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

pmid:34050779

Proteomic profiling of murine biliary-derived hepatic organoids and their capacity for drug disposition, bioactivation and detoxification.

Lawrence Howell · Rosalind E Jenkins · Stephen Lynch · Carrie Duckworth · B Kevin Park · Christopher Goldring

Archives of toxicology · 2021 doi:10.1007/s00204-021-03075-3

Paper

complete

Experiment

partial

Data

partial

Analysis

complete

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:34050779
kind
science-record
content_hash
sha256:cb7f35c672dd785032935e5297d15dc0c99adf60c697ff7bd38da39b6d6e6097
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:37Z
updated_at
2026-11-01T22:46:47Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Proteomic profiling of murine biliary-derived hepatic organoids and their capacity for drug disposition, bioactivation and detoxification.
doi
10.1007/s00204-021-03075-3
pmid
34050779
authors array · 6 items
[0]
Lawrence Howell
[1]
Rosalind E Jenkins
[2]
Stephen Lynch
[3]
Carrie Duckworth
[4]
B Kevin Park
[5]
Christopher Goldring
journal
Archives of toxicology
year
2021
abstract
Hepatic organoids are a recent innovation in in vitro modeling. Initial studies suggest that organoids better recapitulate the liver phenotype in vitro compared to pre-existing proliferative cell models. However, their potential for drug metabolism and detoxification remains poorly characterized, and their global proteome has yet to be compared to their tissue of origin. This analysis is urgently needed to determine what gain-of-function this new model may represent for modeling the physiological and toxicological response of the liver to xenobiotics. Global proteomic profiling of undifferentiated and differentiated hepatic murine organoids and donor-matched livers was, therefore, performed to assess both their similarity to liver tissue, and the expression of drug-metabolizing enzymes and transporters. This analysis quantified 4405 proteins across all sample types. Data are available via ProteomeXchange (PXD017986). Differentiation of organoids significantly increased the expression of multiple cytochrome P450, phase II enzymes, liver biomarkers and hepatic transporters. While the final phenotype of differentiated organoids is distinct from liver tissue, the organoids contain multiple drug metabolizing and transporter proteins necessary for liver function and drug metabolism, such as cytochrome P450 3A, glutathione-S-transferase alpha and multidrug resistance protein 1A. Indeed, the differentiated organoids were shown to exhibit increased sensitivity to midazolam (10-1000 µM) and irinotecan (1-100 µM), when compared to the undifferentiated organoids. The predicted reduced activity of HNF4A and a resulting dysregulation of RNA polymerase II may explain the partial differentiation of the organoids. Although further experimentation, optimization and characterization is needed relative to pre-existing models to fully contextualize their use as an in vitro model of drug-induced liver injury, hepatic organoids represent an attractive novel model of the response of the liver to xenobiotics. The current study also highlights the utility of global proteomic analyses for rapid and accurate evaluation of organoid-based test systems.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34050779
locator
sections[8] "iTRAQ protein identification and statistical analyses" paragraph 2
quote
Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34050779
locator
sections[27] "Availability of data and materials" paragraph 2
quote
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986.
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:34050779
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 · 2 items
[0] object · 15 fields
id
source:pmid:34050779
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1007/s00204-021-03075-3
sha256
sha256:2353e7c21392abf57901ec441016843516c7b8607d60f9ca860cfeaf2bccc369
bytes
63189
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1007/s00204-021-03075-3
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
PMC8241807
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 16 fields
id
asset:table:pmid:34050779:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:fb3da35b45e21af2c8f606760bafa5b5442381b39dec83973832d8bab5911544
bytes
714
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[17]/table-wrap[1]#Tab1
version
null
note
Functional annotation cluster analysis (DAVID) of iTRAQ expression data
structure object · 5 fields
pmcid
PMC8241807
section_index
17
section_title
Functional annotation reveals distinctly altered biological pathways in differentiated hepatic organoids
row_count
11
column_count
4
table object · 8 fields
label
Table 1
caption
Functional annotation cluster analysis (DAVID) of iTRAQ expression data
rows array · 11 items
[0] array · 1 item
[0]
(a) Differentiated v liver up-regulated
[1] array · 4 items
[0]
Annotation cluster
[1]
Count
[2]
Enrichment score
[3]
p value
[2] array · 4 items
[0]
Actin binding
[1]
65
[2]
12.11
[3]
8.22E–13
[3] array · 4 items
[0]
Cell–cell adhesion
[1]
117
[2]
9.73
[3]
7.58E–13
[4] array · 4 items
[0]
Spliceosome
[1]
54
[2]
4.07
[3]
5.60E–10
[5] array · 4 items
[0]
PI3K-Akt signaling
[1]
44
[2]
4.02
[3]
2.18E–05
[6] array · 4 items
[0]
EF hand domain
[1]
30
[2]
3.89
[3]
1.66E–04
[7] array · 4 items
[0]
SAP domain
[1]
11
[2]
3.73
[3]
6.67E–05
[8] array · 4 items
[0]
LIM domain
[1]
18
[2]
3.53
[3]
2.76E–06
[9] array · 4 items
[0]
SH3 domain
[1]
34
[2]
3.17
[3]
1.59E–04
[10] array · 4 items
[0]
Chromosome
[1]
44
[2]
3.08
[3]
1.63E–06
locator
section[17]/table-wrap[1]#Tab1
gaps array · 0 items
analysis object · 4 fields
state
complete
methods array · 1 item
[0] object · 10 fields
id
method-1
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
1
band
verbatim
quote
Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors.
targets array · 0 items
gaps array · 0 items
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
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: anova.
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]
The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986.
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 · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
assets array · 2 items
[0]
source:pmid:34050779
[1]
asset:table:pmid:34050779:1
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
2026-10-31T19:35:53Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
47931
completion_tokens
899
cached_tokens
792
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:34050779
type
paper
label
pmid:34050779
[1] object · 3 fields
id
source:pmid:34050779
type
manuscript
label
PMID 34050779 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:34050779
type
paper
label
pmid:34050779
[1] object · 3 fields
id
source:pmid:34050779
type
manuscript
label
PMID 34050779 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-34050779
type
extraction
used array · 1 item
[0]
source:pmid:34050779
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:34050779
parent_hash
sha256:c88172daec8875411d4c9e12179eb44ae0848f229d6a235c503abcff6706a8fe
fork_of
null
gaps array · 5 items
[0]
execution.not_run
[1]
review.human_critique
[2]
review.independent_reader
[3]
review.machine_critique
[4]
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 · 3 items
[0]
Proteomic profiling of murine biliary-derived hepatic organoids and their
[1]
undifferentiated and differentiated hepatic murine organoids and donor-matched livers was, ther
[2]
Ethics Committee. 5- to 7-week-old male CD-1 mice were purchased from Charles River laboratories (C
order_basis
paper_text_order:0
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 · 3 items
[0]
rk cycle with free access to food and water. Immunofluorescence analysis of hepatic markers Organoids were f
[1]
ton-X for 10 min and washed three times with immunofluorescence wash buffer (PBS with 0.25% Triton-X and 0.0
[2]
e then incubated for 1 h in blocking buffer (immunofluorescence wash buffer with 10% casein blocking solutio
order_basis
paper_text_order:2938
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors.
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:34050779", "kind": "science-record", "revision": 8, "content_hash": "sha256:cb7f35c672dd785032935e5297d15dc0c99adf60c697ff7bd38da39b6d6e6097", "created_at": "2026-11-01T15:41:37Z", "updated_at": "2026-11-01T22:46:47Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Proteomic profiling of murine biliary-derived hepatic organoids and their capacity for drug disposition, bioactivation and detoxification.", "doi": "10.1007/s00204-021-03075-3", "pmid": "34050779", "authors": ["Lawrence Howell", "Rosalind E Jenkins", "Stephen Lynch", "Carrie Duckworth", "B Kevin Park", "Christopher Goldring"], "journal": "Archives of toxicology", "year": 2021, "abstract": "Hepatic organoids are a recent innovation in in vitro modeling. Initial studies suggest that organoids better recapitulate the liver phenotype in vitro compared to pre-existing proliferative cell models. However, their potential for drug metabolism and detoxification remains poorly characterized, and their global proteome has yet to be compared to their tissue of origin. This analysis is urgently needed to determine what gain-of-function this new model may represent for modeling the physiological and toxicological response of the liver to xenobiotics. Global proteomic profiling of undifferentiated and differentiated hepatic murine organoids and donor-matched livers was, therefore, performed to assess both their similarity to liver tissue, and the expression of drug-metabolizing enzymes and transporters. This analysis quantified 4405 proteins across all sample types. Data are available via ProteomeXchange (PXD017986). Differentiation of organoids significantly increased the expression of multiple cytochrome P450, phase II enzymes, liver biomarkers and hepatic transporters. While the final phenotype of differentiated organoids is distinct from liver tissue, the organoids contain multiple drug metabolizing and transporter proteins necessary for liver function and drug metabolism, such as cytochrome P450 3A, glutathione-S-transferase alpha and multidrug resistance protein 1A. Indeed, the differentiated organoids were shown to exhibit increased sensitivity to midazolam (10-1000 µM) and irinotecan (1-100 µM), when compared to the undifferentiated organoids. The predicted reduced activity of HNF4A and a resulting dysregulation of RNA polymerase II may explain the partial differentiation of the organoids. Although further experimentation, optimization and characterization is needed relative to pre-existing models to fully contextualize their use as an in vitro model of drug-induced liver injury, hepatic organoids represent an attractive novel model of the response of the liver to xenobiotics. The current study also highlights the utility of global proteomic analyses for rapid and accurate evaluation of organoid-based test systems.", "claims": [{"id": "claim-method", "statement": "Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34050779", "locator": "sections[8] \"iTRAQ protein identification and statistical analyses\" paragraph 2", "quote": "Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34050779", "locator": "sections[27] \"Availability of data and materials\" paragraph 2", "quote": "The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986."}], "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:34050779"], "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:34050779", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1007/s00204-021-03075-3", "sha256": "sha256:2353e7c21392abf57901ec441016843516c7b8607d60f9ca860cfeaf2bccc369", "bytes": 63189, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1007/s00204-021-03075-3", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8241807", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "asset:table:pmid:34050779:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:fb3da35b45e21af2c8f606760bafa5b5442381b39dec83973832d8bab5911544", "bytes": 714, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[17]/table-wrap[1]#Tab1", "version": null, "note": "Functional annotation cluster analysis (DAVID) of iTRAQ expression data", "structure": {"pmcid": "PMC8241807", "section_index": 17, "section_title": "Functional annotation reveals distinctly altered biological pathways in differentiated hepatic organoids", "row_count": 11, "column_count": 4}, "table": {"label": "Table 1", "caption": "Functional annotation cluster analysis (DAVID) of iTRAQ expression data", "rows": [["(a) Differentiated v liver up-regulated"], ["Annotation cluster", "Count", "Enrichment score", "p value"], ["Actin binding", "65", "12.11", "8.22E–13"], ["Cell–cell adhesion", "117", "9.73", "7.58E–13"], ["Spliceosome", "54", "4.07", "5.60E–10"], ["PI3K-Akt signaling", "44", "4.02", "2.18E–05"], ["EF hand domain", "30", "3.89", "1.66E–04"], ["SAP domain", "11", "3.73", "6.67E–05"], ["LIM domain", "18", "3.53", "2.76E–06"], ["SH3 domain", "34", "3.17", "1.59E–04"], ["Chromosome", "44", "3.08", "1.63E–06"]], "row_count": 11, "column_count": 4, "numeric_cells": 27, "header_rows": 2, "locator": "section[17]/table-wrap[1]#Tab1"}}], "gaps": []}, "analysis": {"state": "complete", "methods": [{"id": "method-1", "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": 1.0, "band": "verbatim", "quote": "Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors."}}], "targets": [], "gaps": []}, "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": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: anova."}, "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": ["The mass spectrometry proteomics data have been deposited to the ProteomeXchange Consortium via the PRIDE partner repository with the dataset identifier PXD017986."], "basis": "The paper names no accession to its source data, so the data has to come from the authors."}}, "can_run": {"dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "assets": ["source:pmid:34050779", "asset:table:pmid:34050779:1"], "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": "2026-10-31T19:35:53Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 47931, "completion_tokens": 899, "cached_tokens": 792}}, "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:34050779", "type": "paper", "label": "pmid:34050779"}, {"id": "source:pmid:34050779", "type": "manuscript", "label": "PMID 34050779 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34050779", "type": "paper", "label": "pmid:34050779"}, {"id": "source:pmid:34050779", "type": "manuscript", "label": "PMID 34050779 full text"}, {"id": "data:geo:None", "type": "dataset", "label": "GEO None"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34050779", "type": "extraction", "used": ["source:pmid:34050779"], "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:34050779", "parent_hash": "sha256:c88172daec8875411d4c9e12179eb44ae0848f229d6a235c503abcff6706a8fe", "fork_of": null, "generation": 7}, "gaps": ["execution.not_run", "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": ["Proteomic profiling of murine biliary-derived hepatic organoids and their", "undifferentiated and differentiated hepatic murine organoids and donor-matched livers was, ther", "Ethics Committee. 5- to 7-week-old male CD-1 mice were purchased from Charles River laboratories (C"], "order_basis": "paper_text_order:0", "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": ["rk cycle with free access to food and water. Immunofluorescence analysis of hepatic markers Organoids were f", "ton-X for 10 min and washed three times with immunofluorescence wash buffer (PBS with 0.25% Triton-X and 0.0", "e then incubated for 1 h in blocking buffer (immunofluorescence wash buffer with 10% casein blocking solutio"], "order_basis": "paper_text_order:2938", "id": "assay:2"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Proteins that were differentially expressed between the sample types were determined using a 2-way ANOVA on the uncorrected data, with iTRAQ experiment and tissue type as factors."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}