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

pmid:35282083

Immune abnormalities and differential gene expression in the hippocampus and peripheral blood of patients with Alzheimer's disease.

Xiaonan Wang · Di Wang · Fei Su · Chunmei Li · Min Chen

Annals of translational medicine · 2022 doi:10.21037/atm-21-4974

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:35282083
kind
science-record
content_hash
sha256:90007f85190dca27986e70f5c883c7ac4691dfa8c5b435bb230bf2b8defa0757
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:14:04Z
updated_at
2026-11-01T22:06:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Immune abnormalities and differential gene expression in the hippocampus and peripheral blood of patients with Alzheimer's disease.
doi
10.21037/atm-21-4974
pmid
35282083
authors array · 5 items
[0]
Xiaonan Wang
[1]
Di Wang
[2]
Fei Su
[3]
Chunmei Li
[4]
Min Chen
journal
Annals of translational medicine
year
2022
abstract
Background: Despite decades of research, no precise mechanisms of Alzheimer's disease (AD) development have been elucidated. This study aimed to investigate novel diagnostic biomarkers in both peripheral blood cells and hippocampus tissue, and the pathogenesis of memory impairment in AD. Methods: mRNA microarray data, including hippocampus samples (GSE1297 and GSE5281) and peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061), associated with AD were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) between AD and normal-aging samples were screened through a comprehensive analysis of multiple gene expression spectra after gene reannotation and batch normalization. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were used to analyze hub genes and to discover potential biomarkers related to AD. Protein-protein interaction (PPI) network maps were constructed to visualize the correlation between possible genes. The CIBERSORT algorithm was built to explore the patterns of PBMC infiltration to investigate the role of inflammation in the pathogenesis of AD. Results: The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals. We selected 28 genes co-expressed in the hippocampus and PBMCs. A functional analysis of differential genes revealed that they were primarily involved in neuronal death, immune response, and mitochondrial function. Further, immune cell infiltration patterns demonstrated that the levels of naive CD4+ T cells, resting natural killer cells, M0 macrophages, and activated mast cells were higher in the peripheral blood of patients with AD, while resting memory CD4+ T cells were significantly lower. Conclusions: The key gene changes present in both the hippocampus and PBMCs highly suggest their utility as an AD biomarker. In addition, according to our present results, immune abnormalities may have an important role in AD pathophysiology. When patients display these peripheral blood immune abnormalities, they may be recognized as being at high risk of developing AD.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The Wilcoxon rank-sum test was used for comparison between two groups.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35282083
locator
sections[7] "Statistical analysis" paragraph 2
quote
The Wilcoxon rank-sum test was used for comparison between two groups.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35282083
locator
sections[3] "Data acquisition" paragraph 2
quote
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
state
complete
[2] object · 6 fields
id
claim-target-result
statement
The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:35282083
locator
sections[0] "Abstract" paragraph 3
quote
The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals.
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:35282083
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:GSE1297
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:group_comparison_wilcoxon
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:GSE1297
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:group_comparison_wilcoxon
data object · 3 fields
state
partial
assets array · 5 items
[0] object · 15 fields
id
source:pmid:35282083
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.21037/atm-21-4974
sha256
sha256:01a42535f5faed5e0f1476d981a9668bb0b8257ab5bafeb43dd67147746666d1
bytes
33538
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.21037/atm-21-4974
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
PMC8848377
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE1297
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=GSE1297
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE1297
version
null
note
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
access_statement_kind
repository_route_statement
sample_accessions array · 31 items
[0]
GSM21203
[1]
GSM21204
[2]
GSM21205
[3]
GSM21206
[4]
GSM21207
[5]
GSM21208
[6]
GSM21209
[7]
GSM21210
[8]
GSM21211
[9]
GSM21212
[10]
GSM21213
[11]
GSM21214
[12]
GSM21215
[13]
GSM21216
[14]
GSM21217
[15]
GSM21218
[16]
GSM21219
[17]
GSM21220
[18]
GSM21221
[19]
GSM21222
[20]
GSM21223
[21]
GSM21224
[22]
GSM21225
[23]
GSM21226
[24]
GSM21227
[25]
GSM21228
[26]
GSM21229
[27]
GSM21230
[28]
GSM21231
[29]
GSM21232
[30]
GSM21233
sample_count
31
group_sizes
null
group_sizes_basis
null
platform
96
taxon
Homo sapiens
title
Incipient Alzheimer's Disease: Microarray Correlation Analyses
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE5281
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=GSE5281
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE5281
version
null
note
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
access_statement_kind
repository_route_statement
sample_accessions array · 161 items
[0]
GSM119615
[1]
GSM119616
[2]
GSM119617
[3]
GSM119618
[4]
GSM119619
[5]
GSM119620
[6]
GSM119621
[7]
GSM119622
[8]
GSM119623
[9]
GSM119624
[10]
GSM119625
[11]
GSM119626
[12]
GSM119627
[13]
GSM119628
[14]
GSM119629
[15]
GSM119630
[16]
GSM119631
[17]
GSM119632
[18]
GSM119633
[19]
GSM119634
[20]
GSM119635
[21]
GSM119636
[22]
GSM119637
[23]
GSM119638
[24]
GSM119639
[25]
GSM119640
[26]
GSM119641
[27]
GSM119642
[28]
GSM119643
[29]
GSM119644
[30]
GSM119645
[31]
GSM119646
[32]
GSM119647
[33]
GSM119648
[34]
GSM119649
[35]
GSM119650
[36]
GSM119651
[37]
GSM119652
[38]
GSM119653
[39]
GSM119654
[40]
GSM119655
[41]
GSM119656
[42]
GSM119657
[43]
GSM119658
[44]
GSM119659
[45]
GSM119660
[46]
GSM119661
[47]
GSM119662
[48]
GSM119663
[49]
GSM119664
[50]
GSM119665
[51]
GSM119666
[52]
GSM119667
[53]
GSM119668
[54]
GSM119669
[55]
GSM119670
[56]
GSM119671
[57]
GSM119672
[58]
GSM119673
[59]
GSM119674
[60]
GSM119675
[61]
GSM119676
[62]
GSM119677
[63]
GSM119678
[64]
GSM119679
[65]
GSM119680
[66]
GSM119681
[67]
GSM119682
[68]
GSM119683
[69]
GSM119684
[70]
GSM119685
[71]
GSM119686
[72]
GSM119687
[73]
GSM119688
[74]
GSM238763
[75]
GSM238790
[76]
GSM238791
[77]
GSM238792
[78]
GSM238793
[79]
GSM238794
[80]
GSM238795
[81]
GSM238796
[82]
GSM238797
[83]
GSM238798
[84]
GSM238799
[85]
GSM238800
[86]
GSM238801
[87]
GSM238802
[88]
GSM238803
[89]
GSM238804
[90]
GSM238805
[91]
GSM238806
[92]
GSM238807
[93]
GSM238808
[94]
GSM238809
[95]
GSM238810
[96]
GSM238811
[97]
GSM238812
[98]
GSM238813
[99]
GSM238815
[100]
GSM238816
[101]
GSM238817
[102]
GSM238818
[103]
GSM238819
[104]
GSM238820
[105]
GSM238821
[106]
GSM238822
[107]
GSM238823
[108]
GSM238824
[109]
GSM238825
[110]
GSM238826
[111]
GSM238827
[112]
GSM238834
[113]
GSM238835
[114]
GSM238837
[115]
GSM238838
[116]
GSM238839
[117]
GSM238840
[118]
GSM238841
[119]
GSM238842
[120]
GSM238843
[121]
GSM238844
[122]
GSM238845
[123]
GSM238846
[124]
GSM238847
[125]
GSM238848
[126]
GSM238851
[127]
GSM238854
[128]
GSM238855
[129]
GSM238856
[130]
GSM238857
[131]
GSM238858
[132]
GSM238860
[133]
GSM238861
[134]
GSM238862
[135]
GSM238863
[136]
GSM238864
[137]
GSM238865
[138]
GSM238867
[139]
GSM238868
[140]
GSM238870
[141]
GSM238871
[142]
GSM238872
[143]
GSM238873
[144]
GSM238874
[145]
GSM238875
[146]
GSM238877
[147]
GSM238941
[148]
GSM238942
[149]
GSM238943
[150]
GSM238944
[151]
GSM238945
[152]
GSM238946
[153]
GSM238947
[154]
GSM238948
[155]
GSM238949
[156]
GSM238951
[157]
GSM238952
[158]
GSM238953
[159]
GSM238955
[160]
GSM238963
sample_count
161
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Alzheimer's disease and the normal aged brain (steph-affy-human-433773)
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 15 fields
id
data:geo:GSE63060
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=GSE63060
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE63060
version
null
note
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
access_statement_kind
repository_route_statement
sample_accessions array · 329 items
[0]
GSM1539080
[1]
GSM1539081
[2]
GSM1539082
[3]
GSM1539083
[4]
GSM1539084
[5]
GSM1539085
[6]
GSM1539086
[7]
GSM1539087
[8]
GSM1539088
[9]
GSM1539089
[10]
GSM1539090
[11]
GSM1539091
[12]
GSM1539092
[13]
GSM1539093
[14]
GSM1539094
[15]
GSM1539095
[16]
GSM1539096
[17]
GSM1539097
[18]
GSM1539098
[19]
GSM1539099
[20]
GSM1539100
[21]
GSM1539101
[22]
GSM1539102
[23]
GSM1539103
[24]
GSM1539104
[25]
GSM1539105
[26]
GSM1539106
[27]
GSM1539107
[28]
GSM1539108
[29]
GSM1539109
[30]
GSM1539110
[31]
GSM1539111
[32]
GSM1539112
[33]
GSM1539113
[34]
GSM1539114
[35]
GSM1539115
[36]
GSM1539116
[37]
GSM1539117
[38]
GSM1539118
[39]
GSM1539119
[40]
GSM1539120
[41]
GSM1539121
[42]
GSM1539122
[43]
GSM1539123
[44]
GSM1539124
[45]
GSM1539125
[46]
GSM1539126
[47]
GSM1539127
[48]
GSM1539128
[49]
GSM1539129
[50]
GSM1539130
[51]
GSM1539131
[52]
GSM1539132
[53]
GSM1539133
[54]
GSM1539134
[55]
GSM1539135
[56]
GSM1539136
[57]
GSM1539137
[58]
GSM1539138
[59]
GSM1539139
[60]
GSM1539140
[61]
GSM1539141
[62]
GSM1539142
[63]
GSM1539143
[64]
GSM1539144
[65]
GSM1539145
[66]
GSM1539146
[67]
GSM1539147
[68]
GSM1539148
[69]
GSM1539149
[70]
GSM1539150
[71]
GSM1539151
[72]
GSM1539152
[73]
GSM1539153
[74]
GSM1539154
[75]
GSM1539155
[76]
GSM1539156
[77]
GSM1539157
[78]
GSM1539158
[79]
GSM1539159
[80]
GSM1539160
[81]
GSM1539161
[82]
GSM1539162
[83]
GSM1539163
[84]
GSM1539164
[85]
GSM1539165
[86]
GSM1539166
[87]
GSM1539167
[88]
GSM1539168
[89]
GSM1539169
[90]
GSM1539170
[91]
GSM1539171
[92]
GSM1539172
[93]
GSM1539173
[94]
GSM1539174
[95]
GSM1539175
[96]
GSM1539176
[97]
GSM1539177
[98]
GSM1539178
[99]
GSM1539179
[100]
GSM1539180
[101]
GSM1539181
[102]
GSM1539182
[103]
GSM1539183
[104]
GSM1539184
[105]
GSM1539185
[106]
GSM1539186
[107]
GSM1539187
[108]
GSM1539188
[109]
GSM1539189
[110]
GSM1539190
[111]
GSM1539191
[112]
GSM1539192
[113]
GSM1539193
[114]
GSM1539194
[115]
GSM1539195
[116]
GSM1539196
[117]
GSM1539197
[118]
GSM1539198
[119]
GSM1539199
[120]
GSM1539200
[121]
GSM1539201
[122]
GSM1539202
[123]
GSM1539203
[124]
GSM1539204
[125]
GSM1539205
[126]
GSM1539206
[127]
GSM1539207
[128]
GSM1539208
[129]
GSM1539209
[130]
GSM1539210
[131]
GSM1539211
[132]
GSM1539212
[133]
GSM1539213
[134]
GSM1539214
[135]
GSM1539215
[136]
GSM1539216
[137]
GSM1539217
[138]
GSM1539218
[139]
GSM1539219
[140]
GSM1539220
[141]
GSM1539221
[142]
GSM1539222
[143]
GSM1539223
[144]
GSM1539224
[145]
GSM1539225
[146]
GSM1539226
[147]
GSM1539227
[148]
GSM1539228
[149]
GSM1539229
[150]
GSM1539230
[151]
GSM1539231
[152]
GSM1539232
[153]
GSM1539233
[154]
GSM1539234
[155]
GSM1539235
[156]
GSM1539236
[157]
GSM1539237
[158]
GSM1539238
[159]
GSM1539239
[160]
GSM1539240
[161]
GSM1539241
[162]
GSM1539242
[163]
GSM1539243
[164]
GSM1539244
[165]
GSM1539245
[166]
GSM1539246
[167]
GSM1539247
[168]
GSM1539248
[169]
GSM1539249
[170]
GSM1539250
[171]
GSM1539251
[172]
GSM1539252
[173]
GSM1539253
[174]
GSM1539254
[175]
GSM1539255
[176]
GSM1539256
[177]
GSM1539257
[178]
GSM1539258
[179]
GSM1539259
[180]
GSM1539260
[181]
GSM1539261
[182]
GSM1539262
[183]
GSM1539263
[184]
GSM1539264
[185]
GSM1539265
[186]
GSM1539266
[187]
GSM1539267
[188]
GSM1539268
[189]
GSM1539269
[190]
GSM1539270
[191]
GSM1539271
[192]
GSM1539272
[193]
GSM1539273
[194]
GSM1539274
[195]
GSM1539275
[196]
GSM1539276
[197]
GSM1539277
[198]
GSM1539278
[199]
GSM1539279
[200]
GSM1539280
[201]
GSM1539281
[202]
GSM1539282
[203]
GSM1539283
[204]
GSM1539284
[205]
GSM1539285
[206]
GSM1539286
[207]
GSM1539287
[208]
GSM1539288
[209]
GSM1539289
[210]
GSM1539290
[211]
GSM1539291
[212]
GSM1539292
[213]
GSM1539293
[214]
GSM1539294
[215]
GSM1539295
[216]
GSM1539296
[217]
GSM1539297
[218]
GSM1539298
[219]
GSM1539299
[220]
GSM1539300
[221]
GSM1539301
[222]
GSM1539302
[223]
GSM1539303
[224]
GSM1539304
[225]
GSM1539305
[226]
GSM1539306
[227]
GSM1539307
[228]
GSM1539308
[229]
GSM1539309
[230]
GSM1539310
[231]
GSM1539311
[232]
GSM1539312
[233]
GSM1539313
[234]
GSM1539314
[235]
GSM1539315
[236]
GSM1539316
[237]
GSM1539317
[238]
GSM1539318
[239]
GSM1539319
[240]
GSM1539320
[241]
GSM1539321
[242]
GSM1539322
[243]
GSM1539323
[244]
GSM1539324
[245]
GSM1539325
[246]
GSM1539326
[247]
GSM1539327
[248]
GSM1539328
[249]
GSM1539329
[250]
GSM1539330
[251]
GSM1539331
[252]
GSM1539332
[253]
GSM1539333
[254]
GSM1539334
[255]
GSM1539335
[256]
GSM1539336
[257]
GSM1539337
[258]
GSM1539338
[259]
GSM1539339
[260]
GSM1539340
[261]
GSM1539341
[262]
GSM1539342
[263]
GSM1539343
[264]
GSM1539344
[265]
GSM1539345
[266]
GSM1539346
[267]
GSM1539347
[268]
GSM1539348
[269]
GSM1539349
[270]
GSM1539350
[271]
GSM1539351
[272]
GSM1539352
[273]
GSM1539353
[274]
GSM1539354
[275]
GSM1539355
[276]
GSM1539356
[277]
GSM1539357
[278]
GSM1539358
[279]
GSM1539359
[280]
GSM1539360
[281]
GSM1539361
[282]
GSM1539362
[283]
GSM1539363
[284]
GSM1539364
[285]
GSM1539365
[286]
GSM1539366
[287]
GSM1539367
[288]
GSM1539368
[289]
GSM1539369
[290]
GSM1539370
[291]
GSM1539371
[292]
GSM1539372
[293]
GSM1539373
[294]
GSM1539374
[295]
GSM1539375
[296]
GSM1539376
[297]
GSM1539377
[298]
GSM1539378
[299]
GSM1539379
[300]
GSM1539380
[301]
GSM1539381
[302]
GSM1539382
[303]
GSM1539383
[304]
GSM1539384
[305]
GSM1539385
[306]
GSM1539386
[307]
GSM1539387
[308]
GSM1539388
[309]
GSM1539389
[310]
GSM1539390
[311]
GSM1539391
[312]
GSM1539392
[313]
GSM1539393
[314]
GSM1539394
[315]
GSM1539395
[316]
GSM1539396
[317]
GSM1539397
[318]
GSM1539398
[319]
GSM1539399
[320]
GSM1539400
[321]
GSM1539401
[322]
GSM1539402
[323]
GSM1539403
[324]
GSM1539404
[325]
GSM1539405
[326]
GSM1539406
[327]
GSM1539407
[328]
GSM1539408
sample_count
329
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Alzheimer, MCI and control samples from AddneuroMed Cohort (batch 1)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[4] object · 15 fields
id
data:geo:GSE63061
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=GSE63061
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE63061
version
null
note
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
access_statement_kind
repository_route_statement
sample_accessions array · 388 items
[0]
GSM1539409
[1]
GSM1539410
[2]
GSM1539411
[3]
GSM1539412
[4]
GSM1539413
[5]
GSM1539414
[6]
GSM1539415
[7]
GSM1539416
[8]
GSM1539417
[9]
GSM1539418
[10]
GSM1539419
[11]
GSM1539420
[12]
GSM1539421
[13]
GSM1539422
[14]
GSM1539423
[15]
GSM1539424
[16]
GSM1539425
[17]
GSM1539426
[18]
GSM1539427
[19]
GSM1539428
[20]
GSM1539429
[21]
GSM1539430
[22]
GSM1539431
[23]
GSM1539432
[24]
GSM1539433
[25]
GSM1539434
[26]
GSM1539435
[27]
GSM1539436
[28]
GSM1539437
[29]
GSM1539438
[30]
GSM1539439
[31]
GSM1539440
[32]
GSM1539441
[33]
GSM1539442
[34]
GSM1539443
[35]
GSM1539444
[36]
GSM1539445
[37]
GSM1539446
[38]
GSM1539447
[39]
GSM1539448
[40]
GSM1539449
[41]
GSM1539450
[42]
GSM1539451
[43]
GSM1539452
[44]
GSM1539453
[45]
GSM1539454
[46]
GSM1539455
[47]
GSM1539456
[48]
GSM1539457
[49]
GSM1539458
[50]
GSM1539459
[51]
GSM1539460
[52]
GSM1539461
[53]
GSM1539462
[54]
GSM1539463
[55]
GSM1539464
[56]
GSM1539465
[57]
GSM1539466
[58]
GSM1539467
[59]
GSM1539468
[60]
GSM1539469
[61]
GSM1539470
[62]
GSM1539471
[63]
GSM1539472
[64]
GSM1539473
[65]
GSM1539474
[66]
GSM1539475
[67]
GSM1539476
[68]
GSM1539477
[69]
GSM1539478
[70]
GSM1539479
[71]
GSM1539480
[72]
GSM1539481
[73]
GSM1539482
[74]
GSM1539483
[75]
GSM1539484
[76]
GSM1539485
[77]
GSM1539486
[78]
GSM1539487
[79]
GSM1539488
[80]
GSM1539489
[81]
GSM1539490
[82]
GSM1539491
[83]
GSM1539492
[84]
GSM1539493
[85]
GSM1539494
[86]
GSM1539495
[87]
GSM1539496
[88]
GSM1539497
[89]
GSM1539498
[90]
GSM1539499
[91]
GSM1539500
[92]
GSM1539501
[93]
GSM1539502
[94]
GSM1539503
[95]
GSM1539504
[96]
GSM1539505
[97]
GSM1539506
[98]
GSM1539507
[99]
GSM1539508
[100]
GSM1539509
[101]
GSM1539510
[102]
GSM1539511
[103]
GSM1539512
[104]
GSM1539513
[105]
GSM1539514
[106]
GSM1539515
[107]
GSM1539516
[108]
GSM1539517
[109]
GSM1539518
[110]
GSM1539519
[111]
GSM1539520
[112]
GSM1539521
[113]
GSM1539522
[114]
GSM1539523
[115]
GSM1539524
[116]
GSM1539525
[117]
GSM1539526
[118]
GSM1539527
[119]
GSM1539528
[120]
GSM1539529
[121]
GSM1539530
[122]
GSM1539531
[123]
GSM1539532
[124]
GSM1539533
[125]
GSM1539534
[126]
GSM1539535
[127]
GSM1539536
[128]
GSM1539537
[129]
GSM1539538
[130]
GSM1539539
[131]
GSM1539540
[132]
GSM1539541
[133]
GSM1539542
[134]
GSM1539543
[135]
GSM1539544
[136]
GSM1539545
[137]
GSM1539546
[138]
GSM1539547
[139]
GSM1539548
[140]
GSM1539549
[141]
GSM1539550
[142]
GSM1539551
[143]
GSM1539552
[144]
GSM1539553
[145]
GSM1539554
[146]
GSM1539555
[147]
GSM1539556
[148]
GSM1539557
[149]
GSM1539558
[150]
GSM1539559
[151]
GSM1539560
[152]
GSM1539561
[153]
GSM1539562
[154]
GSM1539563
[155]
GSM1539564
[156]
GSM1539565
[157]
GSM1539566
[158]
GSM1539567
[159]
GSM1539568
[160]
GSM1539569
[161]
GSM1539570
[162]
GSM1539571
[163]
GSM1539572
[164]
GSM1539573
[165]
GSM1539574
[166]
GSM1539575
[167]
GSM1539576
[168]
GSM1539577
[169]
GSM1539578
[170]
GSM1539579
[171]
GSM1539580
[172]
GSM1539581
[173]
GSM1539582
[174]
GSM1539583
[175]
GSM1539584
[176]
GSM1539585
[177]
GSM1539586
[178]
GSM1539587
[179]
GSM1539588
[180]
GSM1539589
[181]
GSM1539590
[182]
GSM1539591
[183]
GSM1539592
[184]
GSM1539593
[185]
GSM1539594
[186]
GSM1539595
[187]
GSM1539596
[188]
GSM1539597
[189]
GSM1539598
[190]
GSM1539599
[191]
GSM1539600
[192]
GSM1539601
[193]
GSM1539602
[194]
GSM1539603
[195]
GSM1539604
[196]
GSM1539605
[197]
GSM1539606
[198]
GSM1539607
[199]
GSM1539608
[200]
GSM1539609
[201]
GSM1539610
[202]
GSM1539611
[203]
GSM1539612
[204]
GSM1539613
[205]
GSM1539614
[206]
GSM1539615
[207]
GSM1539616
[208]
GSM1539617
[209]
GSM1539618
[210]
GSM1539619
[211]
GSM1539620
[212]
GSM1539621
[213]
GSM1539622
[214]
GSM1539623
[215]
GSM1539624
[216]
GSM1539625
[217]
GSM1539626
[218]
GSM1539627
[219]
GSM1539628
[220]
GSM1539629
[221]
GSM1539630
[222]
GSM1539631
[223]
GSM1539632
[224]
GSM1539633
[225]
GSM1539634
[226]
GSM1539635
[227]
GSM1539636
[228]
GSM1539637
[229]
GSM1539638
[230]
GSM1539639
[231]
GSM1539640
[232]
GSM1539641
[233]
GSM1539642
[234]
GSM1539643
[235]
GSM1539644
[236]
GSM1539645
[237]
GSM1539646
[238]
GSM1539647
[239]
GSM1539648
[240]
GSM1539649
[241]
GSM1539650
[242]
GSM1539651
[243]
GSM1539652
[244]
GSM1539653
[245]
GSM1539654
[246]
GSM1539655
[247]
GSM1539656
[248]
GSM1539657
[249]
GSM1539658
[250]
GSM1539659
[251]
GSM1539660
[252]
GSM1539661
[253]
GSM1539662
[254]
GSM1539663
[255]
GSM1539664
[256]
GSM1539665
[257]
GSM1539666
[258]
GSM1539667
[259]
GSM1539668
[260]
GSM1539669
[261]
GSM1539670
[262]
GSM1539671
[263]
GSM1539672
[264]
GSM1539673
[265]
GSM1539674
[266]
GSM1539675
[267]
GSM1539676
[268]
GSM1539677
[269]
GSM1539678
[270]
GSM1539679
[271]
GSM1539680
[272]
GSM1539681
[273]
GSM1539682
[274]
GSM1539683
[275]
GSM1539684
[276]
GSM1539685
[277]
GSM1539686
[278]
GSM1539687
[279]
GSM1539688
[280]
GSM1539689
[281]
GSM1539690
[282]
GSM1539691
[283]
GSM1539692
[284]
GSM1539693
[285]
GSM1539694
[286]
GSM1539695
[287]
GSM1539696
[288]
GSM1539697
[289]
GSM1539698
[290]
GSM1539699
[291]
GSM1539700
[292]
GSM1539701
[293]
GSM1539702
[294]
GSM1539703
[295]
GSM1539704
[296]
GSM1539705
[297]
GSM1539706
[298]
GSM1539707
[299]
GSM1539708
[300]
GSM1539709
[301]
GSM1539710
[302]
GSM1539711
[303]
GSM1539712
[304]
GSM1539713
[305]
GSM1539714
[306]
GSM1539715
[307]
GSM1539716
[308]
GSM1539717
[309]
GSM1539718
[310]
GSM1539719
[311]
GSM1539720
[312]
GSM1539721
[313]
GSM1539722
[314]
GSM1539723
[315]
GSM1539724
[316]
GSM1539725
[317]
GSM1539726
[318]
GSM1539727
[319]
GSM1539728
[320]
GSM1539729
[321]
GSM1539730
[322]
GSM1539731
[323]
GSM1539732
[324]
GSM1539733
[325]
GSM1539734
[326]
GSM1539735
[327]
GSM1539736
[328]
GSM1539737
[329]
GSM1539738
[330]
GSM1539739
[331]
GSM1539740
[332]
GSM1539741
[333]
GSM1539742
[334]
GSM1539743
[335]
GSM1539744
[336]
GSM1539745
[337]
GSM1539746
[338]
GSM1539747
[339]
GSM1539748
[340]
GSM1539749
[341]
GSM1539750
[342]
GSM1539751
[343]
GSM1539752
[344]
GSM1539753
[345]
GSM1539754
[346]
GSM1539755
[347]
GSM1539756
[348]
GSM1539757
[349]
GSM1539758
[350]
GSM1539759
[351]
GSM1539760
[352]
GSM1539761
[353]
GSM1539762
[354]
GSM1539763
[355]
GSM1539764
[356]
GSM1539765
[357]
GSM1539766
[358]
GSM1539767
[359]
GSM1539768
[360]
GSM1539769
[361]
GSM1539770
[362]
GSM1539771
[363]
GSM1539772
[364]
GSM1539773
[365]
GSM1539774
[366]
GSM1539775
[367]
GSM1539776
[368]
GSM1539777
[369]
GSM1539778
[370]
GSM1539779
[371]
GSM1539780
[372]
GSM1539781
[373]
GSM1539782
[374]
GSM1539783
[375]
GSM1539784
[376]
GSM1539785
[377]
GSM1539786
[378]
GSM1539787
[379]
GSM1539788
[380]
GSM1539789
[381]
GSM1539790
[382]
GSM1539791
[383]
GSM1539792
[384]
GSM1539793
[385]
GSM1539794
[386]
GSM1539795
[387]
GSM1539796
sample_count
388
group_sizes
null
group_sizes_basis
null
platform
10558
taxon
Homo sapiens
title
Alzheimer, Mild Cognitive impairment and control samples from AddneuroMed Cohort (batch 2)
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 8 items
[0]
asset:data:geo:GSE1297 not downloaded
[1]
asset:data:geo:GSE1297 licence not read
[2]
asset:data:geo:GSE5281 not downloaded
[3]
asset:data:geo:GSE5281 licence not read
[4]
asset:data:geo:GSE63060 not downloaded
[5]
asset:data:geo:GSE63060 licence not read
[6]
asset:data:geo:GSE63061 not downloaded
[7]
asset:data:geo:GSE63061 licence not read
analysis object · 4 fields
state
partial
methods array · 2 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
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
The Wilcoxon rank-sum test was used for comparison between two groups.
[1] object · 10 fields
id
method-2
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
Protein-protein interaction
targets array · 0 items
gaps array · 1 item
[0]
method.group_comparison_wilcoxon
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]
group_comparison_wilcoxon
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon.
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 · 4 items
[0]
GSE1297
[1]
GSE5281
[2]
GSE63060
[3]
GSE63061
resolved_accessions array · 4 items
[0]
GSE1297
[1]
GSE5281
[2]
GSE63060
[3]
GSE63061
statements array · 1 item
[0]
Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).
basis
The paper names GSE1297, GSE5281, GSE63060, GSE63061 in Gene Expression Omnibus (GEO) database of the National Center for Biotechnology Information 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:35282083
[1]
data:geo:GSE1297
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
group_comparison_wilcoxon
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE1297
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
2026-11-01T17:37:51Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
9624
completion_tokens
1029
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:35282083
type
paper
label
pmid:35282083
[1] object · 3 fields
id
source:pmid:35282083
type
manuscript
label
PMID 35282083 full text
[2] object · 3 fields
id
data:geo:GSE1297
type
dataset
label
GEO GSE1297
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:35282083
type
paper
label
pmid:35282083
[1] object · 3 fields
id
source:pmid:35282083
type
manuscript
label
PMID 35282083 full text
[2] object · 3 fields
id
data:geo:GSE1297
type
dataset
label
GEO GSE1297
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-35282083
type
extraction
used array · 1 item
[0]
source:pmid:35282083
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE1297
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE1297
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:35282083
parent_hash
sha256:918e77bf7d463dab136497140dbdc0e3de3e8e4f766884f37121ccf6ef38f01c
fork_of
null
gaps array · 14 items
[0]
asset:data:geo:GSE1297 licence not read
[1]
asset:data:geo:GSE1297 not downloaded
[2]
asset:data:geo:GSE5281 licence not read
[3]
asset:data:geo:GSE5281 not downloaded
[4]
asset:data:geo:GSE63060 licence not read
[5]
asset:data:geo:GSE63060 not downloaded
[6]
asset:data:geo:GSE63061 licence not read
[7]
asset:data:geo:GSE63061 not downloaded
[8]
execution.not_run
[9]
method.group_comparison_wilcoxon
[10]
review.human_critique
[11]
review.independent_reader
[12]
review.machine_critique
[13]
step:run_analysis blocked on method:group_comparison_wilcoxon
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
is of memory impairment in AD. Methods: mRNA microarray data, including hippocampus samples (GSE1297
order_basis
paper_text_order:390
id
assay:1
[1] 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]
The Wilcoxon rank-sum test was used for comparison between two groups.
order_basis
consumes_earlier_output
id
assay:2
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:35282083", "kind": "science-record", "revision": 4, "content_hash": "sha256:90007f85190dca27986e70f5c883c7ac4691dfa8c5b435bb230bf2b8defa0757", "created_at": "2026-11-01T18:14:04Z", "updated_at": "2026-11-01T22:06:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Immune abnormalities and differential gene expression in the hippocampus and peripheral blood of patients with Alzheimer's disease.", "doi": "10.21037/atm-21-4974", "pmid": "35282083", "authors": ["Xiaonan Wang", "Di Wang", "Fei Su", "Chunmei Li", "Min Chen"], "journal": "Annals of translational medicine", "year": 2022, "abstract": "Background: Despite decades of research, no precise mechanisms of Alzheimer's disease (AD) development have been elucidated. This study aimed to investigate novel diagnostic biomarkers in both peripheral blood cells and hippocampus tissue, and the pathogenesis of memory impairment in AD.\nMethods: mRNA microarray data, including hippocampus samples (GSE1297 and GSE5281) and peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061), associated with AD were obtained from the Gene Expression Omnibus (GEO) database. Differentially expressed genes (DEGs) between AD and normal-aging samples were screened through a comprehensive analysis of multiple gene expression spectra after gene reannotation and batch normalization. The Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathways were used to analyze hub genes and to discover potential biomarkers related to AD. Protein-protein interaction (PPI) network maps were constructed to visualize the correlation between possible genes. The CIBERSORT algorithm was built to explore the patterns of PBMC infiltration to investigate the role of inflammation in the pathogenesis of AD.\nResults: The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals. We selected 28 genes co-expressed in the hippocampus and PBMCs. A functional analysis of differential genes revealed that they were primarily involved in neuronal death, immune response, and mitochondrial function. Further, immune cell infiltration patterns demonstrated that the levels of naive CD4+ T cells, resting natural killer cells, M0 macrophages, and activated mast cells were higher in the peripheral blood of patients with AD, while resting memory CD4+ T cells were significantly lower.\nConclusions: The key gene changes present in both the hippocampus and PBMCs highly suggest their utility as an AD biomarker. In addition, according to our present results, immune abnormalities may have an important role in AD pathophysiology. When patients display these peripheral blood immune abnormalities, they may be recognized as being at high risk of developing AD.", "claims": [{"id": "claim-method", "statement": "The Wilcoxon rank-sum test was used for comparison between two groups.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35282083", "locator": "sections[7] \"Statistical analysis\" paragraph 2", "quote": "The Wilcoxon rank-sum test was used for comparison between two groups."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:35282083", "locator": "sections[3] \"Data acquisition\" paragraph 2", "quote": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1)."}], "state": "complete"}, {"id": "claim-target-result", "statement": "The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:35282083", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "The bioinformatics analysis indicated 1,261 DEGs in the hippocampal samples and 290 in PBMCs when comparing patients with AD with normal-aging individuals.", "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:35282083"], "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:GSE1297"], "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:group_comparison_wilcoxon", "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:GSE1297"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:group_comparison_wilcoxon"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:35282083", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.21037/atm-21-4974", "sha256": "sha256:01a42535f5faed5e0f1476d981a9668bb0b8257ab5bafeb43dd67147746666d1", "bytes": 33538, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.21037/atm-21-4974", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8848377", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE1297", "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=GSE1297", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE1297", "version": null, "note": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM21203", "GSM21204", "GSM21205", "GSM21206", "GSM21207", "GSM21208", "GSM21209", "GSM21210", "GSM21211", "GSM21212", "GSM21213", "GSM21214", "GSM21215", "GSM21216", "GSM21217", "GSM21218", "GSM21219", "GSM21220", "GSM21221", "GSM21222", "GSM21223", "GSM21224", "GSM21225", "GSM21226", "GSM21227", "GSM21228", "GSM21229", "GSM21230", "GSM21231", "GSM21232", "GSM21233"], "sample_count": 31, "group_sizes": null, "group_sizes_basis": null, "platform": "96", "taxon": "Homo sapiens", "title": "Incipient Alzheimer's Disease: Microarray Correlation Analyses", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE5281", "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=GSE5281", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE5281", "version": null, "note": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM119615", "GSM119616", "GSM119617", "GSM119618", "GSM119619", "GSM119620", "GSM119621", "GSM119622", "GSM119623", "GSM119624", "GSM119625", "GSM119626", "GSM119627", "GSM119628", "GSM119629", "GSM119630", "GSM119631", "GSM119632", "GSM119633", "GSM119634", "GSM119635", "GSM119636", "GSM119637", "GSM119638", "GSM119639", "GSM119640", "GSM119641", "GSM119642", "GSM119643", "GSM119644", "GSM119645", "GSM119646", "GSM119647", "GSM119648", "GSM119649", "GSM119650", "GSM119651", "GSM119652", "GSM119653", "GSM119654", "GSM119655", "GSM119656", "GSM119657", "GSM119658", "GSM119659", "GSM119660", "GSM119661", "GSM119662", "GSM119663", "GSM119664", "GSM119665", "GSM119666", "GSM119667", "GSM119668", "GSM119669", "GSM119670", "GSM119671", "GSM119672", "GSM119673", "GSM119674", "GSM119675", "GSM119676", "GSM119677", "GSM119678", "GSM119679", "GSM119680", "GSM119681", "GSM119682", "GSM119683", "GSM119684", "GSM119685", "GSM119686", "GSM119687", "GSM119688", "GSM238763", "GSM238790", "GSM238791", "GSM238792", "GSM238793", "GSM238794", "GSM238795", "GSM238796", "GSM238797", "GSM238798", "GSM238799", "GSM238800", "GSM238801", "GSM238802", "GSM238803", "GSM238804", "GSM238805", "GSM238806", "GSM238807", "GSM238808", "GSM238809", "GSM238810", "GSM238811", "GSM238812", "GSM238813", "GSM238815", "GSM238816", "GSM238817", "GSM238818", "GSM238819", "GSM238820", "GSM238821", "GSM238822", "GSM238823", "GSM238824", "GSM238825", "GSM238826", "GSM238827", "GSM238834", "GSM238835", "GSM238837", "GSM238838", "GSM238839", "GSM238840", "GSM238841", "GSM238842", "GSM238843", "GSM238844", "GSM238845", "GSM238846", "GSM238847", "GSM238848", "GSM238851", "GSM238854", "GSM238855", "GSM238856", "GSM238857", "GSM238858", "GSM238860", "GSM238861", "GSM238862", "GSM238863", "GSM238864", "GSM238865", "GSM238867", "GSM238868", "GSM238870", "GSM238871", "GSM238872", "GSM238873", "GSM238874", "GSM238875", "GSM238877", "GSM238941", "GSM238942", "GSM238943", "GSM238944", "GSM238945", "GSM238946", "GSM238947", "GSM238948", "GSM238949", "GSM238951", "GSM238952", "GSM238953", "GSM238955", "GSM238963"], "sample_count": 161, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Alzheimer's disease and the normal aged brain (steph-affy-human-433773)", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE63060", "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=GSE63060", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE63060", "version": null, "note": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1539080", "GSM1539081", "GSM1539082", "GSM1539083", "GSM1539084", "GSM1539085", "GSM1539086", "GSM1539087", "GSM1539088", "GSM1539089", "GSM1539090", "GSM1539091", "GSM1539092", "GSM1539093", "GSM1539094", "GSM1539095", "GSM1539096", "GSM1539097", "GSM1539098", "GSM1539099", "GSM1539100", "GSM1539101", "GSM1539102", "GSM1539103", "GSM1539104", "GSM1539105", "GSM1539106", "GSM1539107", "GSM1539108", "GSM1539109", "GSM1539110", "GSM1539111", "GSM1539112", "GSM1539113", "GSM1539114", "GSM1539115", "GSM1539116", "GSM1539117", "GSM1539118", "GSM1539119", "GSM1539120", "GSM1539121", "GSM1539122", "GSM1539123", "GSM1539124", "GSM1539125", "GSM1539126", "GSM1539127", "GSM1539128", "GSM1539129", "GSM1539130", "GSM1539131", "GSM1539132", "GSM1539133", "GSM1539134", "GSM1539135", "GSM1539136", "GSM1539137", "GSM1539138", "GSM1539139", "GSM1539140", "GSM1539141", "GSM1539142", "GSM1539143", "GSM1539144", "GSM1539145", "GSM1539146", "GSM1539147", "GSM1539148", "GSM1539149", "GSM1539150", "GSM1539151", "GSM1539152", "GSM1539153", "GSM1539154", "GSM1539155", "GSM1539156", "GSM1539157", "GSM1539158", "GSM1539159", "GSM1539160", "GSM1539161", "GSM1539162", "GSM1539163", "GSM1539164", "GSM1539165", "GSM1539166", "GSM1539167", "GSM1539168", "GSM1539169", "GSM1539170", "GSM1539171", "GSM1539172", "GSM1539173", "GSM1539174", "GSM1539175", "GSM1539176", "GSM1539177", "GSM1539178", "GSM1539179", "GSM1539180", "GSM1539181", "GSM1539182", "GSM1539183", "GSM1539184", "GSM1539185", "GSM1539186", "GSM1539187", "GSM1539188", "GSM1539189", "GSM1539190", "GSM1539191", "GSM1539192", "GSM1539193", "GSM1539194", "GSM1539195", "GSM1539196", "GSM1539197", "GSM1539198", "GSM1539199", "GSM1539200", "GSM1539201", "GSM1539202", "GSM1539203", "GSM1539204", "GSM1539205", "GSM1539206", "GSM1539207", "GSM1539208", "GSM1539209", "GSM1539210", "GSM1539211", "GSM1539212", "GSM1539213", "GSM1539214", "GSM1539215", "GSM1539216", "GSM1539217", "GSM1539218", "GSM1539219", "GSM1539220", "GSM1539221", "GSM1539222", "GSM1539223", "GSM1539224", "GSM1539225", "GSM1539226", "GSM1539227", "GSM1539228", "GSM1539229", "GSM1539230", "GSM1539231", "GSM1539232", "GSM1539233", "GSM1539234", "GSM1539235", "GSM1539236", "GSM1539237", "GSM1539238", "GSM1539239", "GSM1539240", "GSM1539241", "GSM1539242", "GSM1539243", "GSM1539244", "GSM1539245", "GSM1539246", "GSM1539247", "GSM1539248", "GSM1539249", "GSM1539250", "GSM1539251", "GSM1539252", "GSM1539253", "GSM1539254", "GSM1539255", "GSM1539256", "GSM1539257", "GSM1539258", "GSM1539259", "GSM1539260", "GSM1539261", "GSM1539262", "GSM1539263", "GSM1539264", "GSM1539265", "GSM1539266", "GSM1539267", "GSM1539268", "GSM1539269", "GSM1539270", "GSM1539271", "GSM1539272", "GSM1539273", "GSM1539274", "GSM1539275", "GSM1539276", "GSM1539277", "GSM1539278", "GSM1539279", "GSM1539280", "GSM1539281", "GSM1539282", "GSM1539283", "GSM1539284", "GSM1539285", "GSM1539286", "GSM1539287", "GSM1539288", "GSM1539289", "GSM1539290", "GSM1539291", "GSM1539292", "GSM1539293", "GSM1539294", "GSM1539295", "GSM1539296", "GSM1539297", "GSM1539298", "GSM1539299", "GSM1539300", "GSM1539301", "GSM1539302", "GSM1539303", "GSM1539304", "GSM1539305", "GSM1539306", "GSM1539307", "GSM1539308", "GSM1539309", "GSM1539310", "GSM1539311", "GSM1539312", "GSM1539313", "GSM1539314", "GSM1539315", "GSM1539316", "GSM1539317", "GSM1539318", "GSM1539319", "GSM1539320", "GSM1539321", "GSM1539322", "GSM1539323", "GSM1539324", "GSM1539325", "GSM1539326", "GSM1539327", "GSM1539328", "GSM1539329", "GSM1539330", "GSM1539331", "GSM1539332", "GSM1539333", "GSM1539334", "GSM1539335", "GSM1539336", "GSM1539337", "GSM1539338", "GSM1539339", "GSM1539340", "GSM1539341", "GSM1539342", "GSM1539343", "GSM1539344", "GSM1539345", "GSM1539346", "GSM1539347", "GSM1539348", "GSM1539349", "GSM1539350", "GSM1539351", "GSM1539352", "GSM1539353", "GSM1539354", "GSM1539355", "GSM1539356", "GSM1539357", "GSM1539358", "GSM1539359", "GSM1539360", "GSM1539361", "GSM1539362", "GSM1539363", "GSM1539364", "GSM1539365", "GSM1539366", "GSM1539367", "GSM1539368", "GSM1539369", "GSM1539370", "GSM1539371", "GSM1539372", "GSM1539373", "GSM1539374", "GSM1539375", "GSM1539376", "GSM1539377", "GSM1539378", "GSM1539379", "GSM1539380", "GSM1539381", "GSM1539382", "GSM1539383", "GSM1539384", "GSM1539385", "GSM1539386", "GSM1539387", "GSM1539388", "GSM1539389", "GSM1539390", "GSM1539391", "GSM1539392", "GSM1539393", "GSM1539394", "GSM1539395", "GSM1539396", "GSM1539397", "GSM1539398", "GSM1539399", "GSM1539400", "GSM1539401", "GSM1539402", "GSM1539403", "GSM1539404", "GSM1539405", "GSM1539406", "GSM1539407", "GSM1539408"], "sample_count": 329, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Alzheimer, MCI and control samples from AddneuroMed Cohort (batch 1)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE63061", "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=GSE63061", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE63061", "version": null, "note": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1).", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM1539409", "GSM1539410", "GSM1539411", "GSM1539412", "GSM1539413", "GSM1539414", "GSM1539415", "GSM1539416", "GSM1539417", "GSM1539418", "GSM1539419", "GSM1539420", "GSM1539421", "GSM1539422", "GSM1539423", "GSM1539424", "GSM1539425", "GSM1539426", "GSM1539427", "GSM1539428", "GSM1539429", "GSM1539430", "GSM1539431", "GSM1539432", "GSM1539433", "GSM1539434", "GSM1539435", "GSM1539436", "GSM1539437", "GSM1539438", "GSM1539439", "GSM1539440", "GSM1539441", "GSM1539442", "GSM1539443", "GSM1539444", "GSM1539445", "GSM1539446", "GSM1539447", "GSM1539448", "GSM1539449", "GSM1539450", "GSM1539451", "GSM1539452", "GSM1539453", "GSM1539454", "GSM1539455", "GSM1539456", "GSM1539457", "GSM1539458", "GSM1539459", "GSM1539460", "GSM1539461", "GSM1539462", "GSM1539463", "GSM1539464", "GSM1539465", "GSM1539466", "GSM1539467", "GSM1539468", "GSM1539469", "GSM1539470", "GSM1539471", "GSM1539472", "GSM1539473", "GSM1539474", "GSM1539475", "GSM1539476", "GSM1539477", "GSM1539478", "GSM1539479", "GSM1539480", "GSM1539481", "GSM1539482", "GSM1539483", "GSM1539484", "GSM1539485", "GSM1539486", "GSM1539487", "GSM1539488", "GSM1539489", "GSM1539490", "GSM1539491", "GSM1539492", "GSM1539493", "GSM1539494", "GSM1539495", "GSM1539496", "GSM1539497", "GSM1539498", "GSM1539499", "GSM1539500", "GSM1539501", "GSM1539502", "GSM1539503", "GSM1539504", "GSM1539505", "GSM1539506", "GSM1539507", "GSM1539508", "GSM1539509", "GSM1539510", "GSM1539511", "GSM1539512", "GSM1539513", "GSM1539514", "GSM1539515", "GSM1539516", "GSM1539517", "GSM1539518", "GSM1539519", "GSM1539520", "GSM1539521", "GSM1539522", "GSM1539523", "GSM1539524", "GSM1539525", "GSM1539526", "GSM1539527", "GSM1539528", "GSM1539529", "GSM1539530", "GSM1539531", "GSM1539532", "GSM1539533", "GSM1539534", "GSM1539535", "GSM1539536", "GSM1539537", "GSM1539538", "GSM1539539", "GSM1539540", "GSM1539541", "GSM1539542", "GSM1539543", "GSM1539544", "GSM1539545", "GSM1539546", "GSM1539547", "GSM1539548", "GSM1539549", "GSM1539550", "GSM1539551", "GSM1539552", "GSM1539553", "GSM1539554", "GSM1539555", "GSM1539556", "GSM1539557", "GSM1539558", "GSM1539559", "GSM1539560", "GSM1539561", "GSM1539562", "GSM1539563", "GSM1539564", "GSM1539565", "GSM1539566", "GSM1539567", "GSM1539568", "GSM1539569", "GSM1539570", "GSM1539571", "GSM1539572", "GSM1539573", "GSM1539574", "GSM1539575", "GSM1539576", "GSM1539577", "GSM1539578", "GSM1539579", "GSM1539580", "GSM1539581", "GSM1539582", "GSM1539583", "GSM1539584", "GSM1539585", "GSM1539586", "GSM1539587", "GSM1539588", "GSM1539589", "GSM1539590", "GSM1539591", "GSM1539592", "GSM1539593", "GSM1539594", "GSM1539595", "GSM1539596", "GSM1539597", "GSM1539598", "GSM1539599", "GSM1539600", "GSM1539601", "GSM1539602", "GSM1539603", "GSM1539604", "GSM1539605", "GSM1539606", "GSM1539607", "GSM1539608", "GSM1539609", "GSM1539610", "GSM1539611", "GSM1539612", "GSM1539613", "GSM1539614", "GSM1539615", "GSM1539616", "GSM1539617", "GSM1539618", "GSM1539619", "GSM1539620", "GSM1539621", "GSM1539622", "GSM1539623", "GSM1539624", "GSM1539625", "GSM1539626", "GSM1539627", "GSM1539628", "GSM1539629", "GSM1539630", "GSM1539631", "GSM1539632", "GSM1539633", "GSM1539634", "GSM1539635", "GSM1539636", "GSM1539637", "GSM1539638", "GSM1539639", "GSM1539640", "GSM1539641", "GSM1539642", "GSM1539643", "GSM1539644", "GSM1539645", "GSM1539646", "GSM1539647", "GSM1539648", "GSM1539649", "GSM1539650", "GSM1539651", "GSM1539652", "GSM1539653", "GSM1539654", "GSM1539655", "GSM1539656", "GSM1539657", "GSM1539658", "GSM1539659", "GSM1539660", "GSM1539661", "GSM1539662", "GSM1539663", "GSM1539664", "GSM1539665", "GSM1539666", "GSM1539667", "GSM1539668", "GSM1539669", "GSM1539670", "GSM1539671", "GSM1539672", "GSM1539673", "GSM1539674", "GSM1539675", "GSM1539676", "GSM1539677", "GSM1539678", "GSM1539679", "GSM1539680", "GSM1539681", "GSM1539682", "GSM1539683", "GSM1539684", "GSM1539685", "GSM1539686", "GSM1539687", "GSM1539688", "GSM1539689", "GSM1539690", "GSM1539691", "GSM1539692", "GSM1539693", "GSM1539694", "GSM1539695", "GSM1539696", "GSM1539697", "GSM1539698", "GSM1539699", "GSM1539700", "GSM1539701", "GSM1539702", "GSM1539703", "GSM1539704", "GSM1539705", "GSM1539706", "GSM1539707", "GSM1539708", "GSM1539709", "GSM1539710", "GSM1539711", "GSM1539712", "GSM1539713", "GSM1539714", "GSM1539715", "GSM1539716", "GSM1539717", "GSM1539718", "GSM1539719", "GSM1539720", "GSM1539721", "GSM1539722", "GSM1539723", "GSM1539724", "GSM1539725", "GSM1539726", "GSM1539727", "GSM1539728", "GSM1539729", "GSM1539730", "GSM1539731", "GSM1539732", "GSM1539733", "GSM1539734", "GSM1539735", "GSM1539736", "GSM1539737", "GSM1539738", "GSM1539739", "GSM1539740", "GSM1539741", "GSM1539742", "GSM1539743", "GSM1539744", "GSM1539745", "GSM1539746", "GSM1539747", "GSM1539748", "GSM1539749", "GSM1539750", "GSM1539751", "GSM1539752", "GSM1539753", "GSM1539754", "GSM1539755", "GSM1539756", "GSM1539757", "GSM1539758", "GSM1539759", "GSM1539760", "GSM1539761", "GSM1539762", "GSM1539763", "GSM1539764", "GSM1539765", "GSM1539766", "GSM1539767", "GSM1539768", "GSM1539769", "GSM1539770", "GSM1539771", "GSM1539772", "GSM1539773", "GSM1539774", "GSM1539775", "GSM1539776", "GSM1539777", "GSM1539778", "GSM1539779", "GSM1539780", "GSM1539781", "GSM1539782", "GSM1539783", "GSM1539784", "GSM1539785", "GSM1539786", "GSM1539787", "GSM1539788", "GSM1539789", "GSM1539790", "GSM1539791", "GSM1539792", "GSM1539793", "GSM1539794", "GSM1539795", "GSM1539796"], "sample_count": 388, "group_sizes": null, "group_sizes_basis": null, "platform": "10558", "taxon": "Homo sapiens", "title": "Alzheimer, Mild Cognitive impairment and control samples from AddneuroMed Cohort (batch 2)", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE1297 not downloaded", "asset:data:geo:GSE1297 licence not read", "asset:data:geo:GSE5281 not downloaded", "asset:data:geo:GSE5281 licence not read", "asset:data:geo:GSE63060 not downloaded", "asset:data:geo:GSE63060 licence not read", "asset:data:geo:GSE63061 not downloaded", "asset:data:geo:GSE63061 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The Wilcoxon rank-sum test was used for comparison between two groups."}}, {"id": "method-2", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "Protein-protein interaction"}}], "targets": [], "gaps": ["method.group_comparison_wilcoxon"]}, "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": ["group_comparison_wilcoxon"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: wilcoxon."}, "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": ["GSE1297", "GSE5281", "GSE63060", "GSE63061"], "resolved_accessions": ["GSE1297", "GSE5281", "GSE63060", "GSE63061"], "statements": ["Among them, two databases of hippocampus samples (GSE1297 and GSE5281) (16) and two databases of peripheral blood mononuclear cells (PBMCs) (GSE63060 and GSE63061) (17) were selected (Table 1)."], "basis": "The paper names GSE1297, GSE5281, GSE63060, GSE63061 in Gene Expression Omnibus (GEO) database of the National Center for Biotechnology Information and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:35282083", "data:geo:GSE1297"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "group_comparison_wilcoxon", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE1297"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:37:51Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 9624, "completion_tokens": 1029, "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:35282083", "type": "paper", "label": "pmid:35282083"}, {"id": "source:pmid:35282083", "type": "manuscript", "label": "PMID 35282083 full text"}, {"id": "data:geo:GSE1297", "type": "dataset", "label": "GEO GSE1297"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:35282083", "type": "paper", "label": "pmid:35282083"}, {"id": "source:pmid:35282083", "type": "manuscript", "label": "PMID 35282083 full text"}, {"id": "data:geo:GSE1297", "type": "dataset", "label": "GEO GSE1297"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-35282083", "type": "extraction", "used": ["source:pmid:35282083"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE1297", "type": "accession_resolution", "used": ["data:geo:GSE1297"], "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:35282083", "parent_hash": "sha256:918e77bf7d463dab136497140dbdc0e3de3e8e4f766884f37121ccf6ef38f01c", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE1297 licence not read", "asset:data:geo:GSE1297 not downloaded", "asset:data:geo:GSE5281 licence not read", "asset:data:geo:GSE5281 not downloaded", "asset:data:geo:GSE63060 licence not read", "asset:data:geo:GSE63060 not downloaded", "asset:data:geo:GSE63061 licence not read", "asset:data:geo:GSE63061 not downloaded", "execution.not_run", "method.group_comparison_wilcoxon", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:group_comparison_wilcoxon"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["is of memory impairment in AD. Methods: mRNA microarray data, including hippocampus samples (GSE1297"], "order_basis": "paper_text_order:390", "id": "assay:1"}, {"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": ["The Wilcoxon rank-sum test was used for comparison between two groups."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}