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

pmid:38014353

An integrated method for single cell proteomics with simultaneous measurements of intracellular drug concentration implicates new mechanisms for adaptation to KRASG12D inhibitors.

Benjamin C Orsburn

bioRxiv : the preprint server for biology · 2023 doi:10.1101/2023.11.18.567669

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:38014353
kind
science-record
content_hash
sha256:048d723977e1454d70ad69efe82dbc312edad57016ba23f1030251300ff85348
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:56Z
updated_at
2026-11-01T21:32:01Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
An integrated method for single cell proteomics with simultaneous measurements of intracellular drug concentration implicates new mechanisms for adaptation to KRASG12D inhibitors.
doi
10.1101/2023.11.18.567669
pmid
38014353
authors array · 1 item
[0]
Benjamin C Orsburn
journal
bioRxiv : the preprint server for biology
year
2023
abstract
It is well established that a population of single human cells will often respond to the same drug treatment in a heterogeneous manner. In the context of chemotherapeutics, these diverse responses may lead to individual adaptation mechanisms and ultimately multiple distinct methods of resistance. The obvious question from a pharmacology perspective is how intracellular concentrations of active drug varies between individual cells, and what role does that variation play in drug response heterogeneity? To date, no integrated methods for rapidly measuring intracellular drug levels while simultaneously measuring drug responses have been described. This study describes a method for single cell preparation that allows proteins to be extracted and digested from single cells while maintaining conditions for small molecules to be simultaneously measured. The method as described allows up to 40 cells to be analyzed per instrument per day. When applied to a KRASG12D small molecule inhibitor I observe a wide degree of intracellular levels of the drug, and that proteomic responses largely stratify based on the concentration of drug within each single cell. Further work is in progress to develop and standardize this method and - more importantly - to normalize drug measurements against direct measurements of cell volume. However, these preliminary results appear promising for the identification of single cells with unique drug response mechanisms. All data described in this study has been made publicly available through the ProteomeXchange consortium under accession PXD046002.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38014353
locator
sections[14] "Distinct proteomic alterations are observed in single cells with higher observed drug concentration" paragraph 2
quote
To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38014353
locator
sections[7] "Data Availability Statement" paragraph 2
quote
All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Single-cell proteomic responses largely stratified according to the intracellular concentration of the KRASG12D inhibitor MRTX1133.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38014353
locator
sections[0] "Abstract" paragraph 1
quote
When applied to a KRASG12D small molecule inhibitor I observe a wide degree of intracellular levels of the drug, and that proteomic responses largely stratify based on the concentration of drug within each single cell.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
Single-cell proteomic responses largely stratified according to the intracellular concentration of the KRASG12D inhibitor MRTX1133.
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:38014353
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_unresolved
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:PXD046002
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:PXD046002
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_unresolved
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:38014353
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1101/2023.11.18.567669
sha256
sha256:bfe1c168b201f8a19f6b66622d6906be551175ffed9cf6c2f83f9e5e351ddfd1
bytes
24765
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1101/2023.11.18.567669
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
PMC10680798
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD046002
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=PXD046002
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD046002
version
null
note
All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
null
resolution_checked_at
2026-11-01T19:09:50Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:PXD046002 not downloaded
[1]
asset:data:geo:PXD046002 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
simple correlation analysis
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
To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations.
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
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (simple correlation analysis), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
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 · 1 item
[0]
PXD046002
resolved_accessions array · 0 items
statements array · 1 item
[0]
All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.
basis
The paper names PXD046002, but the accession does not resolve in the repository (not_in_proteomexchange), so the data cannot be reached from here. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:38014353
[1]
data:geo:PXD046002
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:PXD046002
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
2026-11-01T19:00:20Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
7045
completion_tokens
2270
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:38014353
type
paper
label
pmid:38014353
[1] object · 3 fields
id
source:pmid:38014353
type
manuscript
label
PMID 38014353 full text
[2] object · 3 fields
id
data:geo:PXD046002
type
dataset
label
GEO PXD046002
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:38014353
type
paper
label
pmid:38014353
[1] object · 3 fields
id
source:pmid:38014353
type
manuscript
label
PMID 38014353 full text
[2] object · 3 fields
id
data:geo:PXD046002
type
dataset
label
GEO PXD046002
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38014353
type
extraction
used array · 1 item
[0]
source:pmid:38014353
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD046002
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD046002
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:38014353
parent_hash
sha256:7be817c024b6d8d0406d51269e0d9e82b6fdee1bd2805a633f045648b1f3ff58
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:PXD046002 licence not read
[1]
asset:data:geo:PXD046002 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
[7]
step:obtain_source_data blocked on data:accession_unresolved
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:38014353", "kind": "science-record", "revision": 3, "content_hash": "sha256:048d723977e1454d70ad69efe82dbc312edad57016ba23f1030251300ff85348", "created_at": "2026-11-01T19:02:56Z", "updated_at": "2026-11-01T21:32:01Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "An integrated method for single cell proteomics with simultaneous measurements of intracellular drug concentration implicates new mechanisms for adaptation to KRASG12D inhibitors.", "doi": "10.1101/2023.11.18.567669", "pmid": "38014353", "authors": ["Benjamin C Orsburn"], "journal": "bioRxiv : the preprint server for biology", "year": 2023, "abstract": "It is well established that a population of single human cells will often respond to the same drug treatment in a heterogeneous manner. In the context of chemotherapeutics, these diverse responses may lead to individual adaptation mechanisms and ultimately multiple distinct methods of resistance. The obvious question from a pharmacology perspective is how intracellular concentrations of active drug varies between individual cells, and what role does that variation play in drug response heterogeneity? To date, no integrated methods for rapidly measuring intracellular drug levels while simultaneously measuring drug responses have been described. This study describes a method for single cell preparation that allows proteins to be extracted and digested from single cells while maintaining conditions for small molecules to be simultaneously measured. The method as described allows up to 40 cells to be analyzed per instrument per day. When applied to a KRASG12D small molecule inhibitor I observe a wide degree of intracellular levels of the drug, and that proteomic responses largely stratify based on the concentration of drug within each single cell. Further work is in progress to develop and standardize this method and - more importantly - to normalize drug measurements against direct measurements of cell volume. However, these preliminary results appear promising for the identification of single cells with unique drug response mechanisms. All data described in this study has been made publicly available through the ProteomeXchange consortium under accession PXD046002.", "claims": [{"id": "claim-method", "statement": "To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38014353", "locator": "sections[14] \"Distinct proteomic alterations are observed in single cells with higher observed drug concentration\" paragraph 2", "quote": "To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38014353", "locator": "sections[7] \"Data Availability Statement\" paragraph 2", "quote": "All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Single-cell proteomic responses largely stratified according to the intracellular concentration of the KRASG12D inhibitor MRTX1133.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38014353", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "When applied to a KRASG12D small molecule inhibitor I observe a wide degree of intracellular levels of the drug, and that proteomic responses largely stratify based on the concentration of drug within each single cell."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Single-cell proteomic responses largely stratified according to the intracellular concentration of the KRASG12D inhibitor MRTX1133.", "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:38014353"], "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_unresolved", "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:PXD046002"], "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:PXD046002"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:obtain_source_data blocked on data:accession_unresolved"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38014353", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1101/2023.11.18.567669", "sha256": "sha256:bfe1c168b201f8a19f6b66622d6906be551175ffed9cf6c2f83f9e5e351ddfd1", "bytes": 24765, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1101/2023.11.18.567669", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10680798", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD046002", "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=PXD046002", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD046002", "version": null, "note": "All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": null, "resolution_checked_at": "2026-11-01T19:09:50Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD046002 not downloaded", "asset:data:geo:PXD046002 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "simple correlation analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "To further evaluate proteome specific alterations consistent with higher relative intracellular concentration, I first performed a simple correlation analysis between the 210 proteins at were detected in at least 50% of all cells versus the observed MRTX1133 concentrations."}}], "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": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (simple correlation analysis), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "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": ["PXD046002"], "resolved_accessions": [], "statements": ["All Bruker .d files, SpectroNaut processed results and Skyline files have been deposited at the ProteomeXchange MASSIVE partner repository and can be accessed as accession PXD046002."], "basis": "The paper names PXD046002, but the accession does not resolve in the repository (not_in_proteomexchange), so the data cannot be reached from here. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:38014353", "data:geo:PXD046002"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD046002"]}, "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": "2026-11-01T19:00:20Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7045, "completion_tokens": 2270, "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:38014353", "type": "paper", "label": "pmid:38014353"}, {"id": "source:pmid:38014353", "type": "manuscript", "label": "PMID 38014353 full text"}, {"id": "data:geo:PXD046002", "type": "dataset", "label": "GEO PXD046002"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38014353", "type": "paper", "label": "pmid:38014353"}, {"id": "source:pmid:38014353", "type": "manuscript", "label": "PMID 38014353 full text"}, {"id": "data:geo:PXD046002", "type": "dataset", "label": "GEO PXD046002"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38014353", "type": "extraction", "used": ["source:pmid:38014353"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD046002", "type": "accession_resolution", "used": ["data:geo:PXD046002"], "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:38014353", "parent_hash": "sha256:7be817c024b6d8d0406d51269e0d9e82b6fdee1bd2805a633f045648b1f3ff58", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:PXD046002 licence not read", "asset:data:geo:PXD046002 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:obtain_source_data blocked on data:accession_unresolved"]}