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

pmid:35774499

Ontology Specific Alternative Splicing Changes in Alzheimer's Disease.

Yanjun Lu · Daoyuan Yue · Jiazhao Xie · Liming Cheng · Xiong Wang

Frontiers in genetics · 2022 doi:10.3389/fgene.2022.926049

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:35774499
kind
science-record
content_hash
sha256:0e5782602a1a49bfb35dda96c97963dd67d97d4bd7d4ac6da5d7c39009465cfd
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:48Z
updated_at
2026-11-01T22:06:55Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Ontology Specific Alternative Splicing Changes in Alzheimer's Disease.
doi
10.3389/fgene.2022.926049
pmid
35774499
authors array · 5 items
[0]
Yanjun Lu
[1]
Daoyuan Yue
[2]
Jiazhao Xie
[3]
Liming Cheng
[4]
Xiong Wang
journal
Frontiers in genetics
year
2022
abstract
Alternative splicing (AS) is a common phenomenon and correlates with aging and aging-related disorders including Alzheimer's disease (AD). We aimed to systematically characterize AS changes in the cerebral cortex of 9-month-old APP/PS1 mice. The GSE132177 dataset was downloaded from GEO and ENA databases, aligned to the GRCm39 reference genome from ENSEMBL via STAR. Alternative 3'SS (A3SS), alternative 5'SS (A5SS), skipped exon (SE), retained intron (RI), and mutually exclusive exons (MXE) AS events were evaluated using rMATS, rmats2sashimiplot, and maser. Differential genes or transcripts were analyzed using the limma R package. Gene ontology analysis was performed with the clusterProfiler R package. A total of 60,705 raw counts of AS were identified, and 113 significant AS events were finally selected in accordance with the selection criteria: 1) average coverage >10 and 2) delta percent spliced in (ΔPSI) >0.1. SE was the most abundant AS event (61.95%), and RI was the second most abundant AS type (13.27%), followed by A3SS (12.39%), thereafter A5SS and MXE comprised of 12.39%. Interestingly, genes that experienced SE were enriched in histone acetyltransferase (HAT) complex, while genes spliced by RI were enriched in autophagy and those which experienced A3SS were enriched in methyltransferase activity revealed by GO analysis. In conclusion, we revealed ontology specific AS changes in AD. Our analysis provides novel pathological mechanisms of AD.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35774499
locator
sections[7] "Alternative Splicing Analysis" paragraph 2
quote
The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35774499
locator
sections[18] "Data Availability Statement" paragraph 2
quote
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The analysis identified 113 significant alternative-splicing events in the cerebral cortex of 9-month-old APP/PS1 mice.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35774499
locator
sections[10] "Global Summary of Alternative Splicing Events" paragraph 2
quote
Eventually, 113 significant AS events were collected according to our strict criteria (average coverage >10, ΔPSI >0.1) (Figure 1B; Table 1).
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
The analysis identified 113 significant alternative-splicing events in the cerebral cortex of 9-month-old APP/PS1 mice.
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:35774499
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:GSE132177
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:GSE132177
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 · 3 items
[0] object · 15 fields
id
source:pmid:35774499
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fgene.2022.926049
sha256
sha256:711c8493ba5bb7c80ce35bf28cb1aab787f11985e878e6dbeeedc715cbfec8e5
bytes
29585
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fgene.2022.926049
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
PMC9237535
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE132177
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=GSE132177
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE132177
version
null
note
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
access_statement_kind
data_availability_statement
sample_accessions array · 36 items
[0]
GSM3852163
[1]
GSM3852164
[2]
GSM3852165
[3]
GSM3852166
[4]
GSM3852167
[5]
GSM3852168
[6]
GSM3852169
[7]
GSM3852170
[8]
GSM3852171
[9]
GSM3852172
[10]
GSM3852173
[11]
GSM3852174
[12]
GSM3852175
[13]
GSM3852176
[14]
GSM3852177
[15]
GSM3852178
[16]
GSM3852179
[17]
GSM3852180
[18]
GSM3852181
[19]
GSM3852182
[20]
GSM3852183
[21]
GSM3852184
[22]
GSM3852185
[23]
GSM3852186
[24]
GSM3852187
[25]
GSM3852188
[26]
GSM3852189
[27]
GSM3852190
[28]
GSM3852191
[29]
GSM3852192
[30]
GSM3852193
[31]
GSM3852194
[32]
GSM3852195
[33]
GSM3852196
[34]
GSM3852197
[35]
GSM3852198
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
17021;21273
taxon
Mus musculus
title
A systematic dissection of whole transcriptome profiling in the APP/PS1 mouse brain
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:PRJNA546262
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=PRJNA546262
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PRJNA546262
version
null
note
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
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
2026-11-01T18:06:52Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE132177 not downloaded
[1]
asset:data:geo:GSE132177 licence not read
[2]
asset:data:geo:PRJNA546262 not downloaded
[3]
asset:data:geo:PRJNA546262 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
0.7
band
medium
quote
limma
[1] object · 10 fields
id
method-2
family
null
specific
null
label
rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) for alternative-splicing analysis, with event statistics performed using maser (v1.12.1) and rtracklayer (v1.54.0)
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
The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages.
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 · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom.
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 · 2 items
[0]
GSE132177
[1]
PRJNA546262
resolved_accessions array · 1 item
[0]
GSE132177
statements array · 1 item
[0]
A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).
basis
The paper names GSE132177 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:35774499
[1]
data:geo:GSE132177
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:GSE132177
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
2026-11-01T17:53:10Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9860
completion_tokens
2181
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:35774499
type
paper
label
pmid:35774499
[1] object · 3 fields
id
source:pmid:35774499
type
manuscript
label
PMID 35774499 full text
[2] object · 3 fields
id
data:geo:GSE132177
type
dataset
label
GEO GSE132177
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:35774499
type
paper
label
pmid:35774499
[1] object · 3 fields
id
source:pmid:35774499
type
manuscript
label
PMID 35774499 full text
[2] object · 3 fields
id
data:geo:GSE132177
type
dataset
label
GEO GSE132177
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35774499
type
extraction
used array · 1 item
[0]
source:pmid:35774499
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE132177
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE132177
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:35774499
parent_hash
sha256:d5ab9341da7f535a4711cc5fe521b4e0003dad942b7d1e7925d094c411b224a8
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE132177 licence not read
[1]
asset:data:geo:GSE132177 not downloaded
[2]
asset:data:geo:PRJNA546262 licence not read
[3]
asset:data:geo:PRJNA546262 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 1 item
[0] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
limma
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:35774499", "kind": "science-record", "revision": 4, "content_hash": "sha256:0e5782602a1a49bfb35dda96c97963dd67d97d4bd7d4ac6da5d7c39009465cfd", "created_at": "2026-11-01T18:14:48Z", "updated_at": "2026-11-01T22:06:55Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Ontology Specific Alternative Splicing Changes in Alzheimer's Disease.", "doi": "10.3389/fgene.2022.926049", "pmid": "35774499", "authors": ["Yanjun Lu", "Daoyuan Yue", "Jiazhao Xie", "Liming Cheng", "Xiong Wang"], "journal": "Frontiers in genetics", "year": 2022, "abstract": "Alternative splicing (AS) is a common phenomenon and correlates with aging and aging-related disorders including Alzheimer's disease (AD). We aimed to systematically characterize AS changes in the cerebral cortex of 9-month-old APP/PS1 mice. The GSE132177 dataset was downloaded from GEO and ENA databases, aligned to the GRCm39 reference genome from ENSEMBL via STAR. Alternative 3'SS (A3SS), alternative 5'SS (A5SS), skipped exon (SE), retained intron (RI), and mutually exclusive exons (MXE) AS events were evaluated using rMATS, rmats2sashimiplot, and maser. Differential genes or transcripts were analyzed using the limma R package. Gene ontology analysis was performed with the clusterProfiler R package. A total of 60,705 raw counts of AS were identified, and 113 significant AS events were finally selected in accordance with the selection criteria: 1) average coverage >10 and 2) delta percent spliced in (ΔPSI) >0.1. SE was the most abundant AS event (61.95%), and RI was the second most abundant AS type (13.27%), followed by A3SS (12.39%), thereafter A5SS and MXE comprised of 12.39%. Interestingly, genes that experienced SE were enriched in histone acetyltransferase (HAT) complex, while genes spliced by RI were enriched in autophagy and those which experienced A3SS were enriched in methyltransferase activity revealed by GO analysis. In conclusion, we revealed ontology specific AS changes in AD. Our analysis provides novel pathological mechanisms of AD.", "claims": [{"id": "claim-method", "statement": "The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35774499", "locator": "sections[7] \"Alternative Splicing Analysis\" paragraph 2", "quote": "The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages."}], "state": "complete"}, {"id": "claim-data-access", "statement": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35774499", "locator": "sections[18] \"Data Availability Statement\" paragraph 2", "quote": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The analysis identified 113 significant alternative-splicing events in the cerebral cortex of 9-month-old APP/PS1 mice.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35774499", "locator": "sections[10] \"Global Summary of Alternative Splicing Events\" paragraph 2", "quote": "Eventually, 113 significant AS events were collected according to our strict criteria (average coverage >10, ΔPSI >0.1) (Figure 1B; Table 1)."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "The analysis identified 113 significant alternative-splicing events in the cerebral cortex of 9-month-old APP/PS1 mice.", "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:35774499"], "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:GSE132177"], "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:GSE132177"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35774499", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fgene.2022.926049", "sha256": "sha256:711c8493ba5bb7c80ce35bf28cb1aab787f11985e878e6dbeeedc715cbfec8e5", "bytes": 29585, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fgene.2022.926049", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9237535", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE132177", "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=GSE132177", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE132177", "version": null, "note": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3852163", "GSM3852164", "GSM3852165", "GSM3852166", "GSM3852167", "GSM3852168", "GSM3852169", "GSM3852170", "GSM3852171", "GSM3852172", "GSM3852173", "GSM3852174", "GSM3852175", "GSM3852176", "GSM3852177", "GSM3852178", "GSM3852179", "GSM3852180", "GSM3852181", "GSM3852182", "GSM3852183", "GSM3852184", "GSM3852185", "GSM3852186", "GSM3852187", "GSM3852188", "GSM3852189", "GSM3852190", "GSM3852191", "GSM3852192", "GSM3852193", "GSM3852194", "GSM3852195", "GSM3852196", "GSM3852197", "GSM3852198"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "17021;21273", "taxon": "Mus musculus", "title": "A systematic dissection of whole transcriptome profiling in the APP/PS1 mouse brain", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PRJNA546262", "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=PRJNA546262", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PRJNA546262", "version": null, "note": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline).", "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": "2026-11-01T18:06:52Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE132177 not downloaded", "asset:data:geo:GSE132177 licence not read", "asset:data:geo:PRJNA546262 not downloaded", "asset:data:geo:PRJNA546262 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 0.7, "band": "medium", "quote": "limma"}}, {"id": "method-2", "family": null, "specific": null, "label": "rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) for alternative-splicing analysis, with event statistics performed using maser (v1.12.1) and rtracklayer (v1.54.0)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The aligned and sorted bam files after STAR alignment was used for AS analysis using rMATS (v4.1.2) and rmats2sashimiplot (v2.0.4) (Shen et al., 2014). A3SS, A5SS, SE, RI, and MXE events were evaluated. Significant AS events were identified with the following criteria (Wilkinson et al., 2020): average coverage >10 (Leung et al., 2011); delta percent spliced in (ΔPSI) >0.1. The AS event statistics were performed using maser (v1.12.1) and rtracklayer (v1.54.0) R packages, and the results were plotted using echarts4r (v0.4.3), maser, and ggplot2 (v3.3.5) R packages."}}], "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE132177", "PRJNA546262"], "resolved_accessions": ["GSE132177"], "statements": ["A publicly available dataset (GSE132177) submitted by Jun Wan and Nana Ma (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE132177) was used in this study. The code of this study was written by our team and was deposited in Github (https://github.com/tjhwangxiong/AD-GSE132177-Alternative-Splicing-pipeline)."], "basis": "The paper names GSE132177 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:35774499", "data:geo:GSE132177"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE132177"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:53:10Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9860, "completion_tokens": 2181, "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:35774499", "type": "paper", "label": "pmid:35774499"}, {"id": "source:pmid:35774499", "type": "manuscript", "label": "PMID 35774499 full text"}, {"id": "data:geo:GSE132177", "type": "dataset", "label": "GEO GSE132177"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35774499", "type": "paper", "label": "pmid:35774499"}, {"id": "source:pmid:35774499", "type": "manuscript", "label": "PMID 35774499 full text"}, {"id": "data:geo:GSE132177", "type": "dataset", "label": "GEO GSE132177"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35774499", "type": "extraction", "used": ["source:pmid:35774499"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE132177", "type": "accession_resolution", "used": ["data:geo:GSE132177"], "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:35774499", "parent_hash": "sha256:d5ab9341da7f535a4711cc5fe521b4e0003dad942b7d1e7925d094c411b224a8", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE132177 licence not read", "asset:data:geo:GSE132177 not downloaded", "asset:data:geo:PRJNA546262 licence not read", "asset:data:geo:PRJNA546262 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["limma"], "order_basis": "analysis_only", "id": "assay:1"}]}