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

pmid:38259505

Single-cell sequencing reveals an important role of SPP1 and microglial activation in age-related macular degeneration.

Shizhen Lei · Mang Hu · Zhongtao Wei

Frontiers in cellular neuroscience · 2023 doi:10.3389/fncel.2023.1322451

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:38259505
kind
science-record
content_hash
sha256:bdc766af37286a8b38beb5a9d02acb97b9fa92cf60292eb53dd3d010cdcb48cc
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T19:20:10Z
updated_at
2026-11-01T22:11:06Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Single-cell sequencing reveals an important role of SPP1 and microglial activation in age-related macular degeneration.
doi
10.3389/fncel.2023.1322451
pmid
38259505
authors array · 3 items
[0]
Shizhen Lei
[1]
Mang Hu
[2]
Zhongtao Wei
journal
Frontiers in cellular neuroscience
year
2023
abstract
Purpose: To investigate the role of senescence-related cytokines (SRCs) in the pathophysiology of age-related macular degeneration (AMD). Design: The whole study is based on single-cell and bulk tissue transcriptomic analysis of the human neuroretinas with or without AMD. The transcriptomic data of human neuroretinas was obtained from Gene-Expression Omnibus (GEO) database. Methods: For single-cell transcriptomic analysis, the gene expression matrix goes through quality control (QC) filtering, being normalized, scaled and integrated for downstream analysis. The further analyses were performed using Seurat R package and CellChat R package. After cell type annotation, the expression of phenotype and functional markers of microglia was investigated and cell-cell communication analysis was performed. For bulk tissue transcriptomic analysis, GSE29801 dataset contains the transcriptomic data of human macular neuroretina (n = 118) from control group and AMD patients. The expression of SPP1 in control and AMD subtypes were compared by Student's t-test. In addition, the AMD macular neuroretina were classified into SPP1-low and SPP1-high groups according to the expression level of SPP1. The differentially expressed genes between these two groups were subsequently identified and the pathway enrichment analysis for these genes was further conducted. Results: Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina. In addition, SPP1 signaling was associated with the pro-inflammatory phenotype and phagocytic state of microglia. SPP1 expression was elevated in macular neuroretina with late dry and wet AMD and the inflammatory pathways were found to be activated in SPP1-high AMD macular neuroretina. Conclusion: Our findings indicated that SPP1 and microglial activation might play an important role in the pathophysiology of AMD. Therefore, SPP1 might serve as a potential therapeutic target for AMD. More in vitro and in vivo studies are required to confirm the results and the therapeutic effect of SPP1-targeting strategy.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
The expression of SPP1 in control and AMD subtypes were compared by Student’s t-test.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38259505
locator
sections[0] "Abstract" paragraph 3
quote
The expression of SPP1 in control and AMD subtypes were compared by Student’s t-test.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38259505
locator
sections[10] "Data availability statement" paragraph 2
quote
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:38259505
locator
sections[0] "Abstract" paragraph 4
quote
Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
partial
objective
Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina.
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:38259505
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:GSE137537
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
blocked
blocked_on
method:student_t
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:GSE137537
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 1 item
[0]
step:run_analysis blocked on method:student_t
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:38259505
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.3389/fncel.2023.1322451
sha256
sha256:d40470fe49f1b59eadccb44e20c617c91f97beaeca191a7f163604e27f7cd122
bytes
37603
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.3389/fncel.2023.1322451
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
PMC10801008
source
europe_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE137537
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=GSE137537
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE137537
version
null
note
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 6 items
[0]
GSM4081524
[1]
GSM4081525
[2]
GSM4081526
[3]
GSM4081527
[4]
GSM4081528
[5]
GSM4081529
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
18573
taxon
Homo sapiens
title
Single-cell Transcriptomic Atlas of the Human Retina Identifies Cell Types Associated with Age-Related Macular Degeneration [Microfluidics]
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:GSE29801
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=GSE29801
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE29801
version
null
note
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
access_statement_kind
data_availability_statement
sample_accessions array · 293 items
[0]
GSM738433
[1]
GSM738434
[2]
GSM738435
[3]
GSM738436
[4]
GSM738437
[5]
GSM738438
[6]
GSM738439
[7]
GSM738440
[8]
GSM738441
[9]
GSM738442
[10]
GSM738443
[11]
GSM738444
[12]
GSM738445
[13]
GSM738446
[14]
GSM738447
[15]
GSM738448
[16]
GSM738449
[17]
GSM738450
[18]
GSM738451
[19]
GSM738452
[20]
GSM738453
[21]
GSM738454
[22]
GSM738455
[23]
GSM738456
[24]
GSM738457
[25]
GSM738458
[26]
GSM738459
[27]
GSM738460
[28]
GSM738461
[29]
GSM738462
[30]
GSM738463
[31]
GSM738464
[32]
GSM738465
[33]
GSM738466
[34]
GSM738467
[35]
GSM738468
[36]
GSM738469
[37]
GSM738470
[38]
GSM738471
[39]
GSM738472
[40]
GSM738473
[41]
GSM738474
[42]
GSM738475
[43]
GSM738476
[44]
GSM738477
[45]
GSM738478
[46]
GSM738479
[47]
GSM738480
[48]
GSM738481
[49]
GSM738482
[50]
GSM738483
[51]
GSM738484
[52]
GSM738485
[53]
GSM738486
[54]
GSM738487
[55]
GSM738488
[56]
GSM738489
[57]
GSM738490
[58]
GSM738491
[59]
GSM738492
[60]
GSM738493
[61]
GSM738494
[62]
GSM738495
[63]
GSM738496
[64]
GSM738497
[65]
GSM738498
[66]
GSM738499
[67]
GSM738500
[68]
GSM738501
[69]
GSM738502
[70]
GSM738503
[71]
GSM738504
[72]
GSM738505
[73]
GSM738506
[74]
GSM738507
[75]
GSM738508
[76]
GSM738509
[77]
GSM738510
[78]
GSM738511
[79]
GSM738512
[80]
GSM738513
[81]
GSM738514
[82]
GSM738515
[83]
GSM738516
[84]
GSM738517
[85]
GSM738518
[86]
GSM738519
[87]
GSM738520
[88]
GSM738521
[89]
GSM738522
[90]
GSM738523
[91]
GSM738524
[92]
GSM738525
[93]
GSM738526
[94]
GSM738527
[95]
GSM738528
[96]
GSM738529
[97]
GSM738530
[98]
GSM738531
[99]
GSM738532
[100]
GSM738533
[101]
GSM738534
[102]
GSM738535
[103]
GSM738536
[104]
GSM738537
[105]
GSM738538
[106]
GSM738539
[107]
GSM738540
[108]
GSM738541
[109]
GSM738542
[110]
GSM738543
[111]
GSM738544
[112]
GSM738545
[113]
GSM738546
[114]
GSM738547
[115]
GSM738548
[116]
GSM738549
[117]
GSM738550
[118]
GSM738551
[119]
GSM738552
[120]
GSM738553
[121]
GSM738554
[122]
GSM738555
[123]
GSM738556
[124]
GSM738557
[125]
GSM738558
[126]
GSM738559
[127]
GSM738560
[128]
GSM738561
[129]
GSM738562
[130]
GSM738563
[131]
GSM738564
[132]
GSM738565
[133]
GSM738566
[134]
GSM738567
[135]
GSM738568
[136]
GSM738569
[137]
GSM738570
[138]
GSM738571
[139]
GSM738572
[140]
GSM738573
[141]
GSM738574
[142]
GSM738575
[143]
GSM738576
[144]
GSM738577
[145]
GSM738578
[146]
GSM738579
[147]
GSM738580
[148]
GSM738581
[149]
GSM738582
[150]
GSM738583
[151]
GSM738584
[152]
GSM738585
[153]
GSM738586
[154]
GSM738587
[155]
GSM738588
[156]
GSM738589
[157]
GSM738590
[158]
GSM738591
[159]
GSM738592
[160]
GSM738593
[161]
GSM738594
[162]
GSM738595
[163]
GSM738596
[164]
GSM738597
[165]
GSM738598
[166]
GSM738599
[167]
GSM738600
[168]
GSM738601
[169]
GSM738602
[170]
GSM738603
[171]
GSM738604
[172]
GSM738605
[173]
GSM738606
[174]
GSM738607
[175]
GSM738608
[176]
GSM738609
[177]
GSM738610
[178]
GSM738611
[179]
GSM738612
[180]
GSM738613
[181]
GSM738614
[182]
GSM738615
[183]
GSM738616
[184]
GSM738617
[185]
GSM738618
[186]
GSM738619
[187]
GSM738620
[188]
GSM738621
[189]
GSM738622
[190]
GSM738623
[191]
GSM738624
[192]
GSM738625
[193]
GSM738626
[194]
GSM738627
[195]
GSM738628
[196]
GSM738629
[197]
GSM738630
[198]
GSM738631
[199]
GSM738632
[200]
GSM738633
[201]
GSM738634
[202]
GSM738635
[203]
GSM738636
[204]
GSM738637
[205]
GSM738638
[206]
GSM738639
[207]
GSM738640
[208]
GSM738641
[209]
GSM738642
[210]
GSM738643
[211]
GSM738644
[212]
GSM738645
[213]
GSM738646
[214]
GSM738647
[215]
GSM738648
[216]
GSM738649
[217]
GSM738650
[218]
GSM738651
[219]
GSM738652
[220]
GSM738653
[221]
GSM738654
[222]
GSM738655
[223]
GSM738656
[224]
GSM738657
[225]
GSM738658
[226]
GSM738659
[227]
GSM738660
[228]
GSM738661
[229]
GSM738662
[230]
GSM738663
[231]
GSM738664
[232]
GSM738665
[233]
GSM738666
[234]
GSM738667
[235]
GSM738668
[236]
GSM738669
[237]
GSM738670
[238]
GSM738671
[239]
GSM738672
[240]
GSM738673
[241]
GSM738674
[242]
GSM738675
[243]
GSM738676
[244]
GSM738677
[245]
GSM738678
[246]
GSM738679
[247]
GSM738680
[248]
GSM738681
[249]
GSM738682
[250]
GSM738683
[251]
GSM738684
[252]
GSM738685
[253]
GSM738686
[254]
GSM738687
[255]
GSM738688
[256]
GSM738689
[257]
GSM738690
[258]
GSM738691
[259]
GSM738692
[260]
GSM738693
[261]
GSM738694
[262]
GSM738695
[263]
GSM738696
[264]
GSM738697
[265]
GSM738698
[266]
GSM738699
[267]
GSM738700
[268]
GSM738701
[269]
GSM738702
[270]
GSM738703
[271]
GSM738704
[272]
GSM738705
[273]
GSM738706
[274]
GSM738707
[275]
GSM738708
[276]
GSM738709
[277]
GSM738710
[278]
GSM738711
[279]
GSM738712
[280]
GSM738713
[281]
GSM738714
[282]
GSM738715
[283]
GSM738716
[284]
GSM738717
[285]
GSM738718
[286]
GSM738719
[287]
GSM738720
[288]
GSM738721
[289]
GSM738722
[290]
GSM738723
[291]
GSM738724
[292]
GSM738725
sample_count
293
group_sizes
null
group_sizes_basis
null
platform
4133
taxon
Homo sapiens
title
Systems-level analysis of age-related macular degeneration reveals global and subtype-specific functional pathways
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE137537 not downloaded
[1]
asset:data:geo:GSE137537 licence not read
[2]
asset:data:geo:GSE29801 not downloaded
[3]
asset:data:geo:GSE29801 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
group_comparison
specific
student_t_test
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.7
band
medium
quote
Student's t-test
[1] object · 10 fields
id
method-2
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
0.8
band
high
quote
Wilcoxon
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
pathway enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Student’s t-test
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 expression of SPP1 in control and AMD subtypes were compared by Student’s t-test.
targets array · 0 items
gaps array · 2 items
[0]
method.reader_named_unmapped
[1]
method.student_t
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
false
required_operations array · 0 items
missing_operations array · 1 item
[0]
student_t
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE137537
[1]
GSE29801
resolved_accessions array · 2 items
[0]
GSE137537
[1]
GSE29801
statements array · 1 item
[0]
The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.
basis
The paper names GSE137537, GSE29801 in Gene-Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:38259505
[1]
data:geo:GSE137537
steps array · 0 items
must_build object · 5 fields
dsl_operations array · 1 item
[0] object · 3 fields
operation
student_t
priority
null
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:GSE137537
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T19:06:15Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11573
completion_tokens
1301
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:38259505
type
paper
label
pmid:38259505
[1] object · 3 fields
id
source:pmid:38259505
type
manuscript
label
PMID 38259505 full text
[2] object · 3 fields
id
data:geo:GSE137537
type
dataset
label
GEO GSE137537
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:38259505
type
paper
label
pmid:38259505
[1] object · 3 fields
id
source:pmid:38259505
type
manuscript
label
PMID 38259505 full text
[2] object · 3 fields
id
data:geo:GSE137537
type
dataset
label
GEO GSE137537
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-38259505
type
extraction
used array · 1 item
[0]
source:pmid:38259505
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE137537
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE137537
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:38259505
parent_hash
sha256:8d1462cc6704fe75329ff9be314bb7342aa687857495d875ca206eea839b0161
fork_of
null
gaps array · 11 items
[0]
asset:data:geo:GSE137537 licence not read
[1]
asset:data:geo:GSE137537 not downloaded
[2]
asset:data:geo:GSE29801 licence not read
[3]
asset:data:geo:GSE29801 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
method.student_t
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
[10]
step:run_analysis blocked on method:student_t
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
animal_model
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
herapeutic target for AMD. More in vitro and in vivo studies are required to confirm the results
order_basis
paper_text_order:2130
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]
Student's t-test
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:38259505", "kind": "science-record", "revision": 3, "content_hash": "sha256:bdc766af37286a8b38beb5a9d02acb97b9fa92cf60292eb53dd3d010cdcb48cc", "created_at": "2026-11-01T19:20:10Z", "updated_at": "2026-11-01T22:11:06Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Single-cell sequencing reveals an important role of SPP1 and microglial activation in age-related macular degeneration.", "doi": "10.3389/fncel.2023.1322451", "pmid": "38259505", "authors": ["Shizhen Lei", "Mang Hu", "Zhongtao Wei"], "journal": "Frontiers in cellular neuroscience", "year": 2023, "abstract": "Purpose: To investigate the role of senescence-related cytokines (SRCs) in the pathophysiology of age-related macular degeneration (AMD).\nDesign: The whole study is based on single-cell and bulk tissue transcriptomic analysis of the human neuroretinas with or without AMD. The transcriptomic data of human neuroretinas was obtained from Gene-Expression Omnibus (GEO) database.\nMethods: For single-cell transcriptomic analysis, the gene expression matrix goes through quality control (QC) filtering, being normalized, scaled and integrated for downstream analysis. The further analyses were performed using Seurat R package and CellChat R package. After cell type annotation, the expression of phenotype and functional markers of microglia was investigated and cell-cell communication analysis was performed. For bulk tissue transcriptomic analysis, GSE29801 dataset contains the transcriptomic data of human macular neuroretina (n = 118) from control group and AMD patients. The expression of SPP1 in control and AMD subtypes were compared by Student's t-test. In addition, the AMD macular neuroretina were classified into SPP1-low and SPP1-high groups according to the expression level of SPP1. The differentially expressed genes between these two groups were subsequently identified and the pathway enrichment analysis for these genes was further conducted.\nResults: Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina. In addition, SPP1 signaling was associated with the pro-inflammatory phenotype and phagocytic state of microglia. SPP1 expression was elevated in macular neuroretina with late dry and wet AMD and the inflammatory pathways were found to be activated in SPP1-high AMD macular neuroretina.\nConclusion: Our findings indicated that SPP1 and microglial activation might play an important role in the pathophysiology of AMD. Therefore, SPP1 might serve as a potential therapeutic target for AMD. More in vitro and in vivo studies are required to confirm the results and the therapeutic effect of SPP1-targeting strategy.", "claims": [{"id": "claim-method", "statement": "The expression of SPP1 in control and AMD subtypes were compared by Student’s t-test.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38259505", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "The expression of SPP1 in control and AMD subtypes were compared by Student’s t-test."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:38259505", "locator": "sections[10] \"Data availability statement\" paragraph 2", "quote": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:38259505", "locator": "sections[0] \"Abstract\" paragraph 4", "quote": "Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "partial", "objective": "Secreted phosphoprotein 1, as an SRC, was revealed to be highly expressed in microglia of AMD neuroretina and the SPP1-receptor signaling was highly activated in AMD neuroretina.", "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:38259505"], "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:GSE137537"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "blocked", "blocked_on": "method:student_t", "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:GSE137537"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": ["step:run_analysis blocked on method:student_t"]}, "data": {"state": "partial", "assets": [{"id": "source:pmid:38259505", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3389/fncel.2023.1322451", "sha256": "sha256:d40470fe49f1b59eadccb44e20c617c91f97beaeca191a7f163604e27f7cd122", "bytes": 37603, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3389/fncel.2023.1322451", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC10801008", "source": "europe_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE137537", "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=GSE137537", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE137537", "version": null, "note": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4081524", "GSM4081525", "GSM4081526", "GSM4081527", "GSM4081528", "GSM4081529"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "18573", "taxon": "Homo sapiens", "title": "Single-cell Transcriptomic Atlas of the Human Retina Identifies Cell Types Associated with Age-Related Macular Degeneration [Microfluidics]", "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:GSE29801", "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=GSE29801", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE29801", "version": null, "note": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM738433", "GSM738434", "GSM738435", "GSM738436", "GSM738437", "GSM738438", "GSM738439", "GSM738440", "GSM738441", "GSM738442", "GSM738443", "GSM738444", "GSM738445", "GSM738446", "GSM738447", "GSM738448", "GSM738449", "GSM738450", "GSM738451", "GSM738452", "GSM738453", "GSM738454", "GSM738455", "GSM738456", "GSM738457", "GSM738458", "GSM738459", "GSM738460", "GSM738461", "GSM738462", "GSM738463", "GSM738464", "GSM738465", "GSM738466", "GSM738467", "GSM738468", "GSM738469", "GSM738470", "GSM738471", "GSM738472", "GSM738473", "GSM738474", "GSM738475", "GSM738476", "GSM738477", "GSM738478", "GSM738479", "GSM738480", "GSM738481", "GSM738482", "GSM738483", "GSM738484", "GSM738485", "GSM738486", "GSM738487", "GSM738488", "GSM738489", "GSM738490", "GSM738491", "GSM738492", "GSM738493", "GSM738494", "GSM738495", "GSM738496", "GSM738497", "GSM738498", "GSM738499", "GSM738500", "GSM738501", "GSM738502", "GSM738503", "GSM738504", "GSM738505", "GSM738506", "GSM738507", "GSM738508", "GSM738509", "GSM738510", "GSM738511", "GSM738512", "GSM738513", "GSM738514", "GSM738515", "GSM738516", "GSM738517", "GSM738518", "GSM738519", "GSM738520", "GSM738521", "GSM738522", "GSM738523", "GSM738524", "GSM738525", "GSM738526", "GSM738527", "GSM738528", "GSM738529", "GSM738530", "GSM738531", "GSM738532", "GSM738533", "GSM738534", "GSM738535", "GSM738536", "GSM738537", "GSM738538", "GSM738539", "GSM738540", "GSM738541", "GSM738542", "GSM738543", "GSM738544", "GSM738545", "GSM738546", "GSM738547", "GSM738548", "GSM738549", "GSM738550", "GSM738551", "GSM738552", "GSM738553", "GSM738554", "GSM738555", "GSM738556", "GSM738557", "GSM738558", "GSM738559", "GSM738560", "GSM738561", "GSM738562", "GSM738563", "GSM738564", "GSM738565", "GSM738566", "GSM738567", "GSM738568", "GSM738569", "GSM738570", "GSM738571", "GSM738572", "GSM738573", "GSM738574", "GSM738575", "GSM738576", "GSM738577", "GSM738578", "GSM738579", "GSM738580", "GSM738581", "GSM738582", "GSM738583", "GSM738584", "GSM738585", "GSM738586", "GSM738587", "GSM738588", "GSM738589", "GSM738590", "GSM738591", "GSM738592", "GSM738593", "GSM738594", "GSM738595", "GSM738596", "GSM738597", "GSM738598", "GSM738599", "GSM738600", "GSM738601", "GSM738602", "GSM738603", "GSM738604", "GSM738605", "GSM738606", "GSM738607", "GSM738608", "GSM738609", "GSM738610", "GSM738611", "GSM738612", "GSM738613", "GSM738614", "GSM738615", "GSM738616", "GSM738617", "GSM738618", "GSM738619", "GSM738620", "GSM738621", "GSM738622", "GSM738623", "GSM738624", "GSM738625", "GSM738626", "GSM738627", "GSM738628", "GSM738629", "GSM738630", "GSM738631", "GSM738632", "GSM738633", "GSM738634", "GSM738635", "GSM738636", "GSM738637", "GSM738638", "GSM738639", "GSM738640", "GSM738641", "GSM738642", "GSM738643", "GSM738644", "GSM738645", "GSM738646", "GSM738647", "GSM738648", "GSM738649", "GSM738650", "GSM738651", "GSM738652", "GSM738653", "GSM738654", "GSM738655", "GSM738656", "GSM738657", "GSM738658", "GSM738659", "GSM738660", "GSM738661", "GSM738662", "GSM738663", "GSM738664", "GSM738665", "GSM738666", "GSM738667", "GSM738668", "GSM738669", "GSM738670", "GSM738671", "GSM738672", "GSM738673", "GSM738674", "GSM738675", "GSM738676", "GSM738677", "GSM738678", "GSM738679", "GSM738680", "GSM738681", "GSM738682", "GSM738683", "GSM738684", "GSM738685", "GSM738686", "GSM738687", "GSM738688", "GSM738689", "GSM738690", "GSM738691", "GSM738692", "GSM738693", "GSM738694", "GSM738695", "GSM738696", "GSM738697", "GSM738698", "GSM738699", "GSM738700", "GSM738701", "GSM738702", "GSM738703", "GSM738704", "GSM738705", "GSM738706", "GSM738707", "GSM738708", "GSM738709", "GSM738710", "GSM738711", "GSM738712", "GSM738713", "GSM738714", "GSM738715", "GSM738716", "GSM738717", "GSM738718", "GSM738719", "GSM738720", "GSM738721", "GSM738722", "GSM738723", "GSM738724", "GSM738725"], "sample_count": 293, "group_sizes": null, "group_sizes_basis": null, "platform": "4133", "taxon": "Homo sapiens", "title": "Systems-level analysis of age-related macular degeneration reveals global and subtype-specific functional pathways", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE137537 not downloaded", "asset:data:geo:GSE137537 licence not read", "asset:data:geo:GSE29801 not downloaded", "asset:data:geo:GSE29801 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "group_comparison", "specific": "student_t_test", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["student_t"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.7, "band": "medium", "quote": "Student's t-test"}}, {"id": "method-2", "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": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "pathway enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "Student’s t-test", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The expression of SPP1 in control and AMD subtypes were compared by Student’s t-test."}}], "targets": [], "gaps": ["method.reader_named_unmapped", "method.student_t"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": false, "required_operations": [], "missing_operations": ["student_t"], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: student_t_test."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE137537", "GSE29801"], "resolved_accessions": ["GSE137537", "GSE29801"], "statements": ["The original contributions presented in this study are included in this article/Supplementary material, further inquiries can be directed to the corresponding author."], "basis": "The paper names GSE137537, GSE29801 in Gene-Expression Omnibus (GEO) and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:38259505", "data:geo:GSE137537"], "steps": []}, "must_build": {"dsl_operations": [{"operation": "student_t", "unlocks_papers": null, "priority": null}], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE137537"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:06:15Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11573, "completion_tokens": 1301, "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:38259505", "type": "paper", "label": "pmid:38259505"}, {"id": "source:pmid:38259505", "type": "manuscript", "label": "PMID 38259505 full text"}, {"id": "data:geo:GSE137537", "type": "dataset", "label": "GEO GSE137537"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:38259505", "type": "paper", "label": "pmid:38259505"}, {"id": "source:pmid:38259505", "type": "manuscript", "label": "PMID 38259505 full text"}, {"id": "data:geo:GSE137537", "type": "dataset", "label": "GEO GSE137537"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-38259505", "type": "extraction", "used": ["source:pmid:38259505"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE137537", "type": "accession_resolution", "used": ["data:geo:GSE137537"], "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:38259505", "parent_hash": "sha256:8d1462cc6704fe75329ff9be314bb7342aa687857495d875ca206eea839b0161", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE137537 licence not read", "asset:data:geo:GSE137537 not downloaded", "asset:data:geo:GSE29801 licence not read", "asset:data:geo:GSE29801 not downloaded", "execution.not_run", "method.reader_named_unmapped", "method.student_t", "review.human_critique", "review.independent_reader", "review.machine_critique", "step:run_analysis blocked on method:student_t"], "assays": [{"role": "data_generation", "definition_id": "animal_model", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": ["herapeutic target for AMD. More in vitro and in vivo studies are required to confirm the results"], "order_basis": "paper_text_order:2130", "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": 0.7, "evidence": ["Student's t-test"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}