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

pmid:25548914

The incidence of sexually dimorphic gene expression varies greatly between tissues in the rat.

Russell D J Huby · Philip Glaves · Richard Jackson

PloS one · 2014 doi:10.1371/journal.pone.0115792

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:25548914
kind
science-record
content_hash
sha256:b7761d6f6ee35089dbc36cf011a871c1da331d2bb14bb84fd50ae3eac1a50ebe
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:07Z
updated_at
2026-11-01T21:19:56Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
The incidence of sexually dimorphic gene expression varies greatly between tissues in the rat.
doi
10.1371/journal.pone.0115792
pmid
25548914
authors array · 3 items
[0]
Russell D J Huby
[1]
Philip Glaves
[2]
Richard Jackson
journal
PloS one
year
2014
abstract
The sexually dimorphic expression of genes across 26 somatic rat tissues was using Affymetrix RAE-230 genechips. We considered probesets to be sexually dimorphically expressed (SDE) if they were measurably expressed above background in at least one sex, there was at least a two-fold difference in expression (dimorphism) between the sexes, and the differences were statistically significant after correcting for false discovery. 14.5% of expressed probesets were SDE in at least one tissue, with higher expression nearly twice as prevalent in males compared to females. Most were SDE in a single tissue. Surprisingly, nearly half of the probesets that were (SDE) in multiple tissues were oppositely sex biased in different tissues, and most SDE probesets were also expressed without sex bias in other tissues. Two genes were widely SDE: Xist (female-only) and Eif2s3y (male-only). The frequency of SDE probesets varied widely between tissues, and was highest in the duodenum (6.2%), whilst less than 0.05% in over half of the surveyed tissues. The occurrence of SDE probesets was not strongly correlated between tissues. Within individual tissues, however, relational networks of SDE genes were identified. In the liver, networks relating to differential metabolism between the sexes were seen. The estrogen receptor was implicated in differential gene expression in the duodenum. To conclude, sexually dimorphic gene expression is common, but highly tissue-dependent. Sexually dimorphic gene expression may provide insights into mechanisms underlying phenotypic sex differences. Online data are provided as a resource for further analyses (GEO reference GSE63362).
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:25548914
locator
sections[6] "Statistical and pathway analysis" paragraph 2
quote
Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Summary data are provided in S1 Table.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:25548914
locator
sections[4] "Gene expression profiling" paragraph 2
quote
Summary data are provided in S1 Table.
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:25548914
outputs array · 1 item
[0]
the published estimate and its evidence
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
id
obtain_source_data
order
2
name
Obtain the source data from the named repository
kind
data-preparation
state
blocked
blocked_on
data:accession_absent
description
The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 0 items
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
[0]
step:obtain_source_data blocked on data:accession_absent
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:25548914
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1371/journal.pone.0115792
sha256
sha256:d45e89449e5f91300a4ffa44a9de0f6e7e7da5fea3f2e4aeb492e1c35551365f
bytes
36106
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1371/journal.pone.0115792
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
PMC4280129
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:25548914:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:8e7390c3602958deea336d373e71681247e951905dd97a6952bda2b7bcf3e846
bytes
785
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[8]/table-wrap[1]#pone-0115792-t001
version
null
note
The distribution of SDE probesets across rat tissues.
structure object · 5 fields
pmcid
PMC4280129
section_index
8
section_title
Incidence of SDE probesets
row_count
14
column_count
5
table object · 8 fields
label
Table 1
caption
The distribution of SDE probesets across rat tissues.
rows array · 14 items
[0] array · 5 items
[0]
Probeset property:
[1]
Always male biased
[2]
Always female biased
[3]
Oppositely biased in different tissues
[4]
Total
[1] array · 5 items
[0]
When sex biased∧∧:
[1]
[2]
[3]
[4]
[2] array · 5 items
[0]
Probesets present on chip*
[1]
[2]
[3]
[4]
31042
[3] array · 5 items
[0]
Expressed in at least 1 tissue
[1]
[2]
[3]
[4]
19007
[4] array · 5 items
[0]
SDE in at least 1 tissue
[1]
1704
[2]
901
[3]
166
[4]
2771
[5] array · 5 items
[0]
No. of tissues in which probesets are SDE:
[1]
[2]
[3]
[4]
[6] array · 5 items
[0]
1
[1]
1573
[2]
849
[3]
N/A
[4]
2422
[7] array · 5 items
[0]
2
[1]
115
[2]
43
[3]
132
[4]
290
[8] array · 5 items
[0]
3
[1]
14
[2]
4
[3]
30
[4]
48
[9] array · 5 items
[0]
4
[1]
1
[2]
0
[3]
4
[4]
5
[10] array · 5 items
[0]
19
[1]
0
[2]
2
[3]
0
[4]
2
[11] array · 5 items
[0]
20
[1]
0
[2]
1
[3]
0
[4]
1
[12] array · 5 items
[0]
22
[1]
0
[2]
2
[3]
0
[4]
2
[13] array · 5 items
[0]
24
[1]
1
[2]
0
[3]
0
[4]
1
locator
section[8]/table-wrap[1]#pone-0115792-t001
[2] object · 16 fields
id
asset:table:pmid:25548914:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:f17de6cdb91e859fd7f19111b37b746cb8ece6f87dc1728941a666109654cb85
bytes
1296
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#pone-0115792-t002
version
null
note
The incidence of SDE probesets common to pairs of tissues.
structure object · 5 fields
pmcid
PMC4280129
section_index
11
section_title
Hierarchical clustering of SDE probesets
row_count
15
column_count
15
table object · 8 fields
label
Table 2
caption
The incidence of SDE probesets common to pairs of tissues.
rows array · 15 items
[0] array · 15 items
[0]
[1]
Duodenum
[2]
Kidney
[3]
Pituitary
[4]
Liver
[5]
Adrenal
[6]
Skin
[7]
Adipose
[8]
Aorta
[9]
Jejunum
[10]
Ileum
[11]
Pancreas
[12]
Bladder
[13]
Caecum
[14]
Colon
[1] array · 15 items
[0]
Duodenum
[1]
214
[2]
101
[3]
42
[4]
46
[5]
31
[6]
8
[7]
11
[8]
6
[9]
8
[10]
1
[11]
1
[12]
0
[13]
0
[14]
0
[2] array · 15 items
[0]
Kidney
[1]
1.3
[2]
175
[3]
30
[4]
38
[5]
21
[6]
13
[7]
3
[8]
1
[9]
1
[10]
3
[11]
0
[12]
1
[13]
0
[14]
0
[3] array · 15 items
[0]
Pituitary
[1]
0.9
[2]
0.8
[3]
99
[4]
13
[5]
31
[6]
3
[7]
6
[8]
6
[9]
0
[10]
0
[11]
0
[12]
0
[13]
0
[14]
0
[4] array · 15 items
[0]
Liver
[1]
1.1
[2]
1.1
[3]
0.7
[4]
93
[5]
14
[6]
2
[7]
5
[8]
2
[9]
0
[10]
0
[11]
0
[12]
0
[13]
0
[14]
0
[5] array · 15 items
[0]
Adrenal
[1]
0.8
[2]
0.7
[3]
1.8
[4]
0.9
[5]
82
[6]
5
[7]
2
[8]
1
[9]
1
[10]
0
[11]
0
[12]
0
[13]
0
[14]
0
[6] array · 15 items
[0]
Skin
[1]
0.6
[2]
1.3
[3]
0.5
[4]
0.4
[5]
1
[6]
27
[7]
1
[8]
0
[9]
0
[10]
0
[11]
0
[12]
0
[13]
0
[14]
0
[7] array · 15 items
[0]
Adipose
[1]
1
[2]
0.3
[3]
1.1
[4]
1
[5]
0.5
[6]
[7]
25
[8]
0
[9]
0
[10]
0
[11]
1
[12]
0
[13]
0
[14]
0
[8] array · 15 items
[0]
Aorta
[1]
1
[2]
[3]
2.2
[4]
[5]
[6]
[7]
[8]
13
[9]
0
[10]
0
[11]
0
[12]
0
[13]
0
[14]
0
[9] array · 15 items
[0]
Jejunum
[1]
2.2
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
8
[10]
[11]
0
[12]
0
[13]
0
[14]
0
[10] array · 15 items
[0]
Ileum
[1]
[2]
2
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
4
[11]
0
[12]
0
[13]
0
[14]
0
[11] array · 15 items
[0]
Pancreas
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
[11]
1
[12]
0
[13]
0
[14]
0
[12] array · 15 items
[0]
Bladder
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
[11]
[12]
1
[13]
0
[14]
0
[13] array · 15 items
[0]
Caecum
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
[11]
[12]
[13]
1
[14]
1
[14] array · 15 items
[0]
Colon
[1]
[2]
[3]
[4]
[5]
[6]
[7]
[8]
[9]
[10]
[11]
[12]
[13]
[14]
1
locator
section[11]/table-wrap[1]#pone-0115792-t002
[3] object · 16 fields
id
asset:table:pmid:25548914:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:879633be572f92ceb85e8f2f025a9f292649bcfb90f517cec918e9dc4204bdb4
bytes
967
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#pone-0115792-t003
version
null
note
The incidence of SDE probesets by tissue.
structure object · 5 fields
pmcid
PMC4280129
section_index
12
section_title
Tissue distribution of SDE probesets
row_count
17
column_count
7
table object · 8 fields
label
Table 3
caption
The incidence of SDE probesets by tissue.
rows array · 17 items
[0] array · 4 items
[0]
[1]
#SDE probesets that are expressed in one tissue, one sex
[2]
#SDE probesets that are ubiquitous in other tissues*
[3]
Total #SDE probesets*
[1] array · 4 items
[0]
[1]
Higher in:
[2]
Higher in:
[3]
Higher in:
[2] array · 7 items
[0]
Tissue
[1]
M
[2]
F
[3]
M
[4]
F
[5]
M
[6]
F
[3] array · 7 items
[0]
Duodenum
[1]
8
[2]
1
[3]
79
[4]
39
[5]
896
[6]
274
[4] array · 7 items
[0]
Kidney
[1]
26
[2]
29
[3]
58
[4]
24
[5]
424
[6]
260
[5] array · 7 items
[0]
Pituitary
[1]
12
[2]
21
[3]
14
[4]
16
[5]
221
[6]
203
[6] array · 7 items
[0]
Adrenal
[1]
19
[2]
6
[3]
23
[4]
10
[5]
234
[6]
112
[7] array · 7 items
[0]
Liver
[1]
18
[2]
15
[3]
14
[4]
14
[5]
164
[6]
160
[8] array · 7 items
[0]
Adipose
[1]
0
[2]
1
[3]
0
[4]
6
[5]
27
[6]
65
[9] array · 7 items
[0]
Skin
[1]
2
[2]
3
[3]
5
[4]
1
[5]
31
[6]
30
[10] array · 7 items
[0]
Aorta
[1]
0
[2]
0
[3]
0
[4]
1
[5]
18
[6]
19
[11] array · 7 items
[0]
Jejunum
[1]
0
[2]
0
[3]
2
[4]
0
[5]
11
[6]
0
[12] array · 7 items
[0]
Ileum
[1]
0
[2]
0
[3]
2
[4]
0
[5]
11
[6]
0
[13] array · 7 items
[0]
Pancreas
[1]
0
[2]
0
[3]
0
[4]
0
[5]
0
[6]
2
[14] array · 7 items
[0]
Bladder
[1]
0
[2]
0
[3]
0
[4]
0
[5]
1
[6]
1
[15] array · 7 items
[0]
Caecum
[1]
0
[2]
0
[3]
0
[4]
0
[5]
1
[6]
0
[16] array · 7 items
[0]
Colon
[1]
0
[2]
0
[3]
0
[4]
0
[5]
1
[6]
0
locator
section[12]/table-wrap[1]#pone-0115792-t003
gaps array · 0 items
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
hierarchical clustering
[1] object · 10 fields
id
method-2
family
null
specific
null
label
Student’s 2-tailed T-test with Benjamin-Hochberg false discovery rate correction
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
Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery.
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
blocked
tier
R4
blocked_on
data:accession_absent
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
hierarchical_cluster
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: hierarchical.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R4
reachable
false
accessions array · 0 items
resolved_accessions array · 0 items
statements array · 1 item
[0]
Summary data are provided in S1 Table.
basis
The paper names no accession to its source data, so the data has to come from the authors.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
hierarchical_cluster
assets array · 4 items
[0]
source:pmid:25548914
[1]
asset:table:pmid:25548914:1
[2]
asset:table:pmid:25548914:2
[3]
asset:table:pmid:25548914:3
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:None
gaps array · 1 item
[0]
data:accession_absent
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
null
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
0
usage object · 0 fields
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:25548914
type
paper
label
pmid:25548914
[1] object · 3 fields
id
source:pmid:25548914
type
manuscript
label
PMID 25548914 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
activities array · 3 items
[0] object · 4 fields
id
activity-reading-sci-2026-11-01
type
classification
used array · 3 items
[0] object · 3 fields
id
pmid:25548914
type
paper
label
pmid:25548914
[1] object · 3 fields
id
source:pmid:25548914
type
manuscript
label
PMID 25548914 full text
[2] object · 3 fields
id
data:geo:None
type
dataset
label
GEO None
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-25548914
type
extraction
used array · 1 item
[0]
source:pmid:25548914
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-None
type
accession_resolution
used array · 1 item
[0]
data:geo:None
agent
agent:corpus-assay-engine
agents array · 2 items
[0] object · 3 fields
id
agent:corpus-assay-engine
type
software
label
Corpus assay engine
[1] object · 3 fields
id
agent:minimax-reader
type
software
label
MiniMax literature reader
source_run_id
reading-sci-2026-11-01
dsl_catalogue_fingerprint
343fb30756ba6ec3
capability_table_fingerprint
2cb3e42f047d2ecf
snapshot_id
ba34b49490d9bfaf
lineage object · 4 fields
parent_id
pmid:25548914
parent_hash
sha256:5dd449a5f2e52004c443d4e4b9533e70135b2a0a721deb2e77995192e20b64da
fork_of
null
gaps array · 6 items
[0]
execution.not_run
[1]
method.reader_named_unmapped
[2]
review.human_critique
[3]
review.independent_reader
[4]
review.machine_critique
[5]
step:obtain_source_data blocked on data:accession_absent
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
animal_model
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]
ne expression varies greatly between tissues in the rat.
[1]
ession varies greatly between tissues in the rat.
[2]
orphic expression of genes across 26 somatic rat tissues was using Affymetrix RAE-230 genechi
[3]
se no regulated procedures were carried out. Rats were humanely killed at a designated establishmen
order_basis
paper_text_order:38
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
0.77
evidence array · 1 item
[0]
enes across 26 somatic rat tissues was using Affymetrix RAE-230 genechips. We considered probesets t
order_basis
paper_text_order:133
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
clustering
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
hierarchical_cluster
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
hierarchical clustering
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:25548914", "kind": "science-record", "revision": 6, "content_hash": "sha256:b7761d6f6ee35089dbc36cf011a871c1da331d2bb14bb84fd50ae3eac1a50ebe", "created_at": "2026-11-01T15:40:07Z", "updated_at": "2026-11-01T21:19:56Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The incidence of sexually dimorphic gene expression varies greatly between tissues in the rat.", "doi": "10.1371/journal.pone.0115792", "pmid": "25548914", "authors": ["Russell D J Huby", "Philip Glaves", "Richard Jackson"], "journal": "PloS one", "year": 2014, "abstract": "The sexually dimorphic expression of genes across 26 somatic rat tissues was using Affymetrix RAE-230 genechips. We considered probesets to be sexually dimorphically expressed (SDE) if they were measurably expressed above background in at least one sex, there was at least a two-fold difference in expression (dimorphism) between the sexes, and the differences were statistically significant after correcting for false discovery. 14.5% of expressed probesets were SDE in at least one tissue, with higher expression nearly twice as prevalent in males compared to females. Most were SDE in a single tissue. Surprisingly, nearly half of the probesets that were (SDE) in multiple tissues were oppositely sex biased in different tissues, and most SDE probesets were also expressed without sex bias in other tissues. Two genes were widely SDE: Xist (female-only) and Eif2s3y (male-only). The frequency of SDE probesets varied widely between tissues, and was highest in the duodenum (6.2%), whilst less than 0.05% in over half of the surveyed tissues. The occurrence of SDE probesets was not strongly correlated between tissues. Within individual tissues, however, relational networks of SDE genes were identified. In the liver, networks relating to differential metabolism between the sexes were seen. The estrogen receptor was implicated in differential gene expression in the duodenum. To conclude, sexually dimorphic gene expression is common, but highly tissue-dependent. Sexually dimorphic gene expression may provide insights into mechanisms underlying phenotypic sex differences. Online data are provided as a resource for further analyses (GEO reference GSE63362).", "claims": [{"id": "claim-method", "statement": "Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:25548914", "locator": "sections[6] \"Statistical and pathway analysis\" paragraph 2", "quote": "Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Summary data are provided in S1 Table.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:25548914", "locator": "sections[4] \"Gene expression profiling\" paragraph 2", "quote": "Summary data are provided in S1 Table."}], "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:25548914"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "blocked", "blocked_on": "data:accession_absent", "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": [], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_absent"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:25548914", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1371/journal.pone.0115792", "sha256": "sha256:d45e89449e5f91300a4ffa44a9de0f6e7e7da5fea3f2e4aeb492e1c35551365f", "bytes": 36106, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1371/journal.pone.0115792", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4280129", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:25548914:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:8e7390c3602958deea336d373e71681247e951905dd97a6952bda2b7bcf3e846", "bytes": 785, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[8]/table-wrap[1]#pone-0115792-t001", "version": null, "note": "The distribution of SDE probesets across rat tissues.", "structure": {"pmcid": "PMC4280129", "section_index": 8, "section_title": "Incidence of SDE probesets", "row_count": 14, "column_count": 5}, "table": {"label": "Table 1", "caption": "The distribution of SDE probesets across rat tissues.", "rows": [["Probeset property:", "Always male biased", "Always female biased", "Oppositely biased in different tissues", "Total"], ["When sex biased∧∧:", "", "", "", ""], ["Probesets present on chip*", "", "", "", "31042"], ["Expressed in at least 1 tissue", "", "", "", "19007"], ["SDE in at least 1 tissue", "1704", "901", "166", "2771"], ["No. of tissues in which probesets are SDE:", "", "", "", ""], ["1", "1573", "849", "N/A", "2422"], ["2", "115", "43", "132", "290"], ["3", "14", "4", "30", "48"], ["4", "1", "0", "4", "5"], ["19", "0", "2", "0", "2"], ["20", "0", "1", "0", "1"], ["22", "0", "2", "0", "2"], ["24", "1", "0", "0", "1"]], "row_count": 14, "column_count": 5, "numeric_cells": 47, "header_rows": 2, "locator": "section[8]/table-wrap[1]#pone-0115792-t001"}}, {"id": "asset:table:pmid:25548914:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:f17de6cdb91e859fd7f19111b37b746cb8ece6f87dc1728941a666109654cb85", "bytes": 1296, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#pone-0115792-t002", "version": null, "note": "The incidence of SDE probesets common to pairs of tissues.", "structure": {"pmcid": "PMC4280129", "section_index": 11, "section_title": "Hierarchical clustering of SDE probesets", "row_count": 15, "column_count": 15}, "table": {"label": "Table 2", "caption": "The incidence of SDE probesets common to pairs of tissues.", "rows": [["", "Duodenum", "Kidney", "Pituitary", "Liver", "Adrenal", "Skin", "Adipose", "Aorta", "Jejunum", "Ileum", "Pancreas", "Bladder", "Caecum", "Colon"], ["Duodenum", "214", "101", "42", "46", "31", "8", "11", "6", "8", "1", "1", "0", "0", "0"], ["Kidney", "1.3", "175", "30", "38", "21", "13", "3", "1", "1", "3", "0", "1", "0", "0"], ["Pituitary", "0.9", "0.8", "99", "13", "31", "3", "6", "6", "0", "0", "0", "0", "0", "0"], ["Liver", "1.1", "1.1", "0.7", "93", "14", "2", "5", "2", "0", "0", "0", "0", "0", "0"], ["Adrenal", "0.8", "0.7", "1.8", "0.9", "82", "5", "2", "1", "1", "0", "0", "0", "0", "0"], ["Skin", "0.6", "1.3", "0.5", "0.4", "1", "27", "1", "0", "0", "0", "0", "0", "0", "0"], ["Adipose", "1", "0.3", "1.1", "1", "0.5", "", "25", "0", "0", "0", "1", "0", "0", "0"], ["Aorta", "1", "", "2.2", "", "", "", "", "13", "0", "0", "0", "0", "0", "0"], ["Jejunum", "2.2", "", "", "", "", "", "", "", "8", "", "0", "0", "0", "0"], ["Ileum", "", "2", "", "", "", "", "", "", "", "4", "0", "0", "0", "0"], ["Pancreas", "", "", "", "", "", "", "", "", "", "", "1", "0", "0", "0"], ["Bladder", "", "", "", "", "", "", "", "", "", "", "", "1", "0", "0"], ["Caecum", "", "", "", "", "", "", "", "", "", "", "", "", "1", "1"], ["Colon", "", "", "", "", "", "", "", "", "", "", "", "", "", "1"]], "row_count": 15, "column_count": 15, "numeric_cells": 128, "header_rows": 1, "locator": "section[11]/table-wrap[1]#pone-0115792-t002"}}, {"id": "asset:table:pmid:25548914:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:879633be572f92ceb85e8f2f025a9f292649bcfb90f517cec918e9dc4204bdb4", "bytes": 967, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#pone-0115792-t003", "version": null, "note": "The incidence of SDE probesets by tissue.", "structure": {"pmcid": "PMC4280129", "section_index": 12, "section_title": "Tissue distribution of SDE probesets", "row_count": 17, "column_count": 7}, "table": {"label": "Table 3", "caption": "The incidence of SDE probesets by tissue.", "rows": [["", "#SDE probesets that are expressed in one tissue, one sex", "#SDE probesets that are ubiquitous in other tissues*", "Total #SDE probesets*"], ["", "Higher in:", "Higher in:", "Higher in:"], ["Tissue", "M", "F", "M", "F", "M", "F"], ["Duodenum", "8", "1", "79", "39", "896", "274"], ["Kidney", "26", "29", "58", "24", "424", "260"], ["Pituitary", "12", "21", "14", "16", "221", "203"], ["Adrenal", "19", "6", "23", "10", "234", "112"], ["Liver", "18", "15", "14", "14", "164", "160"], ["Adipose", "0", "1", "0", "6", "27", "65"], ["Skin", "2", "3", "5", "1", "31", "30"], ["Aorta", "0", "0", "0", "1", "18", "19"], ["Jejunum", "0", "0", "2", "0", "11", "0"], ["Ileum", "0", "0", "2", "0", "11", "0"], ["Pancreas", "0", "0", "0", "0", "0", "2"], ["Bladder", "0", "0", "0", "0", "1", "1"], ["Caecum", "0", "0", "0", "0", "1", "0"], ["Colon", "0", "0", "0", "0", "1", "0"]], "row_count": 17, "column_count": 7, "numeric_cells": 84, "header_rows": 3, "locator": "section[12]/table-wrap[1]#pone-0115792-t003"}}], "gaps": []}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "hierarchical clustering"}}, {"id": "method-2", "family": null, "specific": null, "label": "Student’s 2-tailed T-test with Benjamin-Hochberg false discovery rate correction", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Statistical differences between male and female expression values were determined using Student’s 2-tailed T-test, then applying the Benjamin-Hochberg correction for false discovery."}}], "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": "blocked", "tier": "R4", "blocking_axis": "data", "blocked_on": "data:accession_absent", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["hierarchical_cluster"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: hierarchical."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R4", "reachable": false, "accessions": [], "resolved_accessions": [], "statements": ["Summary data are provided in S1 Table."], "basis": "The paper names no accession to its source data, so the data has to come from the authors."}}, "can_run": {"dsl_operations": ["hierarchical_cluster"], "assets": ["source:pmid:25548914", "asset:table:pmid:25548914:1", "asset:table:pmid:25548914:2", "asset:table:pmid:25548914:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:None"]}, "gaps": ["data:accession_absent"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": null, "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 0, "usage": {}}, "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:25548914", "type": "paper", "label": "pmid:25548914"}, {"id": "source:pmid:25548914", "type": "manuscript", "label": "PMID 25548914 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:25548914", "type": "paper", "label": "pmid:25548914"}, {"id": "source:pmid:25548914", "type": "manuscript", "label": "PMID 25548914 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-25548914", "type": "extraction", "used": ["source:pmid:25548914"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-None", "type": "accession_resolution", "used": ["data:geo:None"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:25548914", "parent_hash": "sha256:5dd449a5f2e52004c443d4e4b9533e70135b2a0a721deb2e77995192e20b64da", "fork_of": null, "generation": 5}, "gaps": ["execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_absent"], "assays": [{"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ne expression varies greatly between tissues in the rat.", "ession varies greatly between tissues in the rat.", "orphic expression of genes across 26 somatic rat tissues was using Affymetrix RAE-230 genechi", "se no regulated procedures were carried out. Rats were humanely killed at a designated establishmen"], "order_basis": "paper_text_order:38", "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": 0.77, "evidence": ["enes across 26 somatic rat tissues was using Affymetrix RAE-230 genechips. We considered probesets t"], "order_basis": "paper_text_order:133", "id": "assay:2"}, {"role": "analysis", "definition_id": "clustering", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["hierarchical_cluster"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["hierarchical clustering"], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}