSM573992", "GSM573993", "GSM573994", "GSM573995", "GSM573996", "GSM573997", "GSM573998", "GSM573999", "GSM574000", "GSM574001", "GSM574002", "GSM574003", "GSM574004", "GSM574005", "GSM574006", "GSM574007", "GSM574008", "GSM574009", "GSM574010", "GSM574011", "GSM574012", "GSM574013", "GSM574014", "GSM574015", "GSM574016", "GSM574017", "GSM574018", "GSM574019", "GSM574020", "GSM574021", "GSM574022", "GSM574023", "GSM574024", "GSM574025", "GSM574026", "GSM574027", "GSM574028", "GSM574029", "GSM574030", "GSM574031", "GSM574032", "GSM574033", "GSM574034", "GSM574035", "GSM574036", "GSM574037", "GSM574038", "GSM574039", "GSM574040", "GSM574041", "GSM574042", "GSM574043", "GSM574044", "GSM574045", "GSM574046", "GSM574047", "GSM574048", "GSM574049", "GSM574050", "GSM574051", "GSM574052", "GSM574053"], "sample_count": 208, "group_sizes": null, "group_sizes_basis": null, "platform": "97;96", "taxon": "Homo sapiens", "title": "Global gene expression profiling and validation in esophageal squamous cell carcinoma (ESCC)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE26886", "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=GSE26886", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE26886", "version": null, "note": "All datasets included in this study are available online to the public.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All datasets included in this study are available online to the public.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM661721", "GSM661722", "GSM661723", "GSM661724", "GSM661725", "GSM661726", "GSM661727", "GSM661728", "GSM661729", "GSM661730", "GSM661731", "GSM661732", "GSM661733", "GSM661734", "GSM661735", "GSM661736", "GSM661737", "GSM661738", "GSM661739", "GSM661740", "GSM661741", "GSM661742", "GSM661743", "GSM661744", "GSM661745", "GSM661746", "GSM661747", "GSM661748", "GSM661749", "GSM661750", "GSM661751", "GSM661752", "GSM661753", "GSM661754", "GSM661755", "GSM661756", "GSM661757", "GSM661758", "GSM661759", "GSM661760", "GSM661761", "GSM661762", "GSM661763", "GSM661764", "GSM661765", "GSM661766", "GSM661767", "GSM661768", "GSM661769", "GSM661770", "GSM661771", "GSM661772", "GSM661773", "GSM661774", "GSM661775", "GSM661776", "GSM661777", "GSM661778", "GSM661779", "GSM661780", "GSM661781", "GSM661782", "GSM661783", "GSM661784", "GSM661785", "GSM661786", "GSM661787", "GSM661788", "GSM661789"], "sample_count": 69, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Gene expression profiling of Barrett's esophagus, adenocarcinoma, esophageal squamous epithelium and squamous cell carcinoma", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE45670", "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=GSE45670", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE45670", "version": null, "note": "All datasets included in this study are available online to the public.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All datasets included in this study are available online to the public.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1111662", "GSM1111663", "GSM1111664", "GSM1111665", "GSM1111666", "GSM1111667", "GSM1111668", "GSM1111669", "GSM1111670", "GSM1111671", "GSM1111672", "GSM1111673", "GSM1111674", "GSM1111675", "GSM1111676", "GSM1111677", "GSM1111678", "GSM1111679", "GSM1111680", "GSM1111681", "GSM1111682", "GSM1111683", "GSM1111684", "GSM1111685", "GSM1111686", "GSM1111687", "GSM1111688", "GSM1111689", "GSM1111690", "GSM1111691", "GSM1111692", "GSM1111693", "GSM1111694", "GSM1111695", "GSM1111696", "GSM1111697", "GSM1111698", "GSM1111699"], "sample_count": 38, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data from esophageal squamous cell carcinomas and normal esophageal epithelia", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE75241", "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=GSE75241", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE75241", "version": null, "note": "All datasets included in this study are available online to the public.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All datasets included in this study are available online to the public.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1946756", "GSM1946757", "GSM1946758", "GSM1946759", "GSM1946760", "GSM1946761", "GSM1946762", "GSM1946763", "GSM1946764", "GSM1946765", "GSM1946766", "GSM1946767", "GSM1946768", "GSM1946769", "GSM1946770", "GSM1946771", "GSM1946772", "GSM1946773", "GSM1946774", "GSM1946775", "GSM1946776", "GSM1946777", "GSM1946778", "GSM1946779", "GSM1946780", "GSM1946781", "GSM1946782", "GSM1946783", "GSM1946784", "GSM1946785"], "sample_count": 30, "group_sizes": null, "group_sizes_basis": null, "platform": "5175", "taxon": "Homo sapiens", "title": "Gene expression profile of esophageal squamous cell carcinoma", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE23400 not downloaded", "asset:data:geo:GSE23400 licence not read", "asset:data:geo:GSE26886 not downloaded", "asset:data:geo:GSE26886 licence not read", "asset:data:geo:GSE45670 not downloaded", "asset:data:geo:GSE45670 licence not read", "asset:data:geo:GSE75241 not downloaded", "asset:data:geo:GSE75241 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "survival_analysis", "specific": "kaplan_meier", "label": "Survival analysis", "dsl_operations": ["survival_km"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Kaplan-Meier"}}, {"id": "method-2", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Cox proportional hazards"}}, {"id": "method-3", "family": "survival_analysis", "specific": "log_rank_test", "label": "Survival analysis", "dsl_operations": ["logrank_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "log-rank"}}, {"id": "method-4", "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": 0.8, "band": "high", "quote": "PPI"}}, {"id": "method-5", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "χ2"}}, {"id": "method-6", "family": null, "specific": null, "label": "Weighted gene coexpression network analysis (WGCNA)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "WGCNA was performed to identify modules of highly correlated genes."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE45670", "GSE23400", "GSE75241", "GSE26886"], "resolved_accessions": ["GSE45670", "GSE23400", "GSE75241", "GSE26886"], "statements": ["All datasets included in this study are available online to the public."], "basis": "The paper names GSE45670, GSE23400, GSE75241, GSE26886 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": ["survival_km"], "assets": ["source:pmid:39247591", "data:geo:GSE23400"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE23400"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:30:35Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11230, "completion_tokens": 1581, "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:39247591", "type": "paper", "label": "pmid:39247591"}, {"id": "source:pmid:39247591", "type": "manuscript", "label": "PMID 39247591 full text"}, {"id": "data:geo:GSE23400", "type": "dataset", "label": "GEO GSE23400"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39247591", "type": "paper", "label": "pmid:39247591"}, {"id": "source:pmid:39247591", "type": "manuscript", "label": "PMID 39247591 full text"}, {"id": "data:geo:GSE23400", "type": "dataset", "label": "GEO GSE23400"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39247591", "type": "extraction", "used": ["source:pmid:39247591"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE23400", "type": "accession_resolution", "used": ["data:geo:GSE23400"], "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:39247591", "parent_hash": "sha256:e4f9242ecc421a63beb31f554c29210b57066d19e5caf53fd4be1e2f5935a6d0", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE23400 licence not read", "asset:data:geo:GSE23400 not downloaded", "asset:data:geo:GSE26886 licence not read", "asset:data:geo:GSE26886 not downloaded", "asset:data:geo:GSE45670 licence not read", "asset:data:geo:GSE45670 not downloaded", "asset:data:geo:GSE75241 licence not read", "asset:data:geo:GSE75241 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["med the level of MYADM in ESCC samples using immunohistochemistry of the tissue microarray. The molecular mech"], "order_basis": "paper_text_order:1161", "id": "assay:1"}, {"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["les using immunohistochemistry of the tissue microarray. The molecular mechanisms of MYADM were furt", "rgery to death or the last follow-up. Tissue microarray (TMA) specimens included 375 tumor specimens"], "order_basis": "paper_text_order:1196", "id": "assay:2"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["Transwell assays, wound healing assays, and CCK8. Results: The correlation between MYADM leve"], "order_basis": "paper_text_order:1347", "id": "assay:3"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["on Declaration of Helsinki. Cell culture and transfection The human esophageal cancer cell line KYSE15", "cubator at 37°C and 5% CO2. Interferin siRNA transfection reagent (POLYPLUS, Agent for Building 16, La", "udong New Area, Shanghai) was used for siRNA transfection experiments. The interferin siRNA transfecti", "ansfection experiments. The interferin siRNA transfection reagent and plasmid were diluted in RPMI 164"], "order_basis": "paper_text_order:3012", "id": "assay:4"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["s purchased from Meisen CTCC. All cells were cultured in RPMI 1640 medium (Gibco, California, USA) co"], "order_basis": "paper_text_order:3194", "id": "assay:5"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["5 μg/mL) to select stably transfected cells. Western blotting was used to verify transfection efficiency."], "order_basis": "paper_text_order:3871", "id": "assay:6"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["Kaplan-Meier"], "order_basis": "consumes_earlier_output", "id": "assay:7"}]}