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pmid:32714406

Study on the Selection of the Targets of Esophageal Carcinoma and Interventions of Ginsenosides Based on Network Pharmacology and Bioinformatics.

Xin Yang · Yahui Li · Haibing Qian

Evidence-based complementary and alternative medicine : eCAM · 2020 doi:10.1155/2020/4821056

Paper

complete

Experiment

complete

Data

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Analysis

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:32714406
kind
science-record
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sha256:8f49804b0bc2529d20f51cc0136c5f9f2c4af23e64e0e0dca5299fd56831298c
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https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:06Z
updated_at
2026-11-01T22:01:57Z
generator object · 2 fields
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paper object · 10 fields
state
complete
title
Study on the Selection of the Targets of Esophageal Carcinoma and Interventions of Ginsenosides Based on Network Pharmacology and Bioinformatics.
doi
10.1155/2020/4821056
pmid
32714406
authors array · 3 items
[0]
Xin Yang
[1]
Yahui Li
[2]
Haibing Qian
journal
Evidence-based complementary and alternative medicine : eCAM
year
2020
abstract
BACKGROUND: Esophageal carcinoma (ESCA) is not only a threat to people's health but also the sixth most common cause of cancer-related mortality worldwide. METHODS: In this study, the key targets of ESCA are screened through GeneCards and DisGeNET databases combined with the Gene Expression Omnibus (GEO) database (GSE1420 and GSE20347). Then, data associated with ESCA samples are downloaded from The Cancer Genome Atlas (TCGA) database for integrated analysis. Moreover, the effect of epithelial cell adhesion molecule (EpCAM) expression on the survival of patients with ESCA is evaluated by Kaplan-Meier and Cox analyses. The virtual screening is carried out using a Suflex-Dock molecular docking module. The chemical components, which have been well bound to EpCAM, are screened out based on a total score >5 as a threshold. Ginsenosides and EpCAM are analyzed by LigPlot + v.2.2 software to identify the binding sites. RESULTS: Four ESCA targets are obtained from GeneCards, DisGeNET, and GEO databases. In this study, it is found that high EpCAM expression is associated with histologic grade, stage, patient age, N classification, T classification, and radiation therapy. The Kaplan-Meier curves for overall survival also show that the higher expression of EpCAM is associated with worse outcomes in patients with ESCA. Univariate and multivariate Cox analyses indicate that EpCAM mRNA expression might be a useful biomarker for ESCA(P < 0.05). Molecular docking technology suggests that ginsenoside Rg3 and ginsenoside Rh2 can easily establish good docking modes and have a high affinity with EpCAM. The 6'-hydroxyl and 6″-hydroxyl on the 3-glycosyl of ginsenoside Rg3 are prone to form hydrogen bonds (Lys151 and Lys221) with the active sites of EpCAM ligand binding domain. The hydroxyl groups on the 12 sites of the ginsenoside Rh2 glycoside framework are found to have hydrogen bonding with Leu240. The formation of hydrogen bonds plays an important role in binding of ginsenoside Rg3 and ginsenoside Rh2 to EpCAM, as well as the stability of EpCAM conformation. CONCLUSION: EpCAM may be determined as a potential biomarker for early diagnosis and prognosis of ESCA. Ginsenoside Rg3 and ginsenoside Rh2 have potential antiesophageal cancer activities. This experiment provides a reference for the study of the chemical compositions of ginsenosides in the treatment of esophageal cancer.
claims array · 2 items
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A univariate Cox analysis is performed to select potential prognostic factors. A multivariate Cox analysis is conducted to verify the correlation between EpCAM expression and survival along with other clinical features. Univariate and multivariate Cox (Figure S2) analyses show that EpCAM expression is an independent risk factor for overall survival (OS) among ESCA patients (hazard ratio [HR] = 1.00, 95% confidence interval (CI): 1.00–1.01, P=0.01; Table 3). This analysis is performed based on the expression and clinical data of the TCGA database.
kind
methodological
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null
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sections[7] "2.5. Statistical Analysis" paragraph 2
quote
A univariate Cox analysis is performed to select potential prognostic factors.
[1] object · 3 fields
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source:pmid:32714406
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sections[7] "2.5. Statistical Analysis" paragraph 2
quote
A multivariate Cox analysis is conducted to verify the correlation between EpCAM expression and survival along with other clinical features.
[2] object · 3 fields
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sections[14] "3.5. High EpCAM Expression Is an Independent Risk Factor for Overall Survival among ESCA Patients" paragraph 2
quote
Univariate and multivariate Cox (Figure S2) analyses show that EpCAM expression is an independent risk factor for overall survival (OS) among ESCA patients (hazard ratio [HR] = 1.00, 95% confidence interval (CI): 1.00–1.01, P=0.01; Table 3).
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sections[7] "2.5. Statistical Analysis" paragraph 2
quote
This analysis is performed based on the expression and clinical data of the TCGA database.
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The data used to support the findings of this study are included within the supplementary information file.
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sections[19] "Data Availability" paragraph 2
quote
The data used to support the findings of this study are included within the supplementary information file.
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Barrett's esophagus, Barrett's-associated adenocarcinomas and normal esophageal epithelium
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GSM509814
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GSM509815
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GSM509816
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GSM509817
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GSM509818
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GSM509819
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GSM509820
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null
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571
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Homo sapiens
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Analysis of gene expression in esophageal squamous cell carcinoma (ESCC)
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2026-11-01T15:39:54Z
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The detail information of four GEO datasets.
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3.1. Screening of Intersections of Genes in ESCA
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Table 1
caption
The detail information of four GEO datasets.
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[0] array · 6 items
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GEO series
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Platform
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Gene chip
[3]
Normal (n)
[4]
ESCA (n)
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[0]
GSE1420
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8
[4]
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[5]
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[4]
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section[10]/table-wrap[1]#tab1
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Clinical characteristics of ESCA patients.
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pmcid
PMC7333027
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11
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3.2. Characteristics of the Study Population
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55
column_count
2
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label
Table 2
caption
Clinical characteristics of ESCA patients.
rows array · 55 items
[0] array · 2 items
[0]
Characteristic
[1]
n (%)
[1] array · 2 items
[0]
Age
[1]
[2] array · 2 items
[0]
<55 years
[1]
52 (28.42)
[3] array · 2 items
[0]
≥55 years
[1]
131 (71.58)
[4] array · 1 item
[0]
[5] array · 2 items
[0]
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[1]
[6] array · 2 items
[0]
Female
[1]
27 (14.75)
[7] array · 2 items
[0]
Male
[1]
156 (85.25)
[8] array · 1 item
[0]
[9] array · 2 items
[0]
Survival status
[1]
[10] array · 2 items
[0]
Death
[1]
76 (41.53)
[11] array · 2 items
[0]
Survival
[1]
107 (58.47)
[12] array · 1 item
[0]
[13] array · 2 items
[0]
Alcohol consumption history
[1]
[14] array · 2 items
[0]
Yes
[1]
128 (69.95)
[15] array · 2 items
[0]
No
[1]
55 (30.05)
[16] array · 1 item
[0]
[17] array · 2 items
[0]
Radiation therapy
[1]
[18] array · 2 items
[0]
Yes
[1]
48 (26.23)
[19] array · 2 items
[0]
No
[1]
135 (73.77)
[20] array · 1 item
[0]
[21] array · 2 items
[0]
Pharmaceutical
[1]
[22] array · 2 items
[0]
Yes
[1]
42 (22.95)
[23] array · 2 items
[0]
No
[1]
141 (77.05)
[24] array · 1 item
[0]
[25] array · 2 items
[0]
T classification
[1]
[26] array · 2 items
[0]
T0
[1]
2 (1.09)
[27] array · 2 items
[0]
T1
[1]
32 (17.49)
[28] array · 2 items
[0]
T2
[1]
44 (24.04)
[29] array · 2 items
[0]
T3
[1]
100 (54.64)
[30] array · 2 items
[0]
T4
[1]
5 (2.73)
[31] array · 1 item
[0]
[32] array · 2 items
[0]
N classification
[1]
[33] array · 2 items
[0]
N0
[1]
79 (43.17)
[34] array · 2 items
[0]
N1
[1]
73 (39.89)
[35] array · 2 items
[0]
N2
[1]
21 (44.48)
[36] array · 2 items
[0]
N3
[1]
8 (4.37)
[37] array · 2 items
[0]
NX
[1]
2 (1.09)
[38] array · 1 item
[0]
[39] array · 2 items
[0]
Stage
[1]
[40] array · 2 items
[0]
I
[1]
14 (7.65)
[41] array · 2 items
[0]
II
[1]
92 (50.27)
[42] array · 2 items
[0]
III
[1]
65 (35.52)
[43] array · 2 items
[0]
IV
[1]
12 (6.56)
[44] array · 1 item
[0]
[45] array · 2 items
[0]
Histological grade
[1]
[46] array · 2 items
[0]
G1
[1]
19 (10.38)
[47] array · 2 items
[0]
G2
[1]
76 (41.53)
[48] array · 2 items
[0]
G3
[1]
48 (26.23)
[49] array · 2 items
[0]
GX
[1]
40 (21.86)
[50] array · 1 item
[0]
[51] array · 2 items
[0]
M classification
[1]
[52] array · 2 items
[0]
M0
[1]
148 (80.87)
[53] array · 2 items
[0]
M1
[1]
12 (6.56)
[54] array · 2 items
[0]
MX
[1]
23 (12.57)
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section[11]/table-wrap[1]#tab2
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Univariate analysis and multivariate analysis of the correlation of EpCAM expression with OS among ESCA patients.
structure object · 5 fields
pmcid
PMC7333027
section_index
14
section_title
3.5. High EpCAM Expression Is an Independent Risk Factor for Overall Survival among ESCA Patients
row_count
10
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table object · 8 fields
label
Table 3
caption
Univariate analysis and multivariate analysis of the correlation of EpCAM expression with OS among ESCA patients.
rows array · 10 items
[0] array · 3 items
[0]
Parameter
[1]
Univariate analysis
[2]
Multivariate analysis
[1] array · 6 items
[0]
HR
[1]
95% CI
[2]
P
[3]
HR
[4]
95% CI
[5]
P
[2] array · 7 items
[0]
Age
[1]
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[2]
0.98–1.03
[3]
0.731
[4]
1.02
[5]
0.98–1.05
[6]
0.323
[3] array · 7 items
[0]
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[1]
4.23
[2]
1.02–17.47
[3]
0.046
[4]
2.15
[5]
0.49–9.46
[6]
0.310
[4] array · 7 items
[0]
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[1]
1.48
[2]
0.92–2.36
[3]
0.102
[4]
0.94
[5]
0.53–1.66
[6]
0.821
[5] array · 7 items
[0]
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[1]
2.51
[2]
1.68–3.75
[3]
7.40E 06
[4]
1.73
[5]
0.57–5.27
[6]
0.336
[6] array · 7 items
[0]
T classification
[1]
1.32
[2]
0.90–1.94
[3]
0.159
[4]
1.14
[5]
0.66–1.96
[6]
0.633
[7] array · 7 items
[0]
M classification
[1]
3.64
[2]
1.60–8.28
[3]
0.002
[4]
1.87
[5]
0.27–13.09
[6]
0.529
[8] array · 7 items
[0]
N classification
[1]
1.74
[2]
1.27–2.39
[3]
0.001
[4]
1.34
[5]
0.72–2.46
[6]
0.363
[9] array · 7 items
[0]
EpCAM
[1]
1.00
[2]
1.00–1.01
[3]
0.004
[4]
1.00
[5]
1.00–1.01
[6]
0.010
locator
section[14]/table-wrap[1]#tab3
[6] object · 16 fields
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The 2D protein-ligand interaction.
structure object · 5 fields
pmcid
PMC7333027
section_index
15
section_title
3.6. Molecular Docking and Interaction
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5
column_count
6
table object · 8 fields
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Table 4
caption
The 2D protein-ligand interaction.
rows array · 5 items
[0] array · 6 items
[0]
No.
[1]
Compound name
[2]
CAS
[3]
Score
[4]
Hydrogen bond
[5]
Hydrophobic interactions
[1] array · 6 items
[0]
1
[1]
Ginsenoside Rg3
[2]
14197-60-5
[3]
5.91
[4]
Lys151, Lys221
[5]
Asp232, Leu242, Val220, Pro244, Gly222,Asp219, Phe216, Ile193, Glu169, Ile170,Leu166, Tyr174, Leu233
[2] array · 6 items
[0]
2
[1]
Ginsenoside Rh2
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78214-33-2
[3]
5.24
[4]
Leu240
[5]
Glu169, Ile170, Leu233, Asp232, Asp241,Leu242, Pro244, Val220, Lys229, Asp219,Arg173, Phe216, Tye174, Leu166
[3] array · 6 items
[0]
3
[1]
Ginsenoside Rg5
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186763-78-0
[3]
4.10
[4]
Lys151, Asp241
[5]
Tyr174, Glu169, Leu233, Leu242, Asp219,Asp232, Arg173, Pro244, Val220, Leu240,Ile170, Phe216, Leu148
[4] array · 6 items
[0]
4
[1]
Ginsenoside Rk3
[2]
364779-15-7
[3]
3.59
[4]
Lys151, Asp241
[5]
Gly222, Lys229, Arg173, Asp219, Asp232,Leu240, Leu233, Val220, Leu242, Pro244
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[0]
asset:data:geo:GSE1420 not downloaded
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asset:data:geo:GSE1420 licence not read
[2]
asset:data:geo:GSE20347 not downloaded
[3]
asset:data:geo:GSE20347 licence not read
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partial
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[0] object · 10 fields
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kaplan_meier
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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
0.7
band
medium
quote
Kaplan-Meier
[1] object · 10 fields
id
method-2
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
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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
chi-square
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id
method-3
family
contingency_analysis
specific
fisher_exact
label
Categorical (contingency table) analysis
dsl_operations array · 2 items
[0]
contingency_table
[1]
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
Fisher's exact
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Univariate and multivariate Cox analyses
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
reordered
quote
A univariate Cox analysis is performed to select potential prognostic factors. A multivariate Cox analysis is conducted to verify the correlation between EpCAM expression and survival along with other clinical features. Univariate and multivariate Cox (Figure S2) analyses show that EpCAM expression is an independent risk factor for overall survival (OS) among ESCA patients (hazard ratio [HR] = 1.00, 95% confidence interval (CI): 1.00–1.01, P=0.01; Table 3). This analysis is performed based on the expression and clinical data of the TCGA database.
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 · 2 items
[0]
GSE1420
[1]
GSE20347
resolved_accessions array · 2 items
[0]
GSE1420
[1]
GSE20347
statements array · 1 item
[0]
The data used to support the findings of this study are included within the supplementary information file.
basis
The paper names GSE1420, GSE20347 in Gene Expression Omnibus (GEO) database and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
survival_km
assets array · 6 items
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source:pmid:32714406
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data:geo:GSE1420
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asset:table:pmid:32714406:1
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asset:table:pmid:32714406:2
[4]
asset:table:pmid:32714406:3
[5]
asset:table:pmid:32714406:4
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:GSE1420
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
2026-10-31T18:21:28Z
independence
single_reader
evidence_check object · 2 fields
method
reordered
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
27790
completion_tokens
2414
cached_tokens
792
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
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minimax
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review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
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null
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gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:32714406
type
paper
label
pmid:32714406
[1] object · 3 fields
id
source:pmid:32714406
type
manuscript
label
PMID 32714406 full text
[2] object · 3 fields
id
data:geo:GSE1420
type
dataset
label
GEO GSE1420
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:32714406
type
paper
label
pmid:32714406
[1] object · 3 fields
id
source:pmid:32714406
type
manuscript
label
PMID 32714406 full text
[2] object · 3 fields
id
data:geo:GSE1420
type
dataset
label
GEO GSE1420
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-32714406
type
extraction
used array · 1 item
[0]
source:pmid:32714406
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE1420
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE1420
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:32714406
parent_hash
sha256:36a14e632bb4039c031271d2b302232f18f1cbc2d486a98070b687bfda9835f2
fork_of
null
gaps array · 9 items
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asset:data:geo:GSE1420 licence not read
[1]
asset:data:geo:GSE1420 not downloaded
[2]
asset:data:geo:GSE20347 licence not read
[3]
asset:data:geo:GSE20347 not downloaded
[4]
execution.not_run
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method.reader_named_unmapped
[6]
review.human_critique
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[8]
review.machine_critique
assays array · 1 item
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role
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definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
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survival_km
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
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Kaplan-Meier
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:32714406", "kind": "science-record", "revision": 7, "content_hash": "sha256:8f49804b0bc2529d20f51cc0136c5f9f2c4af23e64e0e0dca5299fd56831298c", "created_at": "2026-11-01T15:41:06Z", "updated_at": "2026-11-01T22:01:57Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Study on the Selection of the Targets of Esophageal Carcinoma and Interventions of Ginsenosides Based on Network Pharmacology and Bioinformatics.", "doi": "10.1155/2020/4821056", "pmid": "32714406", "authors": ["Xin Yang", "Yahui Li", "Haibing Qian"], "journal": "Evidence-based complementary and alternative medicine : eCAM", "year": 2020, "abstract": "BACKGROUND: Esophageal carcinoma (ESCA) is not only a threat to people's health but also the sixth most common cause of cancer-related mortality worldwide.\nMETHODS: In this study, the key targets of ESCA are screened through GeneCards and DisGeNET databases combined with the Gene Expression Omnibus (GEO) database (GSE1420 and GSE20347). Then, data associated with ESCA samples are downloaded from The Cancer Genome Atlas (TCGA) database for integrated analysis. Moreover, the effect of epithelial cell adhesion molecule (EpCAM) expression on the survival of patients with ESCA is evaluated by Kaplan-Meier and Cox analyses. The virtual screening is carried out using a Suflex-Dock molecular docking module. The chemical components, which have been well bound to EpCAM, are screened out based on a total score >5 as a threshold. Ginsenosides and EpCAM are analyzed by LigPlot + v.2.2 software to identify the binding sites.\nRESULTS: Four ESCA targets are obtained from GeneCards, DisGeNET, and GEO databases. In this study, it is found that high EpCAM expression is associated with histologic grade, stage, patient age, N classification, T classification, and radiation therapy. The Kaplan-Meier curves for overall survival also show that the higher expression of EpCAM is associated with worse outcomes in patients with ESCA. Univariate and multivariate Cox analyses indicate that EpCAM mRNA expression might be a useful biomarker for ESCA(P < 0.05). Molecular docking technology suggests that ginsenoside Rg3 and ginsenoside Rh2 can easily establish good docking modes and have a high affinity with EpCAM. The 6'-hydroxyl and 6″-hydroxyl on the 3-glycosyl of ginsenoside Rg3 are prone to form hydrogen bonds (Lys151 and Lys221) with the active sites of EpCAM ligand binding domain. The hydroxyl groups on the 12 sites of the ginsenoside Rh2 glycoside framework are found to have hydrogen bonding with Leu240. The formation of hydrogen bonds plays an important role in binding of ginsenoside Rg3 and ginsenoside Rh2 to EpCAM, as well as the stability of EpCAM conformation.\nCONCLUSION: EpCAM may be determined as a potential biomarker for early diagnosis and prognosis of ESCA. Ginsenoside Rg3 and ginsenoside Rh2 have potential antiesophageal cancer activities. This experiment provides a reference for the study of the chemical compositions of ginsenosides in the treatment of esophageal cancer.", "claims": [{"id": "claim-method", "statement": "A univariate Cox analysis is performed to select potential prognostic factors. A multivariate Cox analysis is conducted to verify the correlation between EpCAM expression and survival along with other clinical features. Univariate and multivariate Cox (Figure S2) analyses show that EpCAM expression is an independent risk factor for overall survival (OS) among ESCA patients (hazard ratio [HR] = 1.00, 95% confidence interval (CI): 1.00–1.01, P=0.01; Table 3). This analysis is performed based on the expression and clinical data of the TCGA database.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:32714406", "locator": "sections[7] \"2.5. 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This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE1420"], "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:GSE1420"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:32714406", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1155/2020/4821056", "sha256": "sha256:a1cc09a95ecf78c29a79f9a8cbe2e45ed38b2657eafbff369508aa59833c3b86", "bytes": 33712, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1155/2020/4821056", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7333027", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE1420", "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=GSE1420", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE1420", "version": null, "note": "The data used to support the findings of this study are included within the supplementary information file.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the supplementary information file.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM23385", "GSM23386", "GSM23387", "GSM23388", "GSM23389", "GSM23390", "GSM23391", "GSM23392", "GSM23395", "GSM23396", "GSM23397", "GSM23398", "GSM23399", "GSM23400", "GSM23401", "GSM23402", "GSM23413", "GSM23417", "GSM23419", "GSM23422", "GSM23424", "GSM23425", "GSM23426", "GSM23427"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Barrett's esophagus, Barrett's-associated adenocarcinomas and normal esophageal epithelium", "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:GSE20347", "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=GSE20347", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE20347", "version": null, "note": "The data used to support the findings of this study are included within the supplementary information file.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data used to support the findings of this study are included within the supplementary information file.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM509787", "GSM509788", "GSM509789", "GSM509790", "GSM509791", "GSM509792", "GSM509793", "GSM509794", "GSM509795", "GSM509796", "GSM509797", "GSM509798", "GSM509799", "GSM509800", "GSM509801", "GSM509802", "GSM509803", "GSM509804", "GSM509805", "GSM509806", "GSM509807", "GSM509808", "GSM509809", "GSM509810", "GSM509811", "GSM509812", "GSM509813", "GSM509814", "GSM509815", "GSM509816", "GSM509817", "GSM509818", "GSM509819", "GSM509820"], "sample_count": 34, "group_sizes": null, "group_sizes_basis": null, "platform": "571", "taxon": "Homo sapiens", "title": "Analysis of gene expression 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": "asset:table:pmid:32714406:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:655ebe026876e13e2f28022a94cad8220ba37a03d938ca28d44c3e8e4ee7a1da", "bytes": 374, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#tab1", "version": null, "note": "The detail information of four GEO datasets.", "structure": {"pmcid": "PMC7333027", "section_index": 10, "section_title": "3.1. 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Molecular Docking and Interaction", "row_count": 5, "column_count": 6}, "table": {"label": "Table 4", "caption": "The 2D protein-ligand interaction.", "rows": [["No.", "Compound name", "CAS", "Score", "Hydrogen bond", "Hydrophobic interactions"], ["1", "Ginsenoside Rg3", "14197-60-5", "5.91", "Lys151, Lys221", "Asp232, Leu242, Val220, Pro244, Gly222,Asp219, Phe216, Ile193, Glu169, Ile170,Leu166, Tyr174, Leu233"], ["2", "Ginsenoside Rh2", "78214-33-2", "5.24", "Leu240", "Glu169, Ile170, Leu233, Asp232, Asp241,Leu242, Pro244, Val220, Lys229, Asp219,Arg173, Phe216, Tye174, Leu166"], ["3", "Ginsenoside Rg5", "186763-78-0", "4.10", "Lys151, Asp241", "Tyr174, Glu169, Leu233, Leu242, Asp219,Asp232, Arg173, Pro244, Val220, Leu240,Ile170, Phe216, Leu148"], ["4", "Ginsenoside Rk3", "364779-15-7", "3.59", "Lys151, Asp241", "Gly222, Lys229, Arg173, Asp219, Asp232,Leu240, Leu233, Val220, Leu242, Pro244"]], "row_count": 5, "column_count": 6, "numeric_cells": 20, "header_rows": 1, "locator": "section[15]/table-wrap[1]#tab4"}}], "gaps": ["asset:data:geo:GSE1420 not downloaded", "asset:data:geo:GSE1420 licence not read", "asset:data:geo:GSE20347 not downloaded", "asset:data:geo:GSE20347 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": 0.7, "band": "medium", "quote": "Kaplan-Meier"}}, {"id": "method-2", "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": "chi-square"}}, {"id": "method-3", "family": "contingency_analysis", "specific": "fisher_exact", "label": "Categorical (contingency table) analysis", "dsl_operations": ["contingency_table", "chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "Fisher's exact"}}, {"id": "method-4", "family": null, "specific": null, "label": "Univariate and multivariate Cox analyses", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "reordered", "quote": "A univariate Cox analysis is performed to select potential prognostic factors. A multivariate Cox analysis is conducted to verify the correlation between EpCAM expression and survival along with other clinical features. Univariate and multivariate Cox (Figure S2) analyses show that EpCAM expression is an independent risk factor for overall survival (OS) among ESCA patients (hazard ratio [HR] = 1.00, 95% confidence interval (CI): 1.00–1.01, P=0.01; Table 3). 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