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

pmid:41399364

Ubiquitin D Correlates with Disease Severity and T Cell Infiltration in Cholestasis: Evidence from Integrated Bioinformatics and Experimental Analyses.

Huiwen Wang · Jian Zhang · Xun Huang · Shifang Peng

International journal of medical sciences · 2026 doi:10.7150/ijms.122687

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:41399364
kind
science-record
content_hash
sha256:c31a2f60ccb46a2426bde5e50b78690429199aff59060d6de91b24bb84088fbf
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:31:24Z
updated_at
2026-11-01T22:57:37Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Ubiquitin D Correlates with Disease Severity and T Cell Infiltration in Cholestasis: Evidence from Integrated Bioinformatics and Experimental Analyses.
doi
10.7150/ijms.122687
pmid
41399364
authors array · 4 items
[0]
Huiwen Wang
[1]
Jian Zhang
[2]
Xun Huang
[3]
Shifang Peng
journal
International journal of medical sciences
year
2026
abstract
Cholestasis is a complex pathophysiological syndrome characterized by impaired bile secretion and excretion. Extensive research has revealed that Ubiquitin D (UBD) plays a pivotal role in numerous types of malignancies and benign diseases. However, the underlying involvement of UBD in cholestasis remains unclear. The aim of this study was to analyze the role of UBD in Cholestasis. Transcriptome data from cholestasis patients (GSE61260, GSE159676 and GSE183754) were obtained from the Gene Expression Omnibus (GEO) database. These datasets, along with cholestatic mouse models and clinical specimens, were utilized to evaluate hepatic UBD expression. Subsequently, immunohistochemistry and immunofluorescence staining were applied to validate the expression and localization of hepatic UBD. Moreover, the association of hepatic UBD levels with clinical parameters was evaluated using Pearson's correlation analysis. In addition, Gene set enrichment analysis (GSEA) and xCell were employed to investigate the immune-related signatures and immune cell infiltration link to UBD in cholestasis, with findings further validated through immunofluorescence staining. Finally, the association of the hepatic UBD with T cell-related chemokine and chemokine receptor was explored using Pearson's correlation analysis. The results showed that UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens. Hepatic UBD levels positively correlate with the severity of cholestasis and hepatocytes are identified as the primary source of UBD in cholestatic livers. Functional enrichment analysis indicated that immune-related pathway was significantly activated in the cholestatic liver with high expression of UBD group. Moreover, hepatic UBD expression was positively associated with the infiltration of T cells and with the expression of T cell-related chemokines and chemokine receptors in cholestasis. In conclusion, UBD is a key gene associated with disease severity and T cells infiltration in cholestasis. These findings provide new insight into the key biomarker of cholestasis and further highlight that UBD might be a promising novel therapeutic target for patients with cholestasis.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41399364
locator
sections[3] "Data acquisition and identification of differentially expressed genes" paragraph 2
quote
Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41399364
locator
sections[27] "Availability of data and materials" paragraph 2
quote
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:41399364
locator
sections[0] "Abstract" paragraph 1
quote
The results showed that UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens.
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:41399364
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:GSE159676
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE159676
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 4 items
[0] object · 15 fields
id
source:pmid:41399364
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.7150/ijms.122687
sha256
sha256:d2065f870fc8fdb88ff1f7d769c828ebf62dbdf5299de45b48cb8cc243bad437
bytes
46603
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.7150/ijms.122687
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
PMC12702096
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE159676
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=GSE159676
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE159676
version
null
note
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 33 items
[0]
GSM4837490
[1]
GSM4837491
[2]
GSM4837492
[3]
GSM4837493
[4]
GSM4837494
[5]
GSM4837495
[6]
GSM4837496
[7]
GSM4837497
[8]
GSM4837498
[9]
GSM4837499
[10]
GSM4837500
[11]
GSM4837501
[12]
GSM4837502
[13]
GSM4837503
[14]
GSM4837504
[15]
GSM4837505
[16]
GSM4837506
[17]
GSM4837507
[18]
GSM4837508
[19]
GSM4837509
[20]
GSM4837510
[21]
GSM4837511
[22]
GSM4837512
[23]
GSM4837513
[24]
GSM4837514
[25]
GSM4837515
[26]
GSM4837516
[27]
GSM4837517
[28]
GSM4837518
[29]
GSM4837519
[30]
GSM4837520
[31]
GSM4837521
[32]
GSM4837522
sample_count
33
group_sizes
null
group_sizes_basis
null
platform
6244
taxon
Homo sapiens
title
Portal fibroblasts with mesenchymal stem cell features form a reservoir of proliferative myofibroblasts in liver fibrosis
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE183754
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=GSE183754
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE183754
version
null
note
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 10 items
[0]
GSM5570259
[1]
GSM5570260
[2]
GSM5570261
[3]
GSM5570262
[4]
GSM5570263
[5]
GSM5570264
[6]
GSM5570265
[7]
GSM5570266
[8]
GSM5570267
[9]
GSM5570268
sample_count
10
group_sizes
null
group_sizes_basis
null
platform
18573
taxon
Homo sapiens
title
Systematic comparison of experimental and human obstructive cholestasis reveals conservation of canonical pathway activation and biomarkers relevant for cholestatic liver disease [human data set]
resolution_checked_at
2026-11-01T20:16:08Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE61260
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=GSE61260
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE61260
version
null
note
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
access_statement_kind
data_availability_statement
sample_accessions array · 134 items
[0]
GSM1501013
[1]
GSM1501014
[2]
GSM1501015
[3]
GSM1501016
[4]
GSM1501017
[5]
GSM1501018
[6]
GSM1501019
[7]
GSM1501020
[8]
GSM1501021
[9]
GSM1501022
[10]
GSM1501023
[11]
GSM1501024
[12]
GSM1501025
[13]
GSM1501026
[14]
GSM1501027
[15]
GSM1501028
[16]
GSM1501029
[17]
GSM1501030
[18]
GSM1501031
[19]
GSM1501032
[20]
GSM1501033
[21]
GSM1501034
[22]
GSM1501035
[23]
GSM1501036
[24]
GSM1501037
[25]
GSM1501038
[26]
GSM1501039
[27]
GSM1501040
[28]
GSM1501041
[29]
GSM1501042
[30]
GSM1501043
[31]
GSM1501044
[32]
GSM1501045
[33]
GSM1501046
[34]
GSM1501047
[35]
GSM1501048
[36]
GSM1501049
[37]
GSM1501050
[38]
GSM1501051
[39]
GSM1501052
[40]
GSM1501053
[41]
GSM1501054
[42]
GSM1501055
[43]
GSM1501056
[44]
GSM1501057
[45]
GSM1501058
[46]
GSM1501059
[47]
GSM1501060
[48]
GSM1501061
[49]
GSM1501062
[50]
GSM1501063
[51]
GSM1501064
[52]
GSM1501065
[53]
GSM1501066
[54]
GSM1501067
[55]
GSM1501068
[56]
GSM1501069
[57]
GSM1501070
[58]
GSM1501071
[59]
GSM1501072
[60]
GSM1501073
[61]
GSM1501074
[62]
GSM1501075
[63]
GSM1501076
[64]
GSM1501077
[65]
GSM1501078
[66]
GSM1501079
[67]
GSM1501080
[68]
GSM1501081
[69]
GSM1501082
[70]
GSM1501083
[71]
GSM1501084
[72]
GSM1501085
[73]
GSM1501086
[74]
GSM1501087
[75]
GSM1501088
[76]
GSM1501089
[77]
GSM1501090
[78]
GSM1501091
[79]
GSM1501092
[80]
GSM1501093
[81]
GSM1501094
[82]
GSM1501095
[83]
GSM1501096
[84]
GSM1501097
[85]
GSM1501098
[86]
GSM1501099
[87]
GSM1501100
[88]
GSM1501101
[89]
GSM1501102
[90]
GSM1501103
[91]
GSM1501104
[92]
GSM1501105
[93]
GSM1501106
[94]
GSM1501107
[95]
GSM1501108
[96]
GSM1501109
[97]
GSM1501110
[98]
GSM1501111
[99]
GSM1501112
[100]
GSM1501113
[101]
GSM1501114
[102]
GSM1501115
[103]
GSM1501116
[104]
GSM1501117
[105]
GSM1501118
[106]
GSM1501119
[107]
GSM1501120
[108]
GSM1501121
[109]
GSM1501122
[110]
GSM1501123
[111]
GSM1501124
[112]
GSM1501125
[113]
GSM1501126
[114]
GSM1501127
[115]
GSM1501128
[116]
GSM1501129
[117]
GSM1501130
[118]
GSM1501131
[119]
GSM1501132
[120]
GSM1501133
[121]
GSM1501134
[122]
GSM1501135
[123]
GSM1501136
[124]
GSM1501137
[125]
GSM1501138
[126]
GSM1501139
[127]
GSM1501140
[128]
GSM1501141
[129]
GSM1501142
[130]
GSM1501143
[131]
GSM1501144
[132]
GSM1501145
[133]
GSM1501146
sample_count
134
group_sizes
null
group_sizes_basis
null
platform
11532
taxon
Homo sapiens
title
Human liver gene expression data from subjects of varying ages
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE159676 not downloaded
[1]
asset:data:geo:GSE159676 licence not read
[2]
asset:data:geo:GSE183754 not downloaded
[3]
asset:data:geo:GSE183754 licence not read
[4]
asset:data:geo:GSE61260 not downloaded
[5]
asset:data:geo:GSE61260 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
deseq2
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
mann_whitney
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_mann_whitney
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
Mann-Whitney
[2] object · 10 fields
id
method-3
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.8
band
high
quote
limma
[3] object · 10 fields
id
method-4
family
correlation_analysis
specific
pearson
label
Correlation analysis
dsl_operations array · 1 item
[0]
pearson_r
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
paired_numeric_columns
evidence object · 3 fields
score
0.7
band
medium
quote
Pearson's correlation
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: deseq2.
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 · 3 items
[0]
GSE61260
[1]
GSE159676
[2]
GSE183754
resolved_accessions array · 3 items
[0]
GSE61260
[1]
GSE159676
[2]
GSE183754
statements array · 1 item
[0]
Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.
basis
The paper names GSE61260, GSE159676, GSE183754 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:41399364
[1]
data:geo:GSE159676
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:GSE159676
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T20:08:19Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
13901
completion_tokens
1270
cached_tokens
128
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:41399364
type
paper
label
pmid:41399364
[1] object · 3 fields
id
source:pmid:41399364
type
manuscript
label
PMID 41399364 full text
[2] object · 3 fields
id
data:geo:GSE159676
type
dataset
label
GEO GSE159676
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:41399364
type
paper
label
pmid:41399364
[1] object · 3 fields
id
source:pmid:41399364
type
manuscript
label
PMID 41399364 full text
[2] object · 3 fields
id
data:geo:GSE159676
type
dataset
label
GEO GSE159676
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-41399364
type
extraction
used array · 1 item
[0]
source:pmid:41399364
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE159676
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE159676
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:41399364
parent_hash
sha256:4c2dd6cc8b4591d790f5184a9528864f47fc18e6b42b0cbfa7e50fa5a01427ca
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE159676 licence not read
[1]
asset:data:geo:GSE159676 not downloaded
[2]
asset:data:geo:GSE183754 licence not read
[3]
asset:data:geo:GSE183754 not downloaded
[4]
asset:data:geo:GSE61260 licence not read
[5]
asset:data:geo:GSE61260 not downloaded
[6]
execution.not_run
[7]
method.reader_differs_from_extractor
[8]
review.human_critique
[9]
review.independent_reader
[10]
review.machine_critique
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]
base. These datasets, along with cholestatic mouse models and clinical specimens, were utilized
[1]
is patient transcriptomic data, experimental mouse models, and clinical specimens. Hepatic UBD
[2]
imal experiments Eight-week-old male C57BL/6 mice were purchased from the Hunan Slake Jingda Labora
[3]
lake Jingda Laboratory Animals Co., Ltd. All mice were housed under specific pathogen-free (SPF) co
order_basis
paper_text_order:674
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]
aluate hepatic UBD expression. Subsequently, immunohistochemistry and immunofluorescence staining were applied
[1]
sion. Subsequently, immunohistochemistry and immunofluorescence staining were applied to validate the expres
[2]
sis, with findings further validated through immunofluorescence staining. Finally, the association of the he
[3]
asis. ****p < 0.0001. UBD, Ubiquitin D; IHC, immunohistochemistry; HC, healthy control; PBC, primary biliary c
order_basis
paper_text_order:775
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1.
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:41399364", "kind": "science-record", "revision": 4, "content_hash": "sha256:c31a2f60ccb46a2426bde5e50b78690429199aff59060d6de91b24bb84088fbf", "created_at": "2026-11-01T20:31:24Z", "updated_at": "2026-11-01T22:57:37Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Ubiquitin D Correlates with Disease Severity and T Cell Infiltration in Cholestasis: Evidence from Integrated Bioinformatics and Experimental Analyses.", "doi": "10.7150/ijms.122687", "pmid": "41399364", "authors": ["Huiwen Wang", "Jian Zhang", "Xun Huang", "Shifang Peng"], "journal": "International journal of medical sciences", "year": 2026, "abstract": "Cholestasis is a complex pathophysiological syndrome characterized by impaired bile secretion and excretion. Extensive research has revealed that Ubiquitin D (UBD) plays a pivotal role in numerous types of malignancies and benign diseases. However, the underlying involvement of UBD in cholestasis remains unclear. The aim of this study was to analyze the role of UBD in Cholestasis. Transcriptome data from cholestasis patients (GSE61260, GSE159676 and GSE183754) were obtained from the Gene Expression Omnibus (GEO) database. These datasets, along with cholestatic mouse models and clinical specimens, were utilized to evaluate hepatic UBD expression. Subsequently, immunohistochemistry and immunofluorescence staining were applied to validate the expression and localization of hepatic UBD. Moreover, the association of hepatic UBD levels with clinical parameters was evaluated using Pearson's correlation analysis. In addition, Gene set enrichment analysis (GSEA) and xCell were employed to investigate the immune-related signatures and immune cell infiltration link to UBD in cholestasis, with findings further validated through immunofluorescence staining. Finally, the association of the hepatic UBD with T cell-related chemokine and chemokine receptor was explored using Pearson's correlation analysis. The results showed that UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens. Hepatic UBD levels positively correlate with the severity of cholestasis and hepatocytes are identified as the primary source of UBD in cholestatic livers. Functional enrichment analysis indicated that immune-related pathway was significantly activated in the cholestatic liver with high expression of UBD group. Moreover, hepatic UBD expression was positively associated with the infiltration of T cells and with the expression of T cell-related chemokines and chemokine receptors in cholestasis. In conclusion, UBD is a key gene associated with disease severity and T cells infiltration in cholestasis. These findings provide new insight into the key biomarker of cholestasis and further highlight that UBD might be a promising novel therapeutic target for patients with cholestasis.", "claims": [{"id": "claim-method", "statement": "Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41399364", "locator": "sections[3] \"Data acquisition and identification of differentially expressed genes\" paragraph 2", "quote": "Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:41399364", "locator": "sections[27] \"Availability of data and materials\" paragraph 2", "quote": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:41399364", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The results showed that UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "UBD was significantly and consistently upregulated in the livers across cholestasis patient transcriptomic data, experimental mouse models, and clinical specimens.", "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:41399364"], "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:GSE159676"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE159676"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:41399364", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.7150/ijms.122687", "sha256": "sha256:d2065f870fc8fdb88ff1f7d769c828ebf62dbdf5299de45b48cb8cc243bad437", "bytes": 46603, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.7150/ijms.122687", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12702096", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE159676", "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=GSE159676", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE159676", "version": null, "note": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4837490", "GSM4837491", "GSM4837492", "GSM4837493", "GSM4837494", "GSM4837495", "GSM4837496", "GSM4837497", "GSM4837498", "GSM4837499", "GSM4837500", "GSM4837501", "GSM4837502", "GSM4837503", "GSM4837504", "GSM4837505", "GSM4837506", "GSM4837507", "GSM4837508", "GSM4837509", "GSM4837510", "GSM4837511", "GSM4837512", "GSM4837513", "GSM4837514", "GSM4837515", "GSM4837516", "GSM4837517", "GSM4837518", "GSM4837519", "GSM4837520", "GSM4837521", "GSM4837522"], "sample_count": 33, "group_sizes": null, "group_sizes_basis": null, "platform": "6244", "taxon": "Homo sapiens", "title": "Portal fibroblasts with mesenchymal stem cell features form a reservoir of proliferative myofibroblasts in liver fibrosis", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE183754", "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=GSE183754", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE183754", "version": null, "note": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5570259", "GSM5570260", "GSM5570261", "GSM5570262", "GSM5570263", "GSM5570264", "GSM5570265", "GSM5570266", "GSM5570267", "GSM5570268"], "sample_count": 10, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Systematic comparison of experimental and human obstructive cholestasis reveals conservation of canonical pathway activation and biomarkers relevant for cholestatic liver disease [human data set]", "resolution_checked_at": "2026-11-01T20:16:08Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE61260", "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=GSE61260", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE61260", "version": null, "note": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1501013", "GSM1501014", "GSM1501015", "GSM1501016", "GSM1501017", "GSM1501018", "GSM1501019", "GSM1501020", "GSM1501021", "GSM1501022", "GSM1501023", "GSM1501024", "GSM1501025", "GSM1501026", "GSM1501027", "GSM1501028", "GSM1501029", "GSM1501030", "GSM1501031", "GSM1501032", "GSM1501033", "GSM1501034", "GSM1501035", "GSM1501036", "GSM1501037", "GSM1501038", "GSM1501039", "GSM1501040", "GSM1501041", "GSM1501042", "GSM1501043", "GSM1501044", "GSM1501045", "GSM1501046", "GSM1501047", "GSM1501048", "GSM1501049", "GSM1501050", "GSM1501051", "GSM1501052", "GSM1501053", "GSM1501054", "GSM1501055", "GSM1501056", "GSM1501057", "GSM1501058", "GSM1501059", "GSM1501060", "GSM1501061", "GSM1501062", "GSM1501063", "GSM1501064", "GSM1501065", "GSM1501066", "GSM1501067", "GSM1501068", "GSM1501069", "GSM1501070", "GSM1501071", "GSM1501072", "GSM1501073", "GSM1501074", "GSM1501075", "GSM1501076", "GSM1501077", "GSM1501078", "GSM1501079", "GSM1501080", "GSM1501081", "GSM1501082", "GSM1501083", "GSM1501084", "GSM1501085", "GSM1501086", "GSM1501087", "GSM1501088", "GSM1501089", "GSM1501090", "GSM1501091", "GSM1501092", "GSM1501093", "GSM1501094", "GSM1501095", "GSM1501096", "GSM1501097", "GSM1501098", "GSM1501099", "GSM1501100", "GSM1501101", "GSM1501102", "GSM1501103", "GSM1501104", "GSM1501105", "GSM1501106", "GSM1501107", "GSM1501108", "GSM1501109", "GSM1501110", "GSM1501111", "GSM1501112", "GSM1501113", "GSM1501114", "GSM1501115", "GSM1501116", "GSM1501117", "GSM1501118", "GSM1501119", "GSM1501120", "GSM1501121", "GSM1501122", "GSM1501123", "GSM1501124", "GSM1501125", "GSM1501126", "GSM1501127", "GSM1501128", "GSM1501129", "GSM1501130", "GSM1501131", "GSM1501132", "GSM1501133", "GSM1501134", "GSM1501135", "GSM1501136", "GSM1501137", "GSM1501138", "GSM1501139", "GSM1501140", "GSM1501141", "GSM1501142", "GSM1501143", "GSM1501144", "GSM1501145", "GSM1501146"], "sample_count": 134, "group_sizes": null, "group_sizes_basis": null, "platform": "11532", "taxon": "Homo sapiens", "title": "Human liver gene expression data from subjects of varying ages", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE159676 not downloaded", "asset:data:geo:GSE159676 licence not read", "asset:data:geo:GSE183754 not downloaded", "asset:data:geo:GSE183754 licence not read", "asset:data:geo:GSE61260 not downloaded", "asset:data:geo:GSE61260 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1."}}, {"id": "method-2", "family": "group_comparison", "specific": "mann_whitney", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_mann_whitney"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Mann-Whitney"}}, {"id": "method-3", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.8, "band": "high", "quote": "limma"}}, {"id": "method-4", "family": "correlation_analysis", "specific": "pearson", "label": "Correlation analysis", "dsl_operations": ["pearson_r"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["paired_numeric_columns"], "evidence": {"score": 0.7, "band": "medium", "quote": "Pearson's correlation"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "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": ["GSE61260", "GSE159676", "GSE183754"], "resolved_accessions": ["GSE61260", "GSE159676", "GSE183754"], "statements": ["Liver transcriptome datasets GSE61260, GSE159676, and GSE183754 for this study can be found in the GEO (http://www.ncbi.nlm.nih.gov/geo). Further inquiries can be directed to the corresponding authors."], "basis": "The paper names GSE61260, GSE159676, GSE183754 in Gene Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:41399364", "data:geo:GSE159676"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE159676"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T20:08:19Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 13901, "completion_tokens": 1270, "cached_tokens": 128}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:41399364", "type": "paper", "label": "pmid:41399364"}, {"id": "source:pmid:41399364", "type": "manuscript", "label": "PMID 41399364 full text"}, {"id": "data:geo:GSE159676", "type": "dataset", "label": "GEO GSE159676"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:41399364", "type": "paper", "label": "pmid:41399364"}, {"id": "source:pmid:41399364", "type": "manuscript", "label": "PMID 41399364 full text"}, {"id": "data:geo:GSE159676", "type": "dataset", "label": "GEO GSE159676"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-41399364", "type": "extraction", "used": ["source:pmid:41399364"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE159676", "type": "accession_resolution", "used": ["data:geo:GSE159676"], "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:41399364", "parent_hash": "sha256:4c2dd6cc8b4591d790f5184a9528864f47fc18e6b42b0cbfa7e50fa5a01427ca", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE159676 licence not read", "asset:data:geo:GSE159676 not downloaded", "asset:data:geo:GSE183754 licence not read", "asset:data:geo:GSE183754 not downloaded", "asset:data:geo:GSE61260 licence not read", "asset:data:geo:GSE61260 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "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": ["base. These datasets, along with cholestatic mouse models and clinical specimens, were utilized", "is patient transcriptomic data, experimental mouse models, and clinical specimens. Hepatic UBD", "imal experiments Eight-week-old male C57BL/6 mice were purchased from the Hunan Slake Jingda Labora", "lake Jingda Laboratory Animals Co., Ltd. All mice were housed under specific pathogen-free (SPF) co"], "order_basis": "paper_text_order:674", "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": ["aluate hepatic UBD expression. Subsequently, immunohistochemistry and immunofluorescence staining were applied", "sion. Subsequently, immunohistochemistry and immunofluorescence staining were applied to validate the expres", "sis, with findings further validated through immunofluorescence staining. Finally, the association of the he", "asis. ****p < 0.0001. UBD, Ubiquitin D; IHC, immunohistochemistry; HC, healthy control; PBC, primary biliary c"], "order_basis": "paper_text_order:775", "id": "assay:2"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Differentially expressed genes (DEGs) were identified using either the “limma” or DESeq2 package in R, with statistical significance defined as an adjusted p-value < 0.05 and | log2 fold change (FC) | ≥ 1."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}