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

pmid:26697327

Transcriptional profiling of radiation damage and preventive treatments in a 3-dimensional (3D) human cell culture model of oral mucositis.

Maria P Lambros · Michael K DeSalvo · Jonathan Moreno · Hari Chandana Mulamalla · Lavanya Kondapalli

Genomics data · 2015 doi:10.1016/j.gdata.2015.07.029

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:26697327
kind
science-record
content_hash
sha256:5d1064a0db20db8d31b949e3de933e577ca6a20cbfb89a06675a37d25a905abf
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:14Z
updated_at
2026-11-01T21:20:19Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Transcriptional profiling of radiation damage and preventive treatments in a 3-dimensional (3D) human cell culture model of oral mucositis.
doi
10.1016/j.gdata.2015.07.029
pmid
26697327
authors array · 5 items
[0]
Maria P Lambros
[1]
Michael K DeSalvo
[2]
Jonathan Moreno
[3]
Hari Chandana Mulamalla
[4]
Lavanya Kondapalli
journal
Genomics data
year
2015
abstract
Cancer patients who receive radiation are often afflicted by oral mucositis, a debilitating disease, characterized by mouth sores and difficulty in swallowing. Oftentimes, cancer patients afflicted with mucositis must stop life-saving therapies. Thus it is very important to prevent mucositis before it develops. Using a validated organotypic model of human oral mucosa, a 3-dimensional cell culture model of human oral keratinocytes, it has been shown that a mixture (NAC-QYD) of N-acetyl cysteine (NAC) and a traditional Chinese medicine, Qingre Liyan decoction (QYD), prevented radiation damage (Lambros et al., 2014). Here we provide detailed methods and analysis of microarray data for non-irradiated and irradiated human oral mucosal tissue with and without pretreatment with NAC, QYD and NAC-QYD. The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397. These data can be used to further elucidate the mechanisms of irradiation damage in oral mucosa and its prevention.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:26697327
locator
sections[6] "Microarray data pre-processing and statistical analysis" paragraph 2
quote
Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:26697327
locator
sections[0] "Abstract" paragraph 1
quote
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The paper used Rosetta Resolver error-model-based hypothesis tests for differential expression, and the source microarray data are available through GEO accession GSE62397 at http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397.
kind
qualitative
target
null
evidence array · 3 items
[0] object · 3 fields
asset
source:pmid:26697327
locator
sections[6] "Microarray data pre-processing and statistical analysis" paragraph 2
quote
Lastly, P-values were calculated for calling genes differentially expressed. Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level.
[1] object · 3 fields
asset
source:pmid:26697327
locator
sections[0] "Abstract" paragraph 1
quote
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
[2] object · 3 fields
asset
source:pmid:26697327
locator
sections[2] "Direct link to deposited data" paragraph 2
quote
http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The paper used Rosetta Resolver error-model-based hypothesis tests for differential expression, and the source microarray data are available through GEO accession GSE62397 at http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397.
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:26697327
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:GSE62397
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:GSE62397
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:26697327
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1016/j.gdata.2015.07.029
sha256
sha256:ca58fa009f8a61291a3b1e037b9cae8c7db5ed83790c92ecc29b44d80ee62697
bytes
13110
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1016/j.gdata.2015.07.029
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
PMC4664678
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE62397
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=GSE62397
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE62397
version
null
note
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
access_statement_kind
data_availability_statement
sample_accessions array · 5 items
[0]
GSM1526541
[1]
GSM1526542
[2]
GSM1526543
[3]
GSM1526544
[4]
GSM1526545
sample_count
5
group_sizes
null
group_sizes_basis
null
platform
13693
taxon
Homo sapiens
title
Radiation effects on a 3D cell culture of primary human keratinocytes and the protective effect of N-acetyl-cysteine (NAC) and the Traditional Chinese Medicine Qingre-Liyan decoction (QYD)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:26697327:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:93b57ff1a88742d37803d844d5ed5584674b39a05383ddeb809e202091e5c98e
bytes
693
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[1]#t0005
version
null
note
Representative Pearson correlation table for raw (R) and normalized (N) data from three technical replicate hybridizations of a single sample.
structure object · 5 fields
pmcid
PMC4664678
section_index
7
section_title
Microarray data quality control
row_count
7
column_count
7
table object · 8 fields
label
Table 1
caption
Representative Pearson correlation table for raw (R) and normalized (N) data from three technical replicate hybridizations of a single sample.
rows array · 7 items
[0] array · 7 items
[0]
[1]
R_T2_H007
[2]
R_T2_H008
[3]
R_T2_H009
[4]
N_T2_H007
[5]
N_T2_H008
[6]
N_T2_H009
[1] array · 7 items
[0]
R_T2_H007
[1]
1
[2]
0.993
[3]
0.987
[4]
1
[5]
0.993
[6]
0.987
[2] array · 7 items
[0]
R_T2_H008
[1]
0.993
[2]
1
[3]
0.983
[4]
0.993
[5]
1
[6]
0.983
[3] array · 7 items
[0]
R_T2_H009
[1]
0.987
[2]
0.983
[3]
1
[4]
0.987
[5]
0.983
[6]
1
[4] array · 7 items
[0]
N_T2_H007
[1]
1
[2]
0.993
[3]
0.987
[4]
1
[5]
0.993
[6]
0.987
[5] array · 7 items
[0]
N_T2_H008
[1]
0.993
[2]
1
[3]
0.983
[4]
0.993
[5]
1
[6]
0.983
[6] array · 7 items
[0]
N_T2_H009
[1]
0.987
[2]
0.983
[3]
1
[4]
0.987
[5]
0.983
[6]
1
locator
section[7]/table-wrap[1]#t0005
[3] object · 16 fields
id
asset:table:pmid:26697327:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5df9ddeea96c732de507e3c2c5f0223dc16d5cb7dbb576f99b9fc65597f8597c
bytes
1994
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[7]/table-wrap[2]#t0010
version
null
note
Selected categories from an enrichment analysis using DAVID Bioinformatics.
structure object · 5 fields
pmcid
PMC4664678
section_index
7
section_title
Microarray data quality control
row_count
31
column_count
4
table object · 8 fields
label
Table 2
caption
Selected categories from an enrichment analysis using DAVID Bioinformatics.
rows array · 31 items
[0] array · 4 items
[0]
Enriched term
[1]
Category
[2]
Count
[3]
Adj P-val
[1] array · 1 item
[0]
Up-regulated genes from non-treated, irradiated samples
[2] array · 4 items
[0]
hsa00190:Oxidative phosphorylation
[1]
KEGG Pathway
[2]
21
[3]
1.21E − 06
[3] array · 4 items
[0]
Respiratory chain
[1]
SP PIR Keyword
[2]
13
[3]
3.97E − 04
[4] array · 4 items
[0]
GO:0005739 ~ mitochondrion
[1]
GO CC
[2]
56
[3]
0.003
[5] array · 4 items
[0]
GO:0030964 ~ NADH dehydrogenase complex
[1]
GO CC
[2]
8
[3]
0.007
[6] array · 4 items
[0]
GO:0030529 ~ ribonucleoprotein complex
[1]
GO CC
[2]
29
[3]
0.037
[7] array · 1 item
[0]
[8] array · 1 item
[0]
Down-regulated genes from non-treated, irradiated samples
[9] array · 4 items
[0]
Mutagenesis site
[1]
UniProt Seq Feature
[2]
124
[3]
2.35E − 05
[10] array · 4 items
[0]
Serine/threonine–protein kinase
[1]
SP PIR Keyword
[2]
35
[3]
6.69E − 05
[11] array · 4 items
[0]
GO:0005524 ~ ATP binding
[1]
GO MF
[2]
99
[3]
8.38E − 05
[12] array · 4 items
[0]
RNA-binding
[1]
SP PIR Keyword
[2]
43
[3]
1.32E − 04
[13] array · 4 items
[0]
Chromatin regulator
[1]
SP PIR Keyword
[2]
20
[3]
0.010
[14] array · 4 items
[0]
ubl conjugation pathway
[1]
SP PIR Keyword
[2]
35
[3]
0.015
[15] array · 4 items
[0]
Transcription regulation
[1]
SP PIR Keyword
[2]
99
[3]
0.039
[16] array · 4 items
[0]
Protein transport
[1]
SP PIR Keyword
[2]
32
[3]
0.040
[17] array · 1 item
[0]
[18] array · 1 item
[0]
Up-regulated genes from NAC–QYD pre-treated, irradiated samples
[19] array · 4 items
[0]
GO:0045449 ~ regulation of transcription
[1]
GO BP
[2]
291
[3]
2.63E − 07
[20] array · 4 items
[0]
GO:0042981 ~ regulation of apoptosis
[1]
GO BP
[2]
100
[3]
0.002
[21] array · 4 items
[0]
GO:0001558 ~ regulation of cell growth
[1]
GO BP
[2]
34
[3]
0.005
[22] array · 4 items
[0]
ubl conjugation
[1]
SP PIR Keyword
[2]
68
[3]
0.012
[23] array · 1 item
[0]
[24] array · 1 item
[0]
Down-regulated genes from NAC–QYD pre-treated, irradiated samples
[25] array · 4 items
[0]
GO:0005739 ~ mitochondrion
[1]
GO CC
[2]
144
[3]
2.79E − 09
[26] array · 4 items
[0]
GO:0030529 ~ ribonucleoprotein complex
[1]
GO CC
[2]
81
[3]
4.82E − 08
[27] array · 4 items
[0]
GO:0034660 ~ ncRNA metabolic process
[1]
GO BP
[2]
50
[3]
5.55E − 08
[28] array · 4 items
[0]
GO:0045333 ~ cellular respiration
[1]
GO BP
[2]
23
[3]
7.18E − 04
[29] array · 4 items
[0]
GO:0006099 ~ tricarboxylic acid cycle
[1]
GO BP
[2]
10
[3]
0.005
[30] array · 4 items
[0]
GO:0031396 ~ regulation of protein ubiquitination
[1]
GO BP
[2]
20
[3]
0.024
locator
section[7]/table-wrap[2]#t0010
gaps array · 2 items
[0]
asset:data:geo:GSE62397 not downloaded
[1]
asset:data:geo:GSE62397 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
Error-model-based hypothesis tests using Rosetta Resolver
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
Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level.
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
blocking_axis
method
blocked_on
method:not_determinable
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 (Error-model-based hypothesis tests using Rosetta Resolver), 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
R1
reachable
true
accessions array · 1 item
[0]
GSE62397
resolved_accessions array · 1 item
[0]
GSE62397
statements array · 1 item
[0]
The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.
basis
The paper names GSE62397 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 · 0 items
assets array · 4 items
[0]
source:pmid:26697327
[1]
data:geo:GSE62397
[2]
asset:table:pmid:26697327:1
[3]
asset:table:pmid:26697327:2
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:GSE62397
gaps array · 1 item
[0]
method:not_determinable
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
2026-10-31T18:26:45Z
independence
same_provider
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
8
usage object · 3 fields
prompt_tokens
28946
completion_tokens
2715
cached_tokens
1816
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:26697327
type
paper
label
pmid:26697327
[1] object · 3 fields
id
source:pmid:26697327
type
manuscript
label
PMID 26697327 full text
[2] object · 3 fields
id
data:geo:GSE62397
type
dataset
label
GEO GSE62397
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:26697327
type
paper
label
pmid:26697327
[1] object · 3 fields
id
source:pmid:26697327
type
manuscript
label
PMID 26697327 full text
[2] object · 3 fields
id
data:geo:GSE62397
type
dataset
label
GEO GSE62397
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-26697327
type
extraction
used array · 1 item
[0]
source:pmid:26697327
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE62397
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE62397
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:26697327
parent_hash
sha256:2b709137ff0ab5017d9ae95f6113d60c51b9d02b233a8c63348b447f87bf4286
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE62397 licence not read
[1]
asset:data:geo:GSE62397 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
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
we provide detailed methods and analysis of microarray data for non-irradiated and irradiated human
[1]
pretreatment with NAC, QYD and NAC-QYD. The microarray data been deposited in Gene Expression Omnib
[2]
Experimental design, materials and methods Microarray data pre-processing and statistical analysis
order_basis
paper_text_order:767
id
assay:1
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:26697327", "kind": "science-record", "revision": 6, "content_hash": "sha256:5d1064a0db20db8d31b949e3de933e577ca6a20cbfb89a06675a37d25a905abf", "created_at": "2026-11-01T15:40:14Z", "updated_at": "2026-11-01T21:20:19Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Transcriptional profiling of radiation damage and preventive treatments in a 3-dimensional (3D) human cell culture model of oral mucositis.", "doi": "10.1016/j.gdata.2015.07.029", "pmid": "26697327", "authors": ["Maria P Lambros", "Michael K DeSalvo", "Jonathan Moreno", "Hari Chandana Mulamalla", "Lavanya Kondapalli"], "journal": "Genomics data", "year": 2015, "abstract": "Cancer patients who receive radiation are often afflicted by oral mucositis, a debilitating disease, characterized by mouth sores and difficulty in swallowing. Oftentimes, cancer patients afflicted with mucositis must stop life-saving therapies. Thus it is very important to prevent mucositis before it develops. Using a validated organotypic model of human oral mucosa, a 3-dimensional cell culture model of human oral keratinocytes, it has been shown that a mixture (NAC-QYD) of N-acetyl cysteine (NAC) and a traditional Chinese medicine, Qingre Liyan decoction (QYD), prevented radiation damage (Lambros et al., 2014). Here we provide detailed methods and analysis of microarray data for non-irradiated and irradiated human oral mucosal tissue with and without pretreatment with NAC, QYD and NAC-QYD. The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397. These data can be used to further elucidate the mechanisms of irradiation damage in oral mucosa and its prevention.", "claims": [{"id": "claim-method", "statement": "Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26697327", "locator": "sections[6] \"Microarray data pre-processing and statistical analysis\" paragraph 2", "quote": "Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:26697327", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The paper used Rosetta Resolver error-model-based hypothesis tests for differential expression, and the source microarray data are available through GEO accession GSE62397 at http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:26697327", "locator": "sections[6] \"Microarray data pre-processing and statistical analysis\" paragraph 2", "quote": "Lastly, P-values were calculated for calling genes differentially expressed. Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level."}, {"asset": "source:pmid:26697327", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397."}, {"asset": "source:pmid:26697327", "locator": "sections[2] \"Direct link to deposited data\" paragraph 2", "quote": "http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397"}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The paper used Rosetta Resolver error-model-based hypothesis tests for differential expression, and the source microarray data are available through GEO accession GSE62397 at http://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE62397.", "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:26697327"], "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:GSE62397"], "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:GSE62397"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:26697327", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1016/j.gdata.2015.07.029", "sha256": "sha256:ca58fa009f8a61291a3b1e037b9cae8c7db5ed83790c92ecc29b44d80ee62697", "bytes": 13110, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1016/j.gdata.2015.07.029", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC4664678", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE62397", "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=GSE62397", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE62397", "version": null, "note": "The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM1526541", "GSM1526542", "GSM1526543", "GSM1526544", "GSM1526545"], "sample_count": 5, "group_sizes": null, "group_sizes_basis": null, "platform": "13693", "taxon": "Homo sapiens", "title": "Radiation effects on a 3D cell culture of primary human keratinocytes and the protective effect of N-acetyl-cysteine (NAC) and the Traditional Chinese Medicine Qingre-Liyan decoction (QYD)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:26697327:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:93b57ff1a88742d37803d844d5ed5584674b39a05383ddeb809e202091e5c98e", "bytes": 693, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[1]#t0005", "version": null, "note": "Representative Pearson correlation table for raw (R) and normalized (N) data from three technical replicate hybridizations of a single sample.", "structure": {"pmcid": "PMC4664678", "section_index": 7, "section_title": "Microarray data quality control", "row_count": 7, "column_count": 7}, "table": {"label": "Table 1", "caption": "Representative Pearson correlation table for raw (R) and normalized (N) data from three technical replicate hybridizations of a single sample.", "rows": [["", "R_T2_H007", "R_T2_H008", "R_T2_H009", "N_T2_H007", "N_T2_H008", "N_T2_H009"], ["R_T2_H007", "1", "0.993", "0.987", "1", "0.993", "0.987"], ["R_T2_H008", "0.993", "1", "0.983", "0.993", "1", "0.983"], ["R_T2_H009", "0.987", "0.983", "1", "0.987", "0.983", "1"], ["N_T2_H007", "1", "0.993", "0.987", "1", "0.993", "0.987"], ["N_T2_H008", "0.993", "1", "0.983", "0.993", "1", "0.983"], ["N_T2_H009", "0.987", "0.983", "1", "0.987", "0.983", "1"]], "row_count": 7, "column_count": 7, "numeric_cells": 48, "header_rows": 1, "locator": "section[7]/table-wrap[1]#t0005"}}, {"id": "asset:table:pmid:26697327:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5df9ddeea96c732de507e3c2c5f0223dc16d5cb7dbb576f99b9fc65597f8597c", "bytes": 1994, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[7]/table-wrap[2]#t0010", "version": null, "note": "Selected categories from an enrichment analysis using DAVID Bioinformatics.", "structure": {"pmcid": "PMC4664678", "section_index": 7, "section_title": "Microarray data quality control", "row_count": 31, "column_count": 4}, "table": {"label": "Table 2", "caption": "Selected categories from an enrichment analysis using DAVID Bioinformatics.", "rows": [["Enriched term", "Category", "Count", "Adj P-val"], ["Up-regulated genes from non-treated, irradiated samples"], ["hsa00190:Oxidative phosphorylation", "KEGG Pathway", "21", "1.21E − 06"], ["Respiratory chain", "SP PIR Keyword", "13", "3.97E − 04"], ["GO:0005739 ~ mitochondrion", "GO CC", "56", "0.003"], ["GO:0030964 ~ NADH dehydrogenase complex", "GO CC", "8", "0.007"], ["GO:0030529 ~ ribonucleoprotein complex", "GO CC", "29", "0.037"], [""], ["Down-regulated genes from non-treated, irradiated samples"], ["Mutagenesis site", "UniProt Seq Feature", "124", "2.35E − 05"], ["Serine/threonine–protein kinase", "SP PIR Keyword", "35", "6.69E − 05"], ["GO:0005524 ~ ATP binding", "GO MF", "99", "8.38E − 05"], ["RNA-binding", "SP PIR Keyword", "43", "1.32E − 04"], ["Chromatin regulator", "SP PIR Keyword", "20", "0.010"], ["ubl conjugation pathway", "SP PIR Keyword", "35", "0.015"], ["Transcription regulation", "SP PIR Keyword", "99", "0.039"], ["Protein transport", "SP PIR Keyword", "32", "0.040"], [""], ["Up-regulated genes from NAC–QYD pre-treated, irradiated samples"], ["GO:0045449 ~ regulation of transcription", "GO BP", "291", "2.63E − 07"], ["GO:0042981 ~ regulation of apoptosis", "GO BP", "100", "0.002"], ["GO:0001558 ~ regulation of cell growth", "GO BP", "34", "0.005"], ["ubl conjugation", "SP PIR Keyword", "68", "0.012"], [""], ["Down-regulated genes from NAC–QYD pre-treated, irradiated samples"], ["GO:0005739 ~ mitochondrion", "GO CC", "144", "2.79E − 09"], ["GO:0030529 ~ ribonucleoprotein complex", "GO CC", "81", "4.82E − 08"], ["GO:0034660 ~ ncRNA metabolic process", "GO BP", "50", "5.55E − 08"], ["GO:0045333 ~ cellular respiration", "GO BP", "23", "7.18E − 04"], ["GO:0006099 ~ tricarboxylic acid cycle", "GO BP", "10", "0.005"], ["GO:0031396 ~ regulation of protein ubiquitination", "GO BP", "20", "0.024"]], "row_count": 31, "column_count": 4, "numeric_cells": 60, "header_rows": 1, "locator": "section[7]/table-wrap[2]#t0010"}}], "gaps": ["asset:data:geo:GSE62397 not downloaded", "asset:data:geo:GSE62397 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Error-model-based hypothesis tests using Rosetta Resolver", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "Rosetta Resolver does not calculate P-values based strictly on fold changes, but rather uses error-model-based hypothesis tests, which take into account fold change and expression level."}}], "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": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (Error-model-based hypothesis tests using Rosetta Resolver), 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": "R1", "reachable": true, "accessions": ["GSE62397"], "resolved_accessions": ["GSE62397"], "statements": ["The microarray data been deposited in Gene Expression Omnibus (GEO): GSE62397."], "basis": "The paper names GSE62397 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": [], "assets": ["source:pmid:26697327", "data:geo:GSE62397", "asset:table:pmid:26697327:1", "asset:table:pmid:26697327:2"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE62397"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:26:45Z", "independence": "same_provider"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 8, "usage": {"prompt_tokens": 28946, "completion_tokens": 2715, "cached_tokens": 1816}}, "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:26697327", "type": "paper", "label": "pmid:26697327"}, {"id": "source:pmid:26697327", "type": "manuscript", "label": "PMID 26697327 full text"}, {"id": "data:geo:GSE62397", "type": "dataset", "label": "GEO GSE62397"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:26697327", "type": "paper", "label": "pmid:26697327"}, {"id": "source:pmid:26697327", "type": "manuscript", "label": "PMID 26697327 full text"}, {"id": "data:geo:GSE62397", "type": "dataset", "label": "GEO GSE62397"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-26697327", "type": "extraction", "used": ["source:pmid:26697327"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE62397", "type": "accession_resolution", "used": ["data:geo:GSE62397"], "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:26697327", "parent_hash": "sha256:2b709137ff0ab5017d9ae95f6113d60c51b9d02b233a8c63348b447f87bf4286", "fork_of": null, "generation": 5}, "gaps": ["asset:data:geo:GSE62397 licence not read", "asset:data:geo:GSE62397 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["we provide detailed methods and analysis of microarray data for non-irradiated and irradiated human", "pretreatment with NAC, QYD and NAC-QYD. The microarray data been deposited in Gene Expression Omnib", "Experimental design, materials and methods Microarray data pre-processing and statistical analysis"], "order_basis": "paper_text_order:767", "id": "assay:1"}]}