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

pmid:33425911

Clinicopathological Significances of Cancer Stem Cell-Associated HHEX Expression in Breast Cancer.

Kexin Zhang · Qi Zhao · Zugui Li · Fangmei Fu · Hao Zhang · Junjie Fu · Minying Zheng · Shiwu Zhang

Frontiers in cell and developmental biology · 2020 doi:10.3389/fcell.2020.605744

Paper

complete

Experiment

partial

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:33425911
kind
science-record
content_hash
sha256:a09eccae7dd11a050afdd298ffb90738edf3f4a5b31420fea8d9300b66a9cec0
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:22Z
updated_at
2026-11-01T22:02:55Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Clinicopathological Significances of Cancer Stem Cell-Associated HHEX Expression in Breast Cancer.
doi
10.3389/fcell.2020.605744
pmid
33425911
authors array · 8 items
[0]
Kexin Zhang
[1]
Qi Zhao
[2]
Zugui Li
[3]
Fangmei Fu
[4]
Hao Zhang
[5]
Junjie Fu
[6]
Minying Zheng
[7]
Shiwu Zhang
journal
Frontiers in cell and developmental biology
year
2020
abstract
Aberrant expression of the transcription factor hematopoietic ally expressed homeobox/proline-rich homeodomain (HHEX/PRH) is implicated in numerous cancers. However, the association of HHEX with breast cancer (BC) remains unclear. In this study, HHEX mRNA and protein expression were analyzed using the Oncomine, UALCAN, GEPIA, TCGAportal, and HPA databases. We evaluated the effect of HHEX on clinicopathological parameters using Kaplan-Meier plotter, OncoLnc, TCGAportal, PROGgeneV2, and BC-GenExMiner. Western blotting was performed to compare the level of HHEX in breast samples of Tientsin Albino 2 mice, human breast precancerous lesions, benign breast tumors, and BC. The correlation between HHEX and cancer stem cells was investigated using the GEO (GSE52327 and GSE94865) and GEPIA datasets. Networks between HHEX and survival-related gene marker sets and microRNAs were analyzed using GEPIA, StarBase, and Cytoscape. Results of this study showed that HHEX expression in BC was significantly lower than those in breast precancerous lesions and benign breast tumors at both mRNA and protein levels. BC patients with lower HHEX expression had significantly worse overall survival and disease-free survival. Moreover, HHEX significantly affected the clinicopathology of BC. Specifically, low HHEX expression was correlated with the following groups of patients: age ≤51 years, ER-negative or PR-negative patients, HER-2 positive, triple-negative breast cancer, and basal-like BC. Immunohistochemical analysis of the breast samples showed significant differences of HHEX staining index (P < 0.001) among the three groups. To further investigate the mechanism, we determined the intersection of differentially expressed genes related to BC stem cells and those genes after HHEX expression was altered. This led to the identification of four potentially regulated genes-CXL12, BLNK, PAG1, and LPXN. Using StarBase and km-plotter, the negative regulation of HHEX expression and survival trends, including miR-130b, miR-30e, and miR-301b were joined into miRNA-HHEX-mRNA potential regulatory network. The abilities of proliferation, migration and invasion increased in MDA-MB-231 and BT-549 breast cancer cell lines after HHEX down expression and decreased after HHEX overexpression compared them in the control cells. In conclusion, these data suggest that HHEX expression is downregulated in BC and HHEX may regulate the development of BC through the stem cell-related genes.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The Wilcoxon rank sum test was used to assess the significance of the observed differences.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33425911
locator
sections[3] "HHEX Expression Level Analysis" paragraph 2
quote
The Wilcoxon rank sum test was used to assess the significance of the observed differences.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33425911
locator
sections[33] "Data Availability Statement" paragraph 2
quote
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
null
steps array · 3 items
[0] object · 13 fields
id
read_published_estimate
order
1
name
Read the published estimate from the source
kind
other
state
complete
blocked_on
null
description
The claim, method and evidence span published with the source article.
parameters object · 0 fields
inputs array · 1 item
[0]
source:pmid:33425911
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:GSE52327
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
blocked
blocked_on
method:group_comparison_wilcoxon
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:GSE52327
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
[0]
step:run_analysis blocked on method:group_comparison_wilcoxon
data object · 3 fields
state
partial
assets array · 8 items
[0] object · 15 fields
id
source:pmid:33425911
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fcell.2020.605744
sha256
sha256:d2a3dcb9c171d83296fccc83138bf8bf87fd842a911d140a103902ae0660f174
bytes
58354
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fcell.2020.605744
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
PMC7785851
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE52327
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=GSE52327
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE52327
version
null
note
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 16 items
[0]
GSM1263184
[1]
GSM1263185
[2]
GSM1263186
[3]
GSM1263187
[4]
GSM1263188
[5]
GSM1263189
[6]
GSM1263190
[7]
GSM1263191
[8]
GSM1263192
[9]
GSM1263193
[10]
GSM1263194
[11]
GSM1263195
[12]
GSM1263196
[13]
GSM1263197
[14]
GSM1263198
[15]
GSM1263199
sample_count
16
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Expression data of ALDH+ breast cancer cells
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:GSE94865
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=GSE94865
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE94865
version
null
note
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM2486657
[1]
GSM2486658
[2]
GSM2486659
[3]
GSM2486660
[4]
GSM2486661
[5]
GSM2486662
[6]
GSM2486663
[7]
GSM2486664
[8]
GSM2486665
[9]
GSM2486666
[10]
GSM2486667
[11]
GSM2486668
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
18943
taxon
Homo sapiens
title
Gene expression changes following knockdown or overexpression of HHEX/PRH
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 16 fields
id
asset:table:pmid:33425911:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:41f8f2a261585ac56eaa925bad997cba9273415694c72adf287fad5709682036
bytes
2450
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[18]/table-wrap[1]#T1
version
null
note
Summary of databases used in this study.
structure object · 5 fields
pmcid
PMC7785851
section_index
18
section_title
HHEX Expression Levels in Pan-Cancer and BC Patients
row_count
14
column_count
4
table object · 8 fields
label
Table 1
caption
Summary of databases used in this study.
rows array · 14 items
[0] array · 4 items
[0]
Name
[1]
Link
[2]
This study
[3]
Keywords
[1] array · 4 items
[0]
Oncomine
[1]
https://www.oncomine.org/resource/main.html
[2]
To analyze the HHEX mRNA expression in different cancers
[3]
Gene expression
[2] array · 4 items
[0]
UALCAN
[1]
http://ualcan.path.uab.edu/
[2]
To analyze the HHEX mRNA expression in different molecular subtypes of BC patients
[3]
Gene expression; 16 cancer types; survival curve; DNA methylation
[3] array · 4 items
[0]
GEPIA
[1]
http://gepia.cancer-pku.cn/detail.php
[2]
To assess the correlations between genes
[3]
Gene expression; survival curve; isoform details; genes correlation; similar genes detection
[4] array · 4 items
[0]
TCGAportal
[1]
http://www.tcgaportal.org
[2]
To investigate the expression and survival of HHEX in human tissues
[3]
Gene expression; 28 cancer types; survival curve; DNA methylation; mutation
[5] array · 4 items
[0]
Human Protein Atlas
[1]
https://www.proteinatlas.org/
[2]
To detect HHEX protein expression and survival
[3]
Proteins distribution; subcellular localization; impact for survival
[6] array · 4 items
[0]
Kaplan-Meier Plotter
[1]
http://kmplot.com/analysis/index.php?p=background
[2]
To analyzed the correlations between genes and miRNAs expression and RFS as well as OS
[3]
Breast cancer; subtype; survival curve
[7] array · 4 items
[0]
OncoLnc
[1]
https://www.oncolnc.org/
[2]
To detect HHEX survival
[3]
Breast cancer; survival curve
[8] array · 4 items
[0]
PROGgeneV2
[1]
http://genomics.jefferson.edu/proggene/
[2]
[3]
Gene expression; breast cancer; subtype; survival curve
[9] array · 4 items
[0]
bc-GenExMiner
[1]
http://bcgenex.centregauducheau.fr/BC-GEM/GEM-Accueil.php?js=1
[2]
To compute breast cancer gene-expression correlation analyses, for gene prognostic analyses
[3]
Gene-expression correlation; gene prognostic analyses
[10] array · 4 items
[0]
cBioportal
[1]
http://www.cbioportal.org/
[2]
To detect HHEX genetic alterations
[3]
Genetic alterations; survival curve
[11] array · 4 items
[0]
GEO
[1]
https://www.ncbi.nlm.nih.gov/geo/
[2]
To selected data sets related to breast cancer stem cells to explore further mechanisms
[3]
Gene expression; datasets details
[12] array · 4 items
[0]
STRING
[1]
https://string-db.org/cgi/input.pl
[2]
To obtain the interaction network between HHEX and other important proteins
[3]
Protein details; interactive network; functional enrichment
[13] array · 4 items
[0]
starBase v3.0
[1]
http://starbase.sysu.edu.cn/index.php
[2]
To predict the miRNAs related to HHEX; To perform miRNAs as well as correlation analysis between miRNAs and HHEX mRNA
[3]
miRNA target; Pan-cancer
locator
section[18]/table-wrap[1]#T1
[4] object · 16 fields
id
asset:table:pmid:33425911:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:a6d08e87433f76f4f86ae803e75e11f273a8b431eb9e5205bcfcf80f9a55d52a
bytes
524
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[20]/table-wrap[1]#T2A
version
null
note
The differences of HHEX staining index among 53 cases of precancerous lesions (group I), 44 cases of primary BC (group II), and 48 cases of benign breast tumors (group III).
structure object · 5 fields
pmcid
PMC7785851
section_index
20
section_title
HHEX Expression in Human BC Tissues
row_count
4
column_count
5
table object · 8 fields
label
Table 2A
caption
The differences of HHEX staining index among 53 cases of precancerous lesions (group I), 44 cases of primary BC (group II), and 48 cases of benign breast tumors (group III).
rows array · 4 items
[0] array · 5 items
[0]
Group
[1]
n
[2]
Staining index for HHEX
[3]
Value of statistic
[4]
P
[1] array · 5 items
[0]
Group I
[1]
53
[2]
4.19 ± 2.067
[3]
χ2 = 25.081
[4]
0.001
[2] array · 5 items
[0]
Group II
[1]
44
[2]
2.11 ± 1.224
[3]
[4]
[3] array · 5 items
[0]
Group III
[1]
48
[2]
4.77 ± 2.363
[3]
[4]
locator
section[20]/table-wrap[1]#T2A
[5] object · 16 fields
id
asset:table:pmid:33425911:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:9384295e149ef99d010a6a3188abb58902d964ad6e967104a357078fdaef9247
bytes
422
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[20]/table-wrap[2]#T2B
version
null
note
The difference of HHEX staining index between among 53 cases of precancerous lesions (group I) and 44 cases of primary BC (group II).
structure object · 5 fields
pmcid
PMC7785851
section_index
20
section_title
HHEX Expression in Human BC Tissues
row_count
3
column_count
5
table object · 8 fields
label
Table 2B
caption
The difference of HHEX staining index between among 53 cases of precancerous lesions (group I) and 44 cases of primary BC (group II).
rows array · 3 items
[0] array · 5 items
[0]
Group
[1]
N
[2]
Staining index for HHEX
[3]
Z
[4]
P
[1] array · 5 items
[0]
Group I
[1]
53
[2]
4.19 ± 2.067
[3]
−4.139
[4]
0.001
[2] array · 5 items
[0]
Group II
[1]
44
[2]
2.11 ± 1.224
[3]
[4]
locator
section[20]/table-wrap[2]#T2B
[6] object · 16 fields
id
asset:table:pmid:33425911:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:c311282de6e329652655096bcc7b86f164a4a1758e858afda42fe0b23cd53830
bytes
420
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[20]/table-wrap[3]#T2C
version
null
note
The difference of HHEX staining index between 44 cases of primary BC (group II) and 48 cases of benign breast tumors (group III).
structure object · 5 fields
pmcid
PMC7785851
section_index
20
section_title
HHEX Expression in Human BC Tissues
row_count
3
column_count
5
table object · 8 fields
label
Table 2C
caption
The difference of HHEX staining index between 44 cases of primary BC (group II) and 48 cases of benign breast tumors (group III).
rows array · 3 items
[0] array · 5 items
[0]
Group
[1]
n
[2]
Staining index for HHEX
[3]
Z
[4]
P
[1] array · 5 items
[0]
Group II
[1]
44
[2]
2.11 ± 1.224
[3]
−4.641
[4]
0.001
[2] array · 5 items
[0]
Group III
[1]
48
[2]
4.77 ± 2.363
[3]
[4]
locator
section[20]/table-wrap[3]#T2C
[7] object · 16 fields
id
asset:table:pmid:33425911:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:343abacc14a657884c47e94e9bbacbae7265b5709c97c17aa4e06ebd36b87690
bytes
1424
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[22]/table-wrap[1]#T3
version
null
note
Correlation between HHEX expression and clinicopathological features.
structure object · 5 fields
pmcid
PMC7785851
section_index
22
section_title
Relationship Between HHEX and Clinicopathological Parameters of BC Patients
row_count
21
column_count
5
table object · 8 fields
label
Table 3
caption
Correlation between HHEX expression and clinicopathological features.
rows array · 21 items
[0] array · 3 items
[0]
[1]
OS
[2]
RFS
[1] array · 5 items
[0]
Characteristic
[1]
HR (95% CI)
[2]
Log rank P
[3]
HR (95% CI)
[4]
Log rank P
[2] array · 1 item
[0]
GENE SYMBOL: HHEX, affy id:215933_s_at
[3] array · 5 items
[0]
ER status
[1]
[2]
[3]
[4]
[4] array · 5 items
[0]
ER positive
[1]
0.88(0.62–1.26)
[2]
0.4927
[3]
0.82(0.7–0.97)
[4]
0.0191
[5] array · 5 items
[0]
ER negative
[1]
0.78(0.49–1.23)
[2]
0.2826
[3]
0.82(0.65–1.02)
[4]
0.0792
[6] array · 5 items
[0]
HER2 status
[1]
[2]
[3]
[4]
[7] array · 5 items
[0]
HER2 positive
[1]
1.52(0.74–3.12)
[2]
0.2518
[3]
0.83(0.54–1.28)
[4]
0.3982
[8] array · 5 items
[0]
HER2 negative
[1]
1.06(0.45–2.51)
[2]
0.8886
[3]
0.68(0.52–0.88)
[4]
0.0038
[9] array · 5 items
[0]
Lymph node status
[1]
[2]
[3]
[4]
[10] array · 5 items
[0]
Lymph node positive
[1]
0.65(0.44–0.96)
[2]
0.0278
[3]
0.63(0.52–0.77)
[4]
4.00E-06
[11] array · 5 items
[0]
Lymph node negative
[1]
0.92(0.63–1.33)
[2]
0.6414
[3]
0.75(0.63–0.89)
[4]
0.0009
[12] array · 5 items
[0]
Grade
[1]
[2]
[3]
[4]
[13] array · 5 items
[0]
1
[1]
1.25(0.52–3.02)
[2]
0.6169
[3]
0.86(0.51–1.45)
[4]
0.5758
[14] array · 5 items
[0]
2
[1]
0.78(0.5–1.2)
[2]
0.2502
[3]
0.73(0.57–0.93)
[4]
0.0094
[15] array · 5 items
[0]
3
[1]
0.85(0.61–1.18)
[2]
0.3365
[3]
0.9(0.72–1.12)
[4]
0.3396
[16] array · 5 items
[0]
Intrinsic subtype
[1]
[2]
[3]
[4]
[17] array · 5 items
[0]
Basal
[1]
0.8(0.49–1.3)
[2]
0.3599
[3]
0.64(0.5–0.83)
[4]
0.0006
[18] array · 5 items
[0]
luminal A
[1]
0.72(0.5–1.02)
[2]
0.066
[3]
0.74(0.62–0.88)
[4]
0.0006
[19] array · 5 items
[0]
luminal B
[1]
0.94(0.65–1.36)
[2]
0.7459
[3]
0.69(0.57–0.84)
[4]
2.00E-04
[20] array · 5 items
[0]
HER2+
[1]
0.29(0.14–0.6)
[2]
0.0004
[3]
0.56(0.38–0.83)
[4]
0.0033
locator
section[22]/table-wrap[1]#T3
gaps array · 4 items
[0]
asset:data:geo:GSE52327 not downloaded
[1]
asset:data:geo:GSE52327 licence not read
[2]
asset:data:geo:GSE94865 not downloaded
[3]
asset:data:geo:GSE94865 licence not read
analysis object · 4 fields
state
partial
methods array · 7 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
band
verbatim
quote
The Wilcoxon rank sum test was used to assess the significance of the observed differences.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
student_t_test
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Student's t-test
[2] object · 10 fields
id
method-3
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
ANOVA
[3] object · 10 fields
id
method-4
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
0.7
band
medium
quote
Kaplan-Meier
[4] object · 10 fields
id
method-5
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
[5] object · 10 fields
id
method-6
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
[6] object · 10 fields
id
method-7
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
targets array · 0 items
gaps array · 1 item
[0]
method.group_comparison_wilcoxon
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
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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]
GSE52327
[1]
GSE94865
resolved_accessions array · 2 items
[0]
GSE52327
[1]
GSE94865
statements array · 1 item
[0]
The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.
basis
The paper names GSE52327, GSE94865 in 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 · 0 items
assets array · 7 items
[0]
source:pmid:33425911
[1]
data:geo:GSE52327
[2]
asset:table:pmid:33425911:1
[3]
asset:table:pmid:33425911:2
[4]
asset:table:pmid:33425911:3
[5]
asset:table:pmid:33425911:4
[6]
asset:table:pmid:33425911:5
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_wilcoxon
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE52327
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
2026-10-31T18:26:06Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
48245
completion_tokens
1934
cached_tokens
784
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:33425911
type
paper
label
pmid:33425911
[1] object · 3 fields
id
source:pmid:33425911
type
manuscript
label
PMID 33425911 full text
[2] object · 3 fields
id
data:geo:GSE52327
type
dataset
label
GEO GSE52327
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:33425911
type
paper
label
pmid:33425911
[1] object · 3 fields
id
source:pmid:33425911
type
manuscript
label
PMID 33425911 full text
[2] object · 3 fields
id
data:geo:GSE52327
type
dataset
label
GEO GSE52327
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33425911
type
extraction
used array · 1 item
[0]
source:pmid:33425911
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE52327
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE52327
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:33425911
parent_hash
sha256:c1aba7d6d3ebad7de8ca1f56274b05db6675b0da234882217854ace8f0912c03
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE52327 licence not read
[1]
asset:data:geo:GSE52327 not downloaded
[2]
asset:data:geo:GSE94865 licence not read
[3]
asset:data:geo:GSE94865 not downloaded
[4]
execution.not_run
[5]
method.group_comparison_wilcoxon
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
[9]
step:run_analysis blocked on method:group_comparison_wilcoxon
assays array · 3 items
[0] 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
0.99
evidence array · 2 items
[0]
, TCGAportal, PROGgeneV2, and BC-GenExMiner. Western blotting was performed to compare the level of HHEX i
[1]
ls of HHEX. (a) Expression levels of HHEX by western blot analysis in TA2 mice with different numbers
order_basis
paper_text_order:559
id
assay:1
[1] 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
0.99
evidence array · 4 items
[0]
e-negative breast cancer, and basal-like BC. Immunohistochemical analysis of the breast samples showed signif
[1]
HHEX protein expression in BC, we found that immunohistochemical analysis of HHEX was negative in BC and norm
[2]
ifferent numbers of pregnancies and SBC. (C) Immunohistochemical (IHC) staining of HHEX expression in human b
[3]
regnancies and SBC. (C) Immunohistochemical (IHC) staining of HHEX expression in human breast
order_basis
paper_text_order:1540
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The Wilcoxon rank sum test was used to assess the significance of the observed differences.
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33425911", "kind": "science-record", "revision": 7, "content_hash": "sha256:a09eccae7dd11a050afdd298ffb90738edf3f4a5b31420fea8d9300b66a9cec0", "created_at": "2026-11-01T15:41:22Z", "updated_at": "2026-11-01T22:02:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Clinicopathological Significances of Cancer Stem Cell-Associated HHEX Expression in Breast Cancer.", "doi": "10.3389/fcell.2020.605744", "pmid": "33425911", "authors": ["Kexin Zhang", "Qi Zhao", "Zugui Li", "Fangmei Fu", "Hao Zhang", "Junjie Fu", "Minying Zheng", "Shiwu Zhang"], "journal": "Frontiers in cell and developmental biology", "year": 2020, "abstract": "Aberrant expression of the transcription factor hematopoietic ally expressed homeobox/proline-rich homeodomain (HHEX/PRH) is implicated in numerous cancers. However, the association of HHEX with breast cancer (BC) remains unclear. In this study, HHEX mRNA and protein expression were analyzed using the Oncomine, UALCAN, GEPIA, TCGAportal, and HPA databases. We evaluated the effect of HHEX on clinicopathological parameters using Kaplan-Meier plotter, OncoLnc, TCGAportal, PROGgeneV2, and BC-GenExMiner. Western blotting was performed to compare the level of HHEX in breast samples of Tientsin Albino 2 mice, human breast precancerous lesions, benign breast tumors, and BC. The correlation between HHEX and cancer stem cells was investigated using the GEO (GSE52327 and GSE94865) and GEPIA datasets. Networks between HHEX and survival-related gene marker sets and microRNAs were analyzed using GEPIA, StarBase, and Cytoscape. Results of this study showed that HHEX expression in BC was significantly lower than those in breast precancerous lesions and benign breast tumors at both mRNA and protein levels. BC patients with lower HHEX expression had significantly worse overall survival and disease-free survival. Moreover, HHEX significantly affected the clinicopathology of BC. Specifically, low HHEX expression was correlated with the following groups of patients: age ≤51 years, ER-negative or PR-negative patients, HER-2 positive, triple-negative breast cancer, and basal-like BC. Immunohistochemical analysis of the breast samples showed significant differences of HHEX staining index (P < 0.001) among the three groups. To further investigate the mechanism, we determined the intersection of differentially expressed genes related to BC stem cells and those genes after HHEX expression was altered. This led to the identification of four potentially regulated genes-CXL12, BLNK, PAG1, and LPXN. Using StarBase and km-plotter, the negative regulation of HHEX expression and survival trends, including miR-130b, miR-30e, and miR-301b were joined into miRNA-HHEX-mRNA potential regulatory network. The abilities of proliferation, migration and invasion increased in MDA-MB-231 and BT-549 breast cancer cell lines after HHEX down expression and decreased after HHEX overexpression compared them in the control cells. In conclusion, these data suggest that HHEX expression is downregulated in BC and HHEX may regulate the development of BC through the stem cell-related genes.", "claims": [{"id": "claim-method", "statement": "The Wilcoxon rank sum test was used to assess the significance of the observed differences.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33425911", "locator": "sections[3] \"HHEX Expression Level Analysis\" paragraph 2", "quote": "The Wilcoxon rank sum test was used to assess the significance of the observed differences."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33425911", "locator": "sections[33] \"Data Availability Statement\" paragraph 2", "quote": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": null, "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:33425911"], "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:GSE52327"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:group_comparison_wilcoxon", "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:GSE52327"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33425911", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fcell.2020.605744", "sha256": "sha256:d2a3dcb9c171d83296fccc83138bf8bf87fd842a911d140a103902ae0660f174", "bytes": 58354, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fcell.2020.605744", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7785851", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE52327", "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=GSE52327", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE52327", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1263184", "GSM1263185", "GSM1263186", "GSM1263187", "GSM1263188", "GSM1263189", "GSM1263190", "GSM1263191", "GSM1263192", "GSM1263193", "GSM1263194", "GSM1263195", "GSM1263196", "GSM1263197", "GSM1263198", "GSM1263199"], "sample_count": 16, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Expression data of ALDH+ breast cancer cells", "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:GSE94865", "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=GSE94865", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE94865", "version": null, "note": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM2486657", "GSM2486658", "GSM2486659", "GSM2486660", "GSM2486661", "GSM2486662", "GSM2486663", "GSM2486664", "GSM2486665", "GSM2486666", "GSM2486667", "GSM2486668"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "18943", "taxon": "Homo sapiens", "title": "Gene expression changes following knockdown or overexpression of HHEX/PRH", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33425911:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:41f8f2a261585ac56eaa925bad997cba9273415694c72adf287fad5709682036", "bytes": 2450, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[18]/table-wrap[1]#T1", "version": null, "note": "Summary of databases used in this study.", "structure": {"pmcid": "PMC7785851", "section_index": 18, "section_title": "HHEX Expression Levels in Pan-Cancer and BC Patients", "row_count": 14, "column_count": 4}, "table": {"label": "Table 1", "caption": "Summary of databases used in this study.", "rows": [["Name", "Link", "This study", "Keywords"], ["Oncomine", "https://www.oncomine.org/resource/main.html", "To analyze the HHEX mRNA expression in different cancers", "Gene expression"], ["UALCAN", "http://ualcan.path.uab.edu/", "To analyze the HHEX mRNA expression in different molecular subtypes of BC patients", "Gene expression; 16 cancer types; survival curve; DNA methylation"], ["GEPIA", "http://gepia.cancer-pku.cn/detail.php", "To assess the correlations between genes", "Gene expression; survival curve; isoform details; genes correlation; similar genes detection"], ["TCGAportal", "http://www.tcgaportal.org", "To investigate the expression and survival of HHEX in human tissues", "Gene expression; 28 cancer types; survival curve; DNA methylation; mutation"], ["Human Protein Atlas", "https://www.proteinatlas.org/", "To detect HHEX protein expression and survival", "Proteins distribution; subcellular localization; impact for survival"], ["Kaplan-Meier Plotter", "http://kmplot.com/analysis/index.php?p=background", "To analyzed the correlations between genes and miRNAs expression and RFS as well as OS", "Breast cancer; subtype; survival curve"], ["OncoLnc", "https://www.oncolnc.org/", "To detect HHEX survival", "Breast cancer; survival curve"], ["PROGgeneV2", "http://genomics.jefferson.edu/proggene/", "", "Gene expression; breast cancer; subtype; survival curve"], ["bc-GenExMiner", "http://bcgenex.centregauducheau.fr/BC-GEM/GEM-Accueil.php?js=1", "To compute breast cancer gene-expression correlation analyses, for gene prognostic analyses", "Gene-expression correlation; gene prognostic analyses"], ["cBioportal", "http://www.cbioportal.org/", "To detect HHEX genetic alterations", "Genetic alterations; survival curve"], ["GEO", "https://www.ncbi.nlm.nih.gov/geo/", "To selected data sets related to breast cancer stem cells to explore further mechanisms", "Gene expression; datasets details"], ["STRING", "https://string-db.org/cgi/input.pl", "To obtain the interaction network between HHEX and other important proteins", "Protein details; interactive network; functional enrichment"], ["starBase v3.0", "http://starbase.sysu.edu.cn/index.php", "To predict the miRNAs related to HHEX; To perform miRNAs as well as correlation analysis between miRNAs and HHEX mRNA", "miRNA target; Pan-cancer"]], "row_count": 14, "column_count": 4, "numeric_cells": 4, "header_rows": 1, "locator": "section[18]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:33425911:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a6d08e87433f76f4f86ae803e75e11f273a8b431eb9e5205bcfcf80f9a55d52a", "bytes": 524, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[20]/table-wrap[1]#T2A", "version": null, "note": "The differences of HHEX staining index among 53 cases of precancerous lesions (group I), 44 cases of primary BC (group II), and 48 cases of benign breast tumors (group III).", "structure": {"pmcid": "PMC7785851", "section_index": 20, "section_title": "HHEX Expression in Human BC Tissues", "row_count": 4, "column_count": 5}, "table": {"label": "Table 2A", "caption": "The differences of HHEX staining index among 53 cases of precancerous lesions (group I), 44 cases of primary BC (group II), and 48 cases of benign breast tumors (group III).", "rows": [["Group", "n", "Staining index for HHEX", "Value of statistic", "P"], ["Group I", "53", "4.19 ± 2.067", "χ2 = 25.081", "0.001"], ["Group II", "44", "2.11 ± 1.224", "", ""], ["Group III", "48", "4.77 ± 2.363", "", ""]], "row_count": 4, "column_count": 5, "numeric_cells": 8, "header_rows": 1, "locator": "section[20]/table-wrap[1]#T2A"}}, {"id": "asset:table:pmid:33425911:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:9384295e149ef99d010a6a3188abb58902d964ad6e967104a357078fdaef9247", "bytes": 422, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[20]/table-wrap[2]#T2B", "version": null, "note": "The difference of HHEX staining index between among 53 cases of precancerous lesions (group I) and 44 cases of primary BC (group II).", "structure": {"pmcid": "PMC7785851", "section_index": 20, "section_title": "HHEX Expression in Human BC Tissues", "row_count": 3, "column_count": 5}, "table": {"label": "Table 2B", "caption": "The difference of HHEX staining index between among 53 cases of precancerous lesions (group I) and 44 cases of primary BC (group II).", "rows": [["Group", "N", "Staining index for HHEX", "Z", "P"], ["Group I", "53", "4.19 ± 2.067", "−4.139", "0.001"], ["Group II", "44", "2.11 ± 1.224", "", ""]], "row_count": 3, "column_count": 5, "numeric_cells": 6, "header_rows": 1, "locator": "section[20]/table-wrap[2]#T2B"}}, {"id": "asset:table:pmid:33425911:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:c311282de6e329652655096bcc7b86f164a4a1758e858afda42fe0b23cd53830", "bytes": 420, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[20]/table-wrap[3]#T2C", "version": null, "note": "The difference of HHEX staining index between 44 cases of primary BC (group II) and 48 cases of benign breast tumors (group III).", "structure": {"pmcid": "PMC7785851", "section_index": 20, "section_title": "HHEX Expression in Human BC Tissues", "row_count": 3, "column_count": 5}, "table": {"label": "Table 2C", "caption": "The difference of HHEX staining index between 44 cases of primary BC (group II) and 48 cases of benign breast tumors (group III).", "rows": [["Group", "n", "Staining index for HHEX", "Z", "P"], ["Group II", "44", "2.11 ± 1.224", "−4.641", "0.001"], ["Group III", "48", "4.77 ± 2.363", "", ""]], "row_count": 3, "column_count": 5, "numeric_cells": 6, "header_rows": 1, "locator": "section[20]/table-wrap[3]#T2C"}}, {"id": "asset:table:pmid:33425911:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:343abacc14a657884c47e94e9bbacbae7265b5709c97c17aa4e06ebd36b87690", "bytes": 1424, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[22]/table-wrap[1]#T3", "version": null, "note": "Correlation between HHEX expression and clinicopathological features.", "structure": {"pmcid": "PMC7785851", "section_index": 22, "section_title": "Relationship Between HHEX and Clinicopathological Parameters of BC Patients", "row_count": 21, "column_count": 5}, "table": {"label": "Table 3", "caption": "Correlation between HHEX expression and clinicopathological features.", "rows": [["", "OS", "RFS"], ["Characteristic", "HR (95% CI)", "Log rank P", "HR (95% CI)", "Log rank P"], ["GENE SYMBOL: HHEX, affy id:215933_s_at"], ["ER status", "", "", "", ""], ["ER positive", "0.88(0.62–1.26)", "0.4927", "0.82(0.7–0.97)", "0.0191"], ["ER negative", "0.78(0.49–1.23)", "0.2826", "0.82(0.65–1.02)", "0.0792"], ["HER2 status", "", "", "", ""], ["HER2 positive", "1.52(0.74–3.12)", "0.2518", "0.83(0.54–1.28)", "0.3982"], ["HER2 negative", "1.06(0.45–2.51)", "0.8886", "0.68(0.52–0.88)", "0.0038"], ["Lymph node status", "", "", "", ""], ["Lymph node positive", "0.65(0.44–0.96)", "0.0278", "0.63(0.52–0.77)", "4.00E-06"], ["Lymph node negative", "0.92(0.63–1.33)", "0.6414", "0.75(0.63–0.89)", "0.0009"], ["Grade", "", "", "", ""], ["1", "1.25(0.52–3.02)", "0.6169", "0.86(0.51–1.45)", "0.5758"], ["2", "0.78(0.5–1.2)", "0.2502", "0.73(0.57–0.93)", "0.0094"], ["3", "0.85(0.61–1.18)", "0.3365", "0.9(0.72–1.12)", "0.3396"], ["Intrinsic subtype", "", "", "", ""], ["Basal", "0.8(0.49–1.3)", "0.3599", "0.64(0.5–0.83)", "0.0006"], ["luminal A", "0.72(0.5–1.02)", "0.066", "0.74(0.62–0.88)", "0.0006"], ["luminal B", "0.94(0.65–1.36)", "0.7459", "0.69(0.57–0.84)", "2.00E-04"], ["HER2+", "0.29(0.14–0.6)", "0.0004", "0.56(0.38–0.83)", "0.0033"]], "row_count": 21, "column_count": 5, "numeric_cells": 58, "header_rows": 2, "locator": "section[22]/table-wrap[1]#T3"}}], "gaps": ["asset:data:geo:GSE52327 not downloaded", "asset:data:geo:GSE52327 licence not read", "asset:data:geo:GSE94865 not downloaded", "asset:data:geo:GSE94865 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The Wilcoxon rank sum test was used to assess the significance of the observed differences."}}, {"id": "method-2", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Student's t-test"}}, {"id": "method-3", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-4", "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-5", "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-6", "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-7", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": false, "required_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE52327", "GSE94865"], "resolved_accessions": ["GSE52327", "GSE94865"], "statements": ["The original contributions presented in the study are included in the article/Supplementary Materials, further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE52327, GSE94865 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:33425911", "data:geo:GSE52327", "asset:table:pmid:33425911:1", "asset:table:pmid:33425911:2", "asset:table:pmid:33425911:3", "asset:table:pmid:33425911:4", "asset:table:pmid:33425911:5"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE52327"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:26:06Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 48245, "completion_tokens": 1934, "cached_tokens": 784}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:33425911", "type": "paper", "label": "pmid:33425911"}, {"id": "source:pmid:33425911", "type": "manuscript", "label": "PMID 33425911 full text"}, {"id": "data:geo:GSE52327", "type": "dataset", "label": "GEO GSE52327"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33425911", "type": "paper", "label": "pmid:33425911"}, {"id": "source:pmid:33425911", "type": "manuscript", "label": "PMID 33425911 full text"}, {"id": "data:geo:GSE52327", "type": "dataset", "label": "GEO GSE52327"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33425911", "type": "extraction", "used": ["source:pmid:33425911"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE52327", "type": "accession_resolution", "used": ["data:geo:GSE52327"], "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:33425911", "parent_hash": "sha256:c1aba7d6d3ebad7de8ca1f56274b05db6675b0da234882217854ace8f0912c03", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:GSE52327 licence not read", "asset:data:geo:GSE52327 not downloaded", "asset:data:geo:GSE94865 licence not read", "asset:data:geo:GSE94865 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": [", TCGAportal, PROGgeneV2, and BC-GenExMiner. Western blotting was performed to compare the level of HHEX i", "ls of HHEX. (a) Expression levels of HHEX by western blot analysis in TA2 mice with different numbers"], "order_basis": "paper_text_order:559", "id": "assay:1"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["e-negative breast cancer, and basal-like BC. Immunohistochemical analysis of the breast samples showed signif", "HHEX protein expression in BC, we found that immunohistochemical analysis of HHEX was negative in BC and norm", "ifferent numbers of pregnancies and SBC. (C) Immunohistochemical (IHC) staining of HHEX expression in human b", "regnancies and SBC. (C) Immunohistochemical (IHC) staining of HHEX expression in human breast"], "order_basis": "paper_text_order:1540", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The Wilcoxon rank sum test was used to assess the significance of the observed differences."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}