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

pmid:38043012

Characteristics of T Cells in Single-Cell Datasets of Peripheral Blood and Cerebrospinal Fluid in Alzheimer's Disease Patients.

Yongchun Wang · Richeng Jiang · Mingxi Li · Zicheng Wang · Yu Yang · Li Sun

Journal of Alzheimer's disease : JAD · 2024 doi:10.3233/JAD-230784

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:38043012
kind
science-record
content_hash
sha256:1f16f3d27354519997facbd86f6c6daf63ccd66b806e1d2122bc18ead680bb56
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:02:59Z
updated_at
2026-11-01T21:32:05Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Characteristics of T Cells in Single-Cell Datasets of Peripheral Blood and Cerebrospinal Fluid in Alzheimer's Disease Patients.
doi
10.3233/JAD-230784
pmid
38043012
authors array · 6 items
[0]
Yongchun Wang
[1]
Richeng Jiang
[2]
Mingxi Li
[3]
Zicheng Wang
[4]
Yu Yang
[5]
Li Sun
journal
Journal of Alzheimer's disease : JAD
year
2024
abstract
Background: Alzheimer's disease (AD) is the most common type of dementia, causing a huge socioeconomic burden. In parallel with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rapid accumulation of data produced by researching AD at single-cell resolution, which is more conductive to explore the neuroimmune-related mechanism of AD. Objective: To explore the potential features of T cells in the peripheral blood and cerebrospinal fluid of AD patients. Methods: Two datasets, GSE181279 and GSE134578, were integrated from GEO database. Seurat, Monocle, CellChat, scRepertoire, and singleR packages were mainly employed for data analysis. Results: Our analysis demonstrated that in peripheral blood, T cells were significantly expanded, and these expanded T cells were possessed effector function, such as CD8+TEMRA, CD4+TEMRA, and CD8+TEM. Interestingly, CD8+TEMRA and CD4+TEMRA cells positioned adjacently after dimensions reduction and clustering. Notably, we identified that the expanded T cells were developed from Naïve T cells and TCM cells, and TEM cells was in the intermediate state of this developing process. Additionally, in cerebrospinal fluid of AD patients, the amplified T cells were mainly CD8+TEMRA cells, and the number and strength of communication between CD4+TEM, CD8+TEM, and CD8+TEMRA were decreased in AD patients. Conclusions: Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The proposed temporal analysis uses the Monocle software package [23].
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38043012
locator
sections[7] "Pseudo-time analysis of CD4+ and CD8+ T Cells" paragraph 2
quote
The proposed temporal analysis uses the Monocle software package [23].
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38043012
locator
sections[21] "DATA AVAILABILITY" paragraph 2
quote
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38043012
locator
sections[0] "Abstract" paragraph 5
quote
Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.
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:38043012
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:GSE134578
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:GSE134578
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:38043012
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3233/JAD-230784
sha256
sha256:4af17a8a9f8e70a311f8e4d94ac6daf51960f73f94329b06af55c8096ba0b50b
bytes
43903
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3233/JAD-230784
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
PMC11091562
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE134578
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=GSE134578
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE134578
version
null
note
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
access_statement_kind
data_availability_statement
sample_accessions array · 55 items
[0]
GSM3956366
[1]
GSM3956367
[2]
GSM3956368
[3]
GSM3956369
[4]
GSM3956370
[5]
GSM3956371
[6]
GSM3956372
[7]
GSM3956373
[8]
GSM3956374
[9]
GSM3956375
[10]
GSM3956376
[11]
GSM3956377
[12]
GSM3956378
[13]
GSM3984199
[14]
GSM3984200
[15]
GSM3984201
[16]
GSM3984202
[17]
GSM3984203
[18]
GSM3984204
[19]
GSM3984205
[20]
GSM3984206
[21]
GSM3984207
[22]
GSM3984208
[23]
GSM3984209
[24]
GSM3984210
[25]
GSM3984211
[26]
GSM3984212
[27]
GSM3984213
[28]
GSM3984214
[29]
GSM3984215
[30]
GSM3984216
[31]
GSM3984378
[32]
GSM3984379
[33]
GSM3984380
[34]
GSM3984381
[35]
GSM3984382
[36]
GSM3984383
[37]
GSM3984384
[38]
GSM3984385
[39]
GSM3984386
[40]
GSM3984387
[41]
GSM3984388
[42]
GSM3984389
[43]
GSM3984390
[44]
GSM3984391
[45]
GSM3984392
[46]
GSM3984393
[47]
GSM3984394
[48]
GSM3984395
[49]
GSM3984396
[50]
GSM3984397
[51]
GSM3984398
[52]
GSM3984399
[53]
GSM3984400
[54]
GSM3984401
sample_count
55
group_sizes
null
group_sizes_basis
null
platform
24676;21697;20301
taxon
Homo sapiens
title
Clonally expanded CD8 T cells patrol Alzheimer's cerebrospinal fluid
resolution_checked_at
2026-11-01T19:09:46Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE181279
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=GSE181279
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE181279
version
null
note
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
access_statement_kind
data_availability_statement
sample_accessions array · 15 items
[0]
GSM5494107
[1]
GSM5494108
[2]
GSM5494109
[3]
GSM5494110
[4]
GSM5494111
[5]
GSM5494112
[6]
GSM5494113
[7]
GSM5494114
[8]
GSM5494115
[9]
GSM5494116
[10]
GSM5494117
[11]
GSM5494118
[12]
GSM5494119
[13]
GSM5494120
[14]
GSM5494121
sample_count
15
group_sizes
null
group_sizes_basis
null
platform
24676
taxon
Homo sapiens
title
Single-cell RNA sequencing of peripheral blood reveals immune cell signatures in Alzheimer's disease
resolution_checked_at
2026-11-01T19:09:46Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE134578 not downloaded
[1]
asset:data:geo:GSE134578 licence not read
[2]
asset:data:geo:GSE181279 not downloaded
[3]
asset:data:geo:GSE181279 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
Monocle
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 proposed temporal analysis uses the Monocle software package [23].
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 (Monocle), 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 · 2 items
[0]
GSE181279
[1]
GSE134578
resolved_accessions array · 2 items
[0]
GSE181279
[1]
GSE134578
statements array · 1 item
[0]
The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.
basis
The paper names GSE181279, GSE134578 in GEO database 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:38043012
[1]
data:geo:GSE134578
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:GSE134578
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
2026-11-01T19:01:14Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
12351
completion_tokens
1112
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:38043012
type
paper
label
pmid:38043012
[1] object · 3 fields
id
source:pmid:38043012
type
manuscript
label
PMID 38043012 full text
[2] object · 3 fields
id
data:geo:GSE134578
type
dataset
label
GEO GSE134578
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:38043012
type
paper
label
pmid:38043012
[1] object · 3 fields
id
source:pmid:38043012
type
manuscript
label
PMID 38043012 full text
[2] object · 3 fields
id
data:geo:GSE134578
type
dataset
label
GEO GSE134578
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38043012
type
extraction
used array · 1 item
[0]
source:pmid:38043012
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE134578
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE134578
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:38043012
parent_hash
sha256:8db167f71c46e2228e6f66c8c1ff5345de479e03d971f782696cd1ec2a93b0b7
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE134578 licence not read
[1]
asset:data:geo:GSE134578 not downloaded
[2]
asset:data:geo:GSE181279 licence not read
[3]
asset:data:geo:GSE181279 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 · 2 items
[0] object · 11 fields
role
data_generation
definition_id
scrna_seq
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
unsupported
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
n. In parallel with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rap
[1]
spread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rapid accumula
order_basis
paper_text_order:236
id
assay:1
[1] 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]
el with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rap
[1]
velopmental trajectory, which changes as the transcriptome changes. The proposed temporal analysis uses
order_basis
paper_text_order:248
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:38043012", "kind": "science-record", "revision": 3, "content_hash": "sha256:1f16f3d27354519997facbd86f6c6daf63ccd66b806e1d2122bc18ead680bb56", "created_at": "2026-11-01T19:02:59Z", "updated_at": "2026-11-01T21:32:05Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Characteristics of T Cells in Single-Cell Datasets of Peripheral Blood and Cerebrospinal Fluid in Alzheimer's Disease Patients.", "doi": "10.3233/JAD-230784", "pmid": "38043012", "authors": ["Yongchun Wang", "Richeng Jiang", "Mingxi Li", "Zicheng Wang", "Yu Yang", "Li Sun"], "journal": "Journal of Alzheimer's disease : JAD", "year": 2024, "abstract": "Background: Alzheimer's disease (AD) is the most common type of dementia, causing a huge socioeconomic burden. In parallel with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rapid accumulation of data produced by researching AD at single-cell resolution, which is more conductive to explore the neuroimmune-related mechanism of AD.\nObjective: To explore the potential features of T cells in the peripheral blood and cerebrospinal fluid of AD patients.\nMethods: Two datasets, GSE181279 and GSE134578, were integrated from GEO database. Seurat, Monocle, CellChat, scRepertoire, and singleR packages were mainly employed for data analysis.\nResults: Our analysis demonstrated that in peripheral blood, T cells were significantly expanded, and these expanded T cells were possessed effector function, such as CD8+TEMRA, CD4+TEMRA, and CD8+TEM. Interestingly, CD8+TEMRA and CD4+TEMRA cells positioned adjacently after dimensions reduction and clustering. Notably, we identified that the expanded T cells were developed from Naïve T cells and TCM cells, and TEM cells was in the intermediate state of this developing process. Additionally, in cerebrospinal fluid of AD patients, the amplified T cells were mainly CD8+TEMRA cells, and the number and strength of communication between CD4+TEM, CD8+TEM, and CD8+TEMRA were decreased in AD patients.\nConclusions: Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.", "claims": [{"id": "claim-method", "statement": "The proposed temporal analysis uses the Monocle software package [23].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38043012", "locator": "sections[7] \"Pseudo-time analysis of CD4+ and CD8+ T Cells\" paragraph 2", "quote": "The proposed temporal analysis uses the Monocle software package [23]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38043012", "locator": "sections[21] \"DATA AVAILABILITY\" paragraph 2", "quote": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38043012", "locator": "sections[0] \"Abstract\" paragraph 5", "quote": "Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Our comprehensive analyses identified the cells in cerebrospinal fluid from AD patients are expanded TEMRA or TEM cells and the TEMRA cells communicating with other immune cells is weakened, which may be an important immune feature that leads to AD.", "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:38043012"], "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:GSE134578"], "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:GSE134578"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38043012", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3233/JAD-230784", "sha256": "sha256:4af17a8a9f8e70a311f8e4d94ac6daf51960f73f94329b06af55c8096ba0b50b", "bytes": 43903, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3233/JAD-230784", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11091562", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE134578", "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=GSE134578", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE134578", "version": null, "note": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM3956366", "GSM3956367", "GSM3956368", "GSM3956369", "GSM3956370", "GSM3956371", "GSM3956372", "GSM3956373", "GSM3956374", "GSM3956375", "GSM3956376", "GSM3956377", "GSM3956378", "GSM3984199", "GSM3984200", "GSM3984201", "GSM3984202", "GSM3984203", "GSM3984204", "GSM3984205", "GSM3984206", "GSM3984207", "GSM3984208", "GSM3984209", "GSM3984210", "GSM3984211", "GSM3984212", "GSM3984213", "GSM3984214", "GSM3984215", "GSM3984216", "GSM3984378", "GSM3984379", "GSM3984380", "GSM3984381", "GSM3984382", "GSM3984383", "GSM3984384", "GSM3984385", "GSM3984386", "GSM3984387", "GSM3984388", "GSM3984389", "GSM3984390", "GSM3984391", "GSM3984392", "GSM3984393", "GSM3984394", "GSM3984395", "GSM3984396", "GSM3984397", "GSM3984398", "GSM3984399", "GSM3984400", "GSM3984401"], "sample_count": 55, "group_sizes": null, "group_sizes_basis": null, "platform": "24676;21697;20301", "taxon": "Homo sapiens", "title": "Clonally expanded CD8 T cells patrol Alzheimer's cerebrospinal fluid", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE181279", "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=GSE181279", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE181279", "version": null, "note": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM5494107", "GSM5494108", "GSM5494109", "GSM5494110", "GSM5494111", "GSM5494112", "GSM5494113", "GSM5494114", "GSM5494115", "GSM5494116", "GSM5494117", "GSM5494118", "GSM5494119", "GSM5494120", "GSM5494121"], "sample_count": 15, "group_sizes": null, "group_sizes_basis": null, "platform": "24676", "taxon": "Homo sapiens", "title": "Single-cell RNA sequencing of peripheral blood reveals immune cell signatures in Alzheimer's disease", "resolution_checked_at": "2026-11-01T19:09:46Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE134578 not downloaded", "asset:data:geo:GSE134578 licence not read", "asset:data:geo:GSE181279 not downloaded", "asset:data:geo:GSE181279 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "Monocle", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The proposed temporal analysis uses the Monocle software package [23]."}}], "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 (Monocle), 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": ["GSE181279", "GSE134578"], "resolved_accessions": ["GSE181279", "GSE134578"], "statements": ["The data supporting the findings of this study are openly available in GSE181279 and GSE134578 at 10.3389/fimmu.2021.645666 and https://doi.org/10.1038/s41586-019-1895-7."], "basis": "The paper names GSE181279, GSE134578 in GEO database and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:38043012", "data:geo:GSE134578"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE134578"]}, "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": "2026-11-01T19:01:14Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12351, "completion_tokens": 1112, "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:38043012", "type": "paper", "label": "pmid:38043012"}, {"id": "source:pmid:38043012", "type": "manuscript", "label": "PMID 38043012 full text"}, {"id": "data:geo:GSE134578", "type": "dataset", "label": "GEO GSE134578"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38043012", "type": "paper", "label": "pmid:38043012"}, {"id": "source:pmid:38043012", "type": "manuscript", "label": "PMID 38043012 full text"}, {"id": "data:geo:GSE134578", "type": "dataset", "label": "GEO GSE134578"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38043012", "type": "extraction", "used": ["source:pmid:38043012"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE134578", "type": "accession_resolution", "used": ["data:geo:GSE134578"], "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:38043012", "parent_hash": "sha256:8db167f71c46e2228e6f66c8c1ff5345de479e03d971f782696cd1ec2a93b0b7", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE134578 licence not read", "asset:data:geo:GSE134578 not downloaded", "asset:data:geo:GSE181279 licence not read", "asset:data:geo:GSE181279 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "scrna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "unsupported", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["n. In parallel with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rap", "spread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rapid accumula"], "order_basis": "paper_text_order:236", "id": "assay:1"}, {"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": ["el with the widespread uptake of single-cell RNA sequencing (scRNA-seq) technology, there has been a rap", "velopmental trajectory, which changes as the transcriptome changes. The proposed temporal analysis uses"], "order_basis": "paper_text_order:248", "id": "assay:2"}]}