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

pmid:40820106

Regulatory role of LncRNA FMR1-AS1 in the pathogenesis of alzheimer's disease based on bioinformatics and in vitro experimental validation.

Xiang Yu · Hao Cai · Cai He · Zhong Ouyang · Yongchang Li · Liang Chen

Scientific reports · 2025 doi:10.1038/s41598-025-15242-y

Paper

complete

Experiment

partial

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:40820106
kind
science-record
content_hash
sha256:dfdc5be8a4ddef38c3df569603865c331573f69769591a805fde1bf3699438ab
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T20:30:54Z
updated_at
2026-11-01T22:57:01Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Regulatory role of LncRNA FMR1-AS1 in the pathogenesis of alzheimer's disease based on bioinformatics and in vitro experimental validation.
doi
10.1038/s41598-025-15242-y
pmid
40820106
authors array · 6 items
[0]
Xiang Yu
[1]
Hao Cai
[2]
Cai He
[3]
Zhong Ouyang
[4]
Yongchang Li
[5]
Liang Chen
journal
Scientific reports
year
2025
abstract
Alzheimer's disease (AD) is a major cause of dementia, characterized by β-amyloid (Aβ) plaque accumulation and Tau protein hyperphosphorylation. Although long non-coding RNAs (lncRNAs) have been implicated in neurodegenerative diseases, their roles in AD remain unclear. This study analyzed RNA sequencing data from the brain tissues of 17 AD patients and 19 healthy controls (GEO: GSE138260) to construct a gene co-expression network and identified eight lncRNAs strongly associated with AD. FMR1-AS1 was selected for functional validation. In an Aβ1-42-induced SH-SY5Y neuronal injury model, overexpression of FMR1-AS1 significantly increased cell viability ([Formula: see text]), inhibited apoptosis ([Formula: see text]), and reduced Tau hyperphosphorylation ([Formula: see text]). FMR1-AS1 also alleviated oxidative stress by lowering reactive oxygen species (ROS) levels ([Formula: see text]), enhanced superoxide dismutase (SOD) activity ([Formula: see text]), and decreased malondialdehyde (MDA) content ([Formula: see text]). Knockdown of FMR1-AS1 exacerbated neuronal damage. These results demonstrate that FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology. The study highlights FMR1-AS1 as a potential therapeutic target for AD and may advance the understanding of lncRNA-mediated regulatory mechanisms in neurodegeneration.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40820106
locator
sections[17] "Statistical analysis" paragraph 2
quote
One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All data generated or analysed during this study are included in this published article and its supplementary information files.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40820106
locator
sections[38] "notes" paragraph 1
quote
All data generated or analysed during this study are included in this published article and its supplementary information files.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:40820106
locator
sections[0] "Abstract" paragraph 1
quote
These results demonstrate that FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology.
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:40820106
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:GSE138260
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
blocked
blocked_on
method:student_t
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:GSE138260
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
[0]
step:run_analysis blocked on method:student_t
data object · 3 fields
state
partial
assets array · 2 items
[0] object · 15 fields
id
source:pmid:40820106
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1038/s41598-025-15242-y
sha256
sha256:0f00e2c4e72ba26c5b998cc444e31e41a2f0e0c073fbea066860e3c9c1273c06
bytes
81762
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1038/s41598-025-15242-y
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
PMC12358618
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE138260
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=GSE138260
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE138260
version
null
note
All data generated or analysed during this study are included in this published article and its supplementary information files.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated or analysed during this study are included in this published article and its supplementary information files.
access_statement_kind
data_availability_statement
sample_accessions array · 36 items
[0]
GSM4103849
[1]
GSM4103850
[2]
GSM4103851
[3]
GSM4103852
[4]
GSM4103853
[5]
GSM4103854
[6]
GSM4103855
[7]
GSM4103856
[8]
GSM4103857
[9]
GSM4103858
[10]
GSM4103859
[11]
GSM4103860
[12]
GSM4103861
[13]
GSM4103862
[14]
GSM4103863
[15]
GSM4103864
[16]
GSM4103865
[17]
GSM4103866
[18]
GSM4103867
[19]
GSM4103868
[20]
GSM4103869
[21]
GSM4103870
[22]
GSM4103871
[23]
GSM4103872
[24]
GSM4103873
[25]
GSM4103874
[26]
GSM4103875
[27]
GSM4103876
[28]
GSM4103877
[29]
GSM4103878
[30]
GSM4103879
[31]
GSM4103880
[32]
GSM4103881
[33]
GSM4103882
[34]
GSM4103883
[35]
GSM4103884
sample_count
36
group_sizes
null
group_sizes_basis
null
platform
27556
taxon
Homo sapiens
title
Differential expression analysis of human brain samples with Alzheimer disease versus healthy control samples
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:GSE138260 not downloaded
[1]
asset:data:geo:GSE138260 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
student_t_test
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
1
band
verbatim
quote
One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
anova
label
Group comparison
dsl_operations array · 4 items
[0]
group_summary
[1]
welch_t
[2]
bootstrap_mean_difference
[3]
group_comparison_anova
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
analysis of variance
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
pathway enrichment
targets array · 0 items
gaps array · 1 item
[0]
method.student_t
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
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test.
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]
GSE138260
resolved_accessions array · 1 item
[0]
GSE138260
statements array · 1 item
[0]
All data generated or analysed during this study are included in this published article and its supplementary information files.
basis
The paper names GSE138260 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 · 2 items
[0]
source:pmid:40820106
[1]
data:geo:GSE138260
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
student_t
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE138260
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
2026-11-01T19:59:34Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
22323
completion_tokens
974
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:40820106
type
paper
label
pmid:40820106
[1] object · 3 fields
id
source:pmid:40820106
type
manuscript
label
PMID 40820106 full text
[2] object · 3 fields
id
data:geo:GSE138260
type
dataset
label
GEO GSE138260
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:40820106
type
paper
label
pmid:40820106
[1] object · 3 fields
id
source:pmid:40820106
type
manuscript
label
PMID 40820106 full text
[2] object · 3 fields
id
data:geo:GSE138260
type
dataset
label
GEO GSE138260
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-40820106
type
extraction
used array · 1 item
[0]
source:pmid:40820106
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE138260
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE138260
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:40820106
parent_hash
sha256:d9b6158180159f93c57ed7773992ca407cd8d491034586ace5662f6a80851ce2
fork_of
null
gaps array · 8 items
[0]
asset:data:geo:GSE138260 licence not read
[1]
asset:data:geo:GSE138260 not downloaded
[2]
execution.not_run
[3]
method.student_t
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
[7]
step:run_analysis blocked on method:student_t
assays array · 9 items
[0] object · 11 fields
role
data_generation
definition_id
rna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
es in AD remain unclear. This study analyzed RNA sequencing data from the brain tissues of 17 AD patient
[1]
lysis, and experimental validation. Based on transcriptomic data from the Gene Expression Omnibus (GEO)
order_basis
paper_text_order:386
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
functional validation. In an Aβ1-42-induced SH-SY5Y neuronal injury model, overexpression of FMR
[1]
Y27 (SNL-092, Sean Biotechnology, China) was cultured in DMEM/F12 medium (12660-012, Gibco) supplemen
[2]
51). To establish an in vitro AD cell model, SH-SY5Y cells were treated with A\documentclass[12pt
[3]
\end{document}1-42 treatment on apoptosis in SH-SY5Y cells, flow cytometry was performed using an
order_basis
paper_text_order:659
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
l viability ([Formula: see text]), inhibited apoptosis ([Formula: see text]), and reduced Tau hyper
[1]
exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology. The st
[2]
ts regulatory effects on neuronal viability, apoptosis, Tau protein phosphorylation, and oxidative
[3]
aggregation. Flow cytometry analysis of cell apoptosis To evaluate the effect of A\documentclass[12
order_basis
paper_text_order:788
id
assay:3
[3] object · 11 fields
role
data_generation
definition_id
transfection
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
ldehyde (MDA) content ([Formula: see text]). Knockdown of FMR1-AS1 exacerbated neuronal damage. The
[1]
48-F, Sino Biological Inc., Beijing, China). Transfected cells were harvested and centrifuged at 300
order_basis
paper_text_order:1130
id
assay:4
[4] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
tion Quantitative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL stainin
[1]
n Quantitative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL stainin
[2]
8813, Applied Biosystems, USA). Quantitative real-time PCR was performed using SYBR® Green PCR Master M
[3]
ctions were conducted on a CFX Opus Deepwell Real-Time PCR System with the following cycling conditions
order_basis
paper_text_order:2888
id
assay:5
[5] object · 11 fields
role
data_generation
definition_id
western_blot
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]
itative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL staining, flow cytometry,
[1]
ly and late apoptotic cells were quantified. Western blot analysis of Tau protein expression To invest
[2]
of FMR1-AS1 on Tau protein phosphorylation, Western blot analysis was performed. Total proteins were
order_basis
paper_text_order:2898
id
assay:6
[6] object · 11 fields
role
data_generation
definition_id
flow_cytometry
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]
Western blotting, MTT assay, TUNEL staining, flow cytometry, and measurements of ROS, SOD, and MDA level
[1]
ocument}$$\beta$$\end{document} aggregation. Flow cytometry analysis of cell apoptosis To evaluate the e
[2]
-42 treatment on apoptosis in SH-SY5Y cells, flow cytometry was performed using an Annexin V-FITC/PI dou
order_basis
paper_text_order:2943
id
assay:7
[7] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.69
evidence array · 1 item
[0]
i-phospho-Tau (ab109390, 1:1000, Abcam, UK), mouse anti-Tau (ab80579, 1:1000, Abcam, UK), and r
order_basis
paper_text_order:9405
id
assay:8
[8] object · 11 fields
role
analysis
definition_id
group_comparison
definition_version
f2132e96ae6c7a4e
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied.
order_basis
consumes_earlier_output
id
assay:9
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40820106", "kind": "science-record", "revision": 4, "content_hash": "sha256:dfdc5be8a4ddef38c3df569603865c331573f69769591a805fde1bf3699438ab", "created_at": "2026-11-01T20:30:54Z", "updated_at": "2026-11-01T22:57:01Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Regulatory role of LncRNA FMR1-AS1 in the pathogenesis of alzheimer's disease based on bioinformatics and in vitro experimental validation.", "doi": "10.1038/s41598-025-15242-y", "pmid": "40820106", "authors": ["Xiang Yu", "Hao Cai", "Cai He", "Zhong Ouyang", "Yongchang Li", "Liang Chen"], "journal": "Scientific reports", "year": 2025, "abstract": "Alzheimer's disease (AD) is a major cause of dementia, characterized by β-amyloid (Aβ) plaque accumulation and Tau protein hyperphosphorylation. Although long non-coding RNAs (lncRNAs) have been implicated in neurodegenerative diseases, their roles in AD remain unclear. This study analyzed RNA sequencing data from the brain tissues of 17 AD patients and 19 healthy controls (GEO: GSE138260) to construct a gene co-expression network and identified eight lncRNAs strongly associated with AD. FMR1-AS1 was selected for functional validation. In an Aβ1-42-induced SH-SY5Y neuronal injury model, overexpression of FMR1-AS1 significantly increased cell viability ([Formula: see text]), inhibited apoptosis ([Formula: see text]), and reduced Tau hyperphosphorylation ([Formula: see text]). FMR1-AS1 also alleviated oxidative stress by lowering reactive oxygen species (ROS) levels ([Formula: see text]), enhanced superoxide dismutase (SOD) activity ([Formula: see text]), and decreased malondialdehyde (MDA) content ([Formula: see text]). Knockdown of FMR1-AS1 exacerbated neuronal damage. These results demonstrate that FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology. The study highlights FMR1-AS1 as a potential therapeutic target for AD and may advance the understanding of lncRNA-mediated regulatory mechanisms in neurodegeneration.", "claims": [{"id": "claim-method", "statement": "One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40820106", "locator": "sections[17] \"Statistical analysis\" paragraph 2", "quote": "One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40820106", "locator": "sections[38] \"notes\" paragraph 1", "quote": "All data generated or analysed during this study are included in this published article and its supplementary information files."}], "state": "complete"}, {"id": "claim-target-result", "statement": "FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40820106", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "These results demonstrate that FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "FMR1-AS1 exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology.", "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:40820106"], "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:GSE138260"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "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:GSE138260"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40820106", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1038/s41598-025-15242-y", "sha256": "sha256:0f00e2c4e72ba26c5b998cc444e31e41a2f0e0c073fbea066860e3c9c1273c06", "bytes": 81762, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1038/s41598-025-15242-y", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12358618", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE138260", "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=GSE138260", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE138260", "version": null, "note": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated or analysed during this study are included in this published article and its supplementary information files.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4103849", "GSM4103850", "GSM4103851", "GSM4103852", "GSM4103853", "GSM4103854", "GSM4103855", "GSM4103856", "GSM4103857", "GSM4103858", "GSM4103859", "GSM4103860", "GSM4103861", "GSM4103862", "GSM4103863", "GSM4103864", "GSM4103865", "GSM4103866", "GSM4103867", "GSM4103868", "GSM4103869", "GSM4103870", "GSM4103871", "GSM4103872", "GSM4103873", "GSM4103874", "GSM4103875", "GSM4103876", "GSM4103877", "GSM4103878", "GSM4103879", "GSM4103880", "GSM4103881", "GSM4103882", "GSM4103883", "GSM4103884"], "sample_count": 36, "group_sizes": null, "group_sizes_basis": null, "platform": "27556", "taxon": "Homo sapiens", "title": "Differential expression analysis of human brain samples with Alzheimer disease versus healthy control samples", "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:GSE138260 not downloaded", "asset:data:geo:GSE138260 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "analysis of variance"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "pathway enrichment"}}], "targets": [], "gaps": ["method.student_t"]}, "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": false, "required_operations": [], "missing_operations": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "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": ["GSE138260"], "resolved_accessions": ["GSE138260"], "statements": ["All data generated or analysed during this study are included in this published article and its supplementary information files."], "basis": "The paper names GSE138260 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:40820106", "data:geo:GSE138260"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE138260"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:59:34Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 22323, "completion_tokens": 974, "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:40820106", "type": "paper", "label": "pmid:40820106"}, {"id": "source:pmid:40820106", "type": "manuscript", "label": "PMID 40820106 full text"}, {"id": "data:geo:GSE138260", "type": "dataset", "label": "GEO GSE138260"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40820106", "type": "paper", "label": "pmid:40820106"}, {"id": "source:pmid:40820106", "type": "manuscript", "label": "PMID 40820106 full text"}, {"id": "data:geo:GSE138260", "type": "dataset", "label": "GEO GSE138260"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40820106", "type": "extraction", "used": ["source:pmid:40820106"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE138260", "type": "accession_resolution", "used": ["data:geo:GSE138260"], "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:40820106", "parent_hash": "sha256:d9b6158180159f93c57ed7773992ca407cd8d491034586ace5662f6a80851ce2", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE138260 licence not read", "asset:data:geo:GSE138260 not downloaded", "execution.not_run", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["es in AD remain unclear. This study analyzed RNA sequencing data from the brain tissues of 17 AD patient", "lysis, and experimental validation. Based on transcriptomic data from the Gene Expression Omnibus (GEO)"], "order_basis": "paper_text_order:386", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["functional validation. In an Aβ1-42-induced SH-SY5Y neuronal injury model, overexpression of FMR", "Y27 (SNL-092, Sean Biotechnology, China) was cultured in DMEM/F12 medium (12660-012, Gibco) supplemen", "51). To establish an in vitro AD cell model, SH-SY5Y cells were treated with A\\documentclass[12pt", "\\end{document}1-42 treatment on apoptosis in SH-SY5Y cells, flow cytometry was performed using an"], "order_basis": "paper_text_order:659", "id": "assay:2"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["l viability ([Formula: see text]), inhibited apoptosis ([Formula: see text]), and reduced Tau hyper", "exerts neuroprotective effects by regulating apoptosis, oxidative stress, and Tau pathology. The st", "ts regulatory effects on neuronal viability, apoptosis, Tau protein phosphorylation, and oxidative", "aggregation. Flow cytometry analysis of cell apoptosis To evaluate the effect of A\\documentclass[12"], "order_basis": "paper_text_order:788", "id": "assay:3"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ldehyde (MDA) content ([Formula: see text]). Knockdown of FMR1-AS1 exacerbated neuronal damage. The", "48-F, Sino Biological Inc., Beijing, China). Transfected cells were harvested and centrifuged at 300"], "order_basis": "paper_text_order:1130", "id": "assay:4"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["tion Quantitative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL stainin", "n Quantitative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL stainin", "8813, Applied Biosystems, USA). Quantitative real-time PCR was performed using SYBR® Green PCR Master M", "ctions were conducted on a CFX Opus Deepwell Real-Time PCR System with the following cycling conditions"], "order_basis": "paper_text_order:2888", "id": "assay:5"}, {"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["itative Polymerase Chain Reaction (RT-qPCR), Western blotting, MTT assay, TUNEL staining, flow cytometry,", "ly and late apoptotic cells were quantified. Western blot analysis of Tau protein expression To invest", "of FMR1-AS1 on Tau protein phosphorylation, Western blot analysis was performed. Total proteins were"], "order_basis": "paper_text_order:2898", "id": "assay:6"}, {"role": "data_generation", "definition_id": "flow_cytometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Western blotting, MTT assay, TUNEL staining, flow cytometry, and measurements of ROS, SOD, and MDA level", "ocument}$$\\beta$$\\end{document} aggregation. Flow cytometry analysis of cell apoptosis To evaluate the e", "-42 treatment on apoptosis in SH-SY5Y cells, flow cytometry was performed using an Annexin V-FITC/PI dou"], "order_basis": "paper_text_order:2943", "id": "assay:7"}, {"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.69, "evidence": ["i-phospho-Tau (ab109390, 1:1000, Abcam, UK), mouse anti-Tau (ab80579, 1:1000, Abcam, UK), and r"], "order_basis": "paper_text_order:9405", "id": "assay:8"}, {"role": "analysis", "definition_id": "group_comparison", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["One-way analysis of variance (ANOVA) was used to evaluate differences among multiple groups, followed by Tukey’s or Dunnett’s post hoc multiple comparisons test. For comparisons between two groups, an unpaired two-tailed Student’s t-test was applied."], "order_basis": "consumes_earlier_output", "id": "assay:9"}]}