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

pmid:36147491

Genome-wide identification of alternative splicing associated with histone deacetylase inhibitor in cutaneous T-cell lymphomas.

Shirong Yu · Jingzhan Zhang · Yuan Ding · Xiaojing Kang · Xiongming Pu

Frontiers in genetics · 2022 doi:10.3389/fgene.2022.937623

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:36147491
kind
science-record
content_hash
sha256:6a23bbedc2987ecc533f7f13b00d8dd99bbf62c91128fb305954519f3a786206
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:25Z
updated_at
2026-11-01T21:29:00Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Genome-wide identification of alternative splicing associated with histone deacetylase inhibitor in cutaneous T-cell lymphomas.
doi
10.3389/fgene.2022.937623
pmid
36147491
authors array · 5 items
[0]
Shirong Yu
[1]
Jingzhan Zhang
[2]
Yuan Ding
[3]
Xiaojing Kang
[4]
Xiongming Pu
journal
Frontiers in genetics
year
2022
abstract
Cutaneous T-cell lymphomas (CTCLs) are a kind of non-Hodgkin lymphoma that originates from skin, which is difficult to treat with traditional drugs. Human histone deacetylase inhibitors (HDACi) targeted therapy has become a promising treatment strategy in recent years, but some patients can develop resistance to the drug, leading to treatment failure. There are no public reports on whether alternative splicing (AS) and RNA binding proteins (RBP) affect the efficacy of targeted therapy. Using data from the Gene Expression Omnibus (GEO) database, we established a co-change network of AS events and RBP in CTCLs for the first time, and analyzed the potential regulatory effects of RBP on HDACi-related AS events. The dataset GSE132053, which contained the RNA sequence data for 17 HDACi samples, was downloaded and clean reads were aligned to the human GRCh38 genome by hierarchical indexing for spliced alignment of the transcripts, allowing four mismatches. Gene expression levels were evaluated using exons per million fragments mapped for each gene. Student's t-tests were performed to evaluate the significance of changes in ratios for AS events, and regulated alternative splicing events (RASEs) were defined as events with p values less than 0.05. To sort the differentially expressed genes functional categories, Gene Ontology terms and Kyoto Encyclopedia of Genes and Genomes pathways were identified using the KOBAS 2.0 server. The regulatory mechanisms of the RASEs and RBPs were evaluated using Pearson's correlation coefficient. Seven indirect events of HDACi resistance or sensitivity were identified: NIR_5151_RP11-977G19.10, NIR_4557_IRAG2, NIR_11870_SUMO1, NIR_5347_ING4, NIR_17935_DNAJC2, NIR_17974_CBLL1, and NIR_422_SLC50A1. The potential regulatory relationships between RBPs and HDACi-sensitive RASEs were also analyzed. LEPR and HNRNPAO significantly affected NIR_11870_SUMO1, suggesting a potential regulatory relationship. Additionally, CNN1 may regulate NIR_5347_ING4, CNOT3 may regulate NIR_17935_DNAJC2, and DQX1 and LENG9 may regulate NIR_422_SLC5A1. Overall, our findings establish a theoretical foundation for the precise targeted treatment of CTCLs with HDACi.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36147491
locator
sections[5] "AS analysis" paragraph 2
quote
Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36147491
locator
sections[16] "Data availability statement" paragraph 2
quote
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Seven indirect events of HDACi resistance or sensitivity were identified.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36147491
locator
sections[0] "Abstract" paragraph 1
quote
Seven indirect events of HDACi resistance or sensitivity were identified: NIR_5151_RP11-977G19.10, NIR_4557_IRAG2, NIR_11870_SUMO1, NIR_5347_ING4, NIR_17935_DNAJC2, NIR_17974_CBLL1, and NIR_422_SLC50A1.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Seven indirect events of HDACi resistance or sensitivity were identified.
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:36147491
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:GSE132053
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:GSE132053
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 · 2 items
[0] object · 15 fields
id
source:pmid:36147491
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fgene.2022.937623
sha256
sha256:3bf4bb5806209dd60f0ed9c67075534c0c86f8eaf07c80e14c493399130bf49d
bytes
27001
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fgene.2022.937623
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
PMC9485882
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE132053
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=GSE132053
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE132053
version
null
note
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
access_statement_kind
data_availability_statement
sample_accessions array · 88 items
[0]
GSM3839992
[1]
GSM3839993
[2]
GSM3839994
[3]
GSM3839995
[4]
GSM3839996
[5]
GSM3839997
[6]
GSM3839998
[7]
GSM3839999
[8]
GSM3840000
[9]
GSM3840001
[10]
GSM3840002
[11]
GSM3840003
[12]
GSM3840004
[13]
GSM3840005
[14]
GSM3840006
[15]
GSM3840007
[16]
GSM3840008
[17]
GSM3840009
[18]
GSM3840010
[19]
GSM3840011
[20]
GSM3840012
[21]
GSM3840013
[22]
GSM3840014
[23]
GSM3840015
[24]
GSM3840016
[25]
GSM3840017
[26]
GSM3840018
[27]
GSM3840019
[28]
GSM3840020
[29]
GSM3840021
[30]
GSM3840022
[31]
GSM3840023
[32]
GSM3840024
[33]
GSM3840025
[34]
GSM3840026
[35]
GSM3840027
[36]
GSM3840028
[37]
GSM3840029
[38]
GSM3840030
[39]
GSM3840031
[40]
GSM3840032
[41]
GSM3840033
[42]
GSM3840034
[43]
GSM3840035
[44]
GSM3840036
[45]
GSM3840037
[46]
GSM3840038
[47]
GSM3840039
[48]
GSM3840040
[49]
GSM3840041
[50]
GSM3840042
[51]
GSM3840043
[52]
GSM3840044
[53]
GSM3840045
[54]
GSM3840046
[55]
GSM3840047
[56]
GSM3840048
[57]
GSM3840049
[58]
GSM3840050
[59]
GSM3840051
[60]
GSM3840052
[61]
GSM3840053
[62]
GSM3840054
[63]
GSM3840055
[64]
GSM3840056
[65]
GSM3840057
[66]
GSM3840058
[67]
GSM3840059
[68]
GSM3840060
[69]
GSM3840061
[70]
GSM3840062
[71]
GSM3840063
[72]
GSM3840064
[73]
GSM3840065
[74]
GSM3840066
[75]
GSM3840067
[76]
GSM3840068
[77]
GSM3840069
[78]
GSM3840070
[79]
GSM3840071
[80]
GSM3840072
[81]
GSM3840073
[82]
GSM3840074
[83]
GSM3840075
[84]
GSM3840076
[85]
GSM3840077
[86]
GSM3840078
[87]
GSM3840079
sample_count
88
group_sizes
null
group_sizes_basis
null
platform
21290
taxon
Homo sapiens
title
Epigenetic Pathways of HDAC Inhibitor Resistance in Cutaneous T Cell Lymphoma
resolution_checked_at
2026-11-01T18:46:34Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE132053 not downloaded
[1]
asset:data:geo:GSE132053 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
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
[1] object · 10 fields
id
method-2
family
null
specific
null
label
Student’s t-test for changes in alternative-splicing event ratios and Pearson’s correlation coefficient for RBP–RASE relationships.
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
Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs.
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
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
pearson_r
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: pearson.
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 · 1 item
[0]
GSE132053
resolved_accessions array · 1 item
[0]
GSE132053
statements array · 1 item
[0]
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.
basis
The paper names GSE132053 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 · 1 item
[0]
pearson_r
assets array · 2 items
[0]
source:pmid:36147491
[1]
data:geo:GSE132053
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:GSE132053
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
2026-11-01T18:06:41Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
7854
completion_tokens
1130
cached_tokens
264
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:36147491
type
paper
label
pmid:36147491
[1] object · 3 fields
id
source:pmid:36147491
type
manuscript
label
PMID 36147491 full text
[2] object · 3 fields
id
data:geo:GSE132053
type
dataset
label
GEO GSE132053
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:36147491
type
paper
label
pmid:36147491
[1] object · 3 fields
id
source:pmid:36147491
type
manuscript
label
PMID 36147491 full text
[2] object · 3 fields
id
data:geo:GSE132053
type
dataset
label
GEO GSE132053
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36147491
type
extraction
used array · 1 item
[0]
source:pmid:36147491
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE132053
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE132053
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:36147491
parent_hash
sha256:bb0944d68ed145594883f37ca32a192334419131a3ccb6a450f109fe44ff3ce6
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE132053 licence not read
[1]
asset:data:geo:GSE132053 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
correlation_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
pearson_r
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
Pearson's correlation
order_basis
analysis_only
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36147491", "kind": "science-record", "revision": 3, "content_hash": "sha256:6a23bbedc2987ecc533f7f13b00d8dd99bbf62c91128fb305954519f3a786206", "created_at": "2026-11-01T18:15:25Z", "updated_at": "2026-11-01T21:29:00Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Genome-wide identification of alternative splicing associated with histone deacetylase inhibitor in cutaneous T-cell lymphomas.", "doi": "10.3389/fgene.2022.937623", "pmid": "36147491", "authors": ["Shirong Yu", "Jingzhan Zhang", "Yuan Ding", "Xiaojing Kang", "Xiongming Pu"], "journal": "Frontiers in genetics", "year": 2022, "abstract": "Cutaneous T-cell lymphomas (CTCLs) are a kind of non-Hodgkin lymphoma that originates from skin, which is difficult to treat with traditional drugs. Human histone deacetylase inhibitors (HDACi) targeted therapy has become a promising treatment strategy in recent years, but some patients can develop resistance to the drug, leading to treatment failure. There are no public reports on whether alternative splicing (AS) and RNA binding proteins (RBP) affect the efficacy of targeted therapy. Using data from the Gene Expression Omnibus (GEO) database, we established a co-change network of AS events and RBP in CTCLs for the first time, and analyzed the potential regulatory effects of RBP on HDACi-related AS events. The dataset GSE132053, which contained the RNA sequence data for 17 HDACi samples, was downloaded and clean reads were aligned to the human GRCh38 genome by hierarchical indexing for spliced alignment of the transcripts, allowing four mismatches. Gene expression levels were evaluated using exons per million fragments mapped for each gene. Student's t-tests were performed to evaluate the significance of changes in ratios for AS events, and regulated alternative splicing events (RASEs) were defined as events with p values less than 0.05. To sort the differentially expressed genes functional categories, Gene Ontology terms and Kyoto Encyclopedia of Genes and Genomes pathways were identified using the KOBAS 2.0 server. The regulatory mechanisms of the RASEs and RBPs were evaluated using Pearson's correlation coefficient. Seven indirect events of HDACi resistance or sensitivity were identified: NIR_5151_RP11-977G19.10, NIR_4557_IRAG2, NIR_11870_SUMO1, NIR_5347_ING4, NIR_17935_DNAJC2, NIR_17974_CBLL1, and NIR_422_SLC50A1. The potential regulatory relationships between RBPs and HDACi-sensitive RASEs were also analyzed. LEPR and HNRNPAO significantly affected NIR_11870_SUMO1, suggesting a potential regulatory relationship. Additionally, CNN1 may regulate NIR_5347_ING4, CNOT3 may regulate NIR_17935_DNAJC2, and DQX1 and LENG9 may regulate NIR_422_SLC5A1. Overall, our findings establish a theoretical foundation for the precise targeted treatment of CTCLs with HDACi.", "claims": [{"id": "claim-method", "statement": "Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36147491", "locator": "sections[5] \"AS analysis\" paragraph 2", "quote": "Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36147491", "locator": "sections[16] \"Data availability statement\" paragraph 2", "quote": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Seven indirect events of HDACi resistance or sensitivity were identified.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36147491", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Seven indirect events of HDACi resistance or sensitivity were identified: NIR_5151_RP11-977G19.10, NIR_4557_IRAG2, NIR_11870_SUMO1, NIR_5347_ING4, NIR_17935_DNAJC2, NIR_17974_CBLL1, and NIR_422_SLC50A1."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Seven indirect events of HDACi resistance or sensitivity were identified.", "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:36147491"], "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:GSE132053"], "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:GSE132053"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36147491", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2022.937623", "sha256": "sha256:3bf4bb5806209dd60f0ed9c67075534c0c86f8eaf07c80e14c493399130bf49d", "bytes": 27001, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2022.937623", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9485882", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE132053", "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=GSE132053", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE132053", "version": null, "note": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3839992", "GSM3839993", "GSM3839994", "GSM3839995", "GSM3839996", "GSM3839997", "GSM3839998", "GSM3839999", "GSM3840000", "GSM3840001", "GSM3840002", "GSM3840003", "GSM3840004", "GSM3840005", "GSM3840006", "GSM3840007", "GSM3840008", "GSM3840009", "GSM3840010", "GSM3840011", "GSM3840012", "GSM3840013", "GSM3840014", "GSM3840015", "GSM3840016", "GSM3840017", "GSM3840018", "GSM3840019", "GSM3840020", "GSM3840021", "GSM3840022", "GSM3840023", "GSM3840024", "GSM3840025", "GSM3840026", "GSM3840027", "GSM3840028", "GSM3840029", "GSM3840030", "GSM3840031", "GSM3840032", "GSM3840033", "GSM3840034", "GSM3840035", "GSM3840036", "GSM3840037", "GSM3840038", "GSM3840039", "GSM3840040", "GSM3840041", "GSM3840042", "GSM3840043", "GSM3840044", "GSM3840045", "GSM3840046", "GSM3840047", "GSM3840048", "GSM3840049", "GSM3840050", "GSM3840051", "GSM3840052", "GSM3840053", "GSM3840054", "GSM3840055", "GSM3840056", "GSM3840057", "GSM3840058", "GSM3840059", "GSM3840060", "GSM3840061", "GSM3840062", "GSM3840063", "GSM3840064", "GSM3840065", "GSM3840066", "GSM3840067", "GSM3840068", "GSM3840069", "GSM3840070", "GSM3840071", "GSM3840072", "GSM3840073", "GSM3840074", "GSM3840075", "GSM3840076", "GSM3840077", "GSM3840078", "GSM3840079"], "sample_count": 88, "group_sizes": null, "group_sizes_basis": null, "platform": "21290", "taxon": "Homo sapiens", "title": "Epigenetic Pathways of HDAC Inhibitor Resistance in Cutaneous T Cell Lymphoma", "resolution_checked_at": "2026-11-01T18:46:34Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE132053 not downloaded", "asset:data:geo:GSE132053 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "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"}}, {"id": "method-2", "family": null, "specific": null, "label": "Student’s t-test for changes in alternative-splicing event ratios and Pearson’s correlation coefficient for RBP–RASE relationships.", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Student’s t-test was performed to evaluate alterations in the ratios of AS events in the repetition comparison. Events with p values less than 0.05 were considered RASEs."}}], "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": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["pearson_r"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: pearson."}, "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": ["GSE132053"], "resolved_accessions": ["GSE132053"], "statements": ["The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found in the article/Supplementary Material."], "basis": "The paper names GSE132053 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": ["pearson_r"], "assets": ["source:pmid:36147491", "data:geo:GSE132053"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE132053"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:06:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 7854, "completion_tokens": 1130, "cached_tokens": 264}}, "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:36147491", "type": "paper", "label": "pmid:36147491"}, {"id": "source:pmid:36147491", "type": "manuscript", "label": "PMID 36147491 full text"}, {"id": "data:geo:GSE132053", "type": "dataset", "label": "GEO GSE132053"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36147491", "type": "paper", "label": "pmid:36147491"}, {"id": "source:pmid:36147491", "type": "manuscript", "label": "PMID 36147491 full text"}, {"id": "data:geo:GSE132053", "type": "dataset", "label": "GEO GSE132053"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36147491", "type": "extraction", "used": ["source:pmid:36147491"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE132053", "type": "accession_resolution", "used": ["data:geo:GSE132053"], "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:36147491", "parent_hash": "sha256:bb0944d68ed145594883f37ca32a192334419131a3ccb6a450f109fe44ff3ce6", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE132053 licence not read", "asset:data:geo:GSE132053 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["Pearson's correlation"], "order_basis": "analysis_only", "id": "assay:1"}]}