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

pmid:33293479

Tandem mass tag-based proteomic analysis reveals cathepsin-mediated anti-autophagic and pro-apoptotic effects under proliferative diabetic retinopathy.

Rui Niu · Jindan Wang · Chao Geng · Yahong Li · Lijie Dong · Lin Liu · Yuwen Chang · Jianqun Shen · Zetong Nie · Yan Zhang · Bojie Hu

Aging · 2020 doi:10.18632/aging.202217

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
id
pmid:33293479
kind
science-record
content_hash
sha256:52eb8b3ca0801dd78600a644ea8fcb989a8c05699b96ac874f24752771a73447
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:41:18Z
updated_at
2026-11-01T22:02:41Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Tandem mass tag-based proteomic analysis reveals cathepsin-mediated anti-autophagic and pro-apoptotic effects under proliferative diabetic retinopathy.
doi
10.18632/aging.202217
pmid
33293479
authors array · 11 items
[0]
Rui Niu
[1]
Jindan Wang
[2]
Chao Geng
[3]
Yahong Li
[4]
Lijie Dong
[5]
Lin Liu
[6]
Yuwen Chang
[7]
Jianqun Shen
[8]
Zetong Nie
[9]
Yan Zhang
[10]
Bojie Hu
journal
Aging
year
2020
abstract
Proliferative diabetic retinopathy (PDR) is a severe complication of diabetes and can cause blindness. However, the available therapeutic modalities to PDR have unsatisfactory efficacies and incur adverse effects, which is due to the paucity in the understanding of pathogenic mechanisms responsible for the disease. In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR. The data are available via ProteomeXchange with identifier PXD021788. Afterwards, the downregulated protein expression of Cathepsin B, D, and L was verified in vitreous and serum of another cohort. The gene expression profiling of the 3 cathepsins was confirmed in blood cells of an extra cohort. Furthermore, in high glucose (HG)-treated retinal vascular endothelial cell cultures recapitulating the cathepsin expression patterns, Cathepsin B or D downregulation mediated the HG-induced anti-autophagic and pro-apoptotic effects, thereby may contribute to vascular lesions under hyperglycemia. This study demonstrates previously undescribed expression patterns of cathepsins, reveals a novel cathepsin-involved pathogenic mechanism under PDR, and sheds light on potential therapeutic targets to this debilitating retinal disease.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33293479
locator
sections[0] "Abstract" paragraph 1
quote
In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
The data are available via ProteomeXchange with identifier PXD021788.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:33293479
locator
sections[0] "Abstract" paragraph 1
quote
The data are available via ProteomeXchange with identifier PXD021788.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
null
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:33293479
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:PXD021788
outputs array · 1 item
[0]
the source data with its repository provenance
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
id
run_analysis
order
3
name
Run the published analysis
kind
analysis
state
complete
blocked_on
null
description
Apply the paper's statistical method to the resolved series and compare the result with the published target.
parameters object · 0 fields
inputs array · 1 item
[0]
data:geo:PXD021788
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 7 items
[0] object · 15 fields
id
source:pmid:33293479
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.18632/aging.202217
sha256
sha256:a3effa52e4eb646364f29f8a502e64bd00598fb6b7eef3b4b7fa051785a1fb66
bytes
48917
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.18632/aging.202217
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
PMC7835038
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:PXD021788
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=PXD021788
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
PXD021788
version
null
note
The data are available via ProteomeXchange with identifier PXD021788.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The data are available via ProteomeXchange with identifier PXD021788.
access_statement_kind
data_availability_statement
sample_accessions array · 0 items
sample_count
null
group_sizes
null
group_sizes_basis
null
platform
null
taxon
null
title
Human vitreous TMT labelled LC-MS/MS
resolution_checked_at
2026-10-31T18:35:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 16 fields
id
asset:table:pmid:33293479:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:3bbca676e82a56d6a31e884b850b862a626b1b7a1abde683a5ab4f40d048bcfc
bytes
1282
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[3]/table-wrap[1]#t1
version
null
note
The top 20 differentially expressed proteins between RRD and PDR groups.
structure object · 5 fields
pmcid
PMC7835038
section_index
3
section_title
Screening of differentially expressed proteins in vitreous of RRD and PDR patients
row_count
21
column_count
4
table object · 8 fields
label
Table 1
caption
The top 20 differentially expressed proteins between RRD and PDR groups.
rows array · 21 items
[0] array · 4 items
[0]
Gene
[1]
Description
[2]
Regulated
[3]
Fold change (PDR/RRD)
[1] array · 4 items
[0]
HBD
[1]
Hemoglobin subunit delta
[2]
up
[3]
7.24
[2] array · 4 items
[0]
HBB
[1]
Hemoglobin subunit beta
[2]
up
[3]
6.88
[3] array · 4 items
[0]
S100A6
[1]
Protein S100-A6
[2]
up
[3]
5.73
[4] array · 4 items
[0]
CAT
[1]
Catalase
[2]
up
[3]
4.81
[5] array · 4 items
[0]
AK1
[1]
Adenylate kinase isoenzyme 1
[2]
up
[3]
3.53
[6] array · 4 items
[0]
DMKN
[1]
Dermokine
[2]
up
[3]
2.60
[7] array · 4 items
[0]
ITIH3
[1]
Inter-alpha-trypsin inhibitor heavy chain H3
[2]
up
[3]
1.99
[8] array · 4 items
[0]
LYZ
[1]
Lysozyme C
[2]
up
[3]
1.43
[9] array · 4 items
[0]
ITIH4
[1]
Inter-alpha-trypsin inhibitor heavy chain H4
[2]
up
[3]
1.42
[10] array · 4 items
[0]
COL6A1
[1]
Collagen alpha-1(VI) chain
[2]
down
[3]
0.76
[11] array · 4 items
[0]
C1QC
[1]
Complement C1q subcomponent subunit C
[2]
down
[3]
0.68
[12] array · 4 items
[0]
PRKCSH
[1]
Glucosidase 2 subunit beta
[2]
down
[3]
0.60
[13] array · 4 items
[0]
TNC
[1]
Tenascin
[2]
down
[3]
0.59
[14] array · 4 items
[0]
COL9A2
[1]
Collagen alpha-2(IX) chain
[2]
down
[3]
0.59
[15] array · 4 items
[0]
ASAH1
[1]
Acid ceramidase
[2]
down
[3]
0.58
[16] array · 4 items
[0]
GAA
[1]
Lysosomal alpha-glucosidase
[2]
down
[3]
0.58
[17] array · 4 items
[0]
NBL1
[1]
Neuroblastoma suppressor of tumorigenicity 1
[2]
down
[3]
0.49
[18] array · 4 items
[0]
FCGBP
[1]
IgGFc-binding protein OS=Homo sapiens GN
[2]
down
[3]
0.49
[19] array · 4 items
[0]
RBP3
[1]
Retinol-binding protein 3
[2]
down
[3]
0.46
[20] array · 4 items
[0]
SHISA5
[1]
Protein shisa-5
[2]
down
[3]
0.27
locator
section[3]/table-wrap[1]#t1
[3] object · 16 fields
id
asset:table:pmid:33293479:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:a617e1a5af949bf76a2888bb8c62df77b522c5c3d5e3cac09f1053d4d81aec2e
bytes
417
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[5]/table-wrap[1]#t2
version
null
note
Differential expression of cathepsins in PDR and RRD groups.
structure object · 5 fields
pmcid
PMC7835038
section_index
5
section_title
Protein-protein interactions analysis of the differentially expressed proteins
row_count
4
column_count
5
table object · 8 fields
label
Table 2
caption
Differential expression of cathepsins in PDR and RRD groups.
rows array · 4 items
[0] array · 5 items
[0]
Gene
[1]
Description
[2]
Regulated
[3]
Fold change (PDR/RRD)
[4]
P value
[1] array · 5 items
[0]
CTSB
[1]
Cathepsin B
[2]
down
[3]
0.49
[4]
< 0.001
[2] array · 5 items
[0]
CTSD
[1]
Cathepsin D
[2]
down
[3]
0.33
[4]
< 0.001
[3] array · 5 items
[0]
CTSL
[1]
Cathepsin L1
[2]
down
[3]
0.80
[4]
= 0.001
locator
section[5]/table-wrap[1]#t2
[4] object · 16 fields
id
asset:table:pmid:33293479:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:accb6115cc4c5bb04c2b94b9ce3da7ad081cdf871a4634df0976a2e2fe72bef4
bytes
2205
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[1]#t3
version
null
note
Demographic information of the patients for cathepsin protein expression analyses.
structure object · 5 fields
pmcid
PMC7835038
section_index
12
section_title
Subjects and sample collection
row_count
75
column_count
5
table object · 8 fields
label
Table 3
caption
Demographic information of the patients for cathepsin protein expression analyses.
rows array · 75 items
[0] array · 5 items
[0]
Groups
[1]
Number
[2]
Gender (M/F)
[3]
Age (y)
[4]
Diagnosis
[1] array · 5 items
[0]
Control
[1]
#1
[2]
M
[3]
39
[4]
RRD
[2] array · 5 items
[0]
[1]
#2
[2]
F
[3]
43
[4]
RRD
[3] array · 5 items
[0]
[1]
#3
[2]
F
[3]
69
[4]
RRD
[4] array · 5 items
[0]
[1]
#4
[2]
M
[3]
55
[4]
RRD
[5] array · 5 items
[0]
[1]
#5
[2]
F
[3]
62
[4]
RRD
[6] array · 5 items
[0]
[1]
#6
[2]
F
[3]
43
[4]
RRD
[7] array · 5 items
[0]
[1]
#7
[2]
M
[3]
74
[4]
RRD
[8] array · 5 items
[0]
[1]
#8
[2]
M
[3]
55
[4]
RRD
[9] array · 5 items
[0]
[1]
#9
[2]
M
[3]
74
[4]
RRD
[10] array · 5 items
[0]
[1]
#10
[2]
F
[3]
67
[4]
RRD
[11] array · 5 items
[0]
[1]
#11
[2]
M
[3]
78
[4]
RRD
[12] array · 5 items
[0]
[1]
#12
[2]
F
[3]
68
[4]
RRD
[13] array · 5 items
[0]
[1]
#13
[2]
M
[3]
37
[4]
RRD
[14] array · 5 items
[0]
[1]
#14
[2]
M
[3]
68
[4]
RRD
[15] array · 5 items
[0]
[1]
#15
[2]
M
[3]
53
[4]
RRD
[16] array · 5 items
[0]
[1]
#16
[2]
F
[3]
53
[4]
RRD
[17] array · 5 items
[0]
[1]
#17
[2]
F
[3]
58
[4]
RRD
[18] array · 5 items
[0]
[1]
#18
[2]
F
[3]
56
[4]
RRD
[19] array · 5 items
[0]
[1]
#19
[2]
M
[3]
60
[4]
RRD
[20] array · 5 items
[0]
[1]
#20
[2]
M
[3]
63
[4]
RRD
[21] array · 5 items
[0]
[1]
#21
[2]
M
[3]
73
[4]
RRD
[22] array · 5 items
[0]
[1]
#22
[2]
F
[3]
41
[4]
RRD
[23] array · 5 items
[0]
[1]
#23
[2]
F
[3]
59
[4]
RRD
[24] array · 5 items
[0]
[1]
#24
[2]
F
[3]
60
[4]
RRD
[25] array · 5 items
[0]
[1]
#25
[2]
M
[3]
47
[4]
RRD
[26] array · 5 items
[0]
[1]
#26
[2]
F
[3]
68
[4]
RRD
[27] array · 5 items
[0]
[1]
#27
[2]
F
[3]
56
[4]
RRD
[28] array · 5 items
[0]
[1]
#28
[2]
M
[3]
62
[4]
RRD
[29] array · 5 items
[0]
[1]
#29
[2]
F
[3]
50
[4]
RRD
[30] array · 5 items
[0]
[1]
#30
[2]
F
[3]
53
[4]
RRD
[31] array · 5 items
[0]
[1]
#31
[2]
M
[3]
59
[4]
RRD
[32] array · 5 items
[0]
[1]
#32
[2]
F
[3]
65
[4]
RRD
[33] array · 5 items
[0]
[1]
#33
[2]
F
[3]
70
[4]
RRD
[34] array · 5 items
[0]
[1]
#34
[2]
F
[3]
46
[4]
RRD
[35] array · 5 items
[0]
[1]
#35
[2]
M
[3]
52
[4]
RRD
[36] array · 5 items
[0]
PDR
[1]
#1
[2]
F
[3]
50
[4]
PDR
[37] array · 5 items
[0]
[1]
#2
[2]
F
[3]
40
[4]
PDR
[38] array · 5 items
[0]
[1]
#3
[2]
F
[3]
59
[4]
PDR
[39] array · 5 items
[0]
[1]
#4
[2]
F
[3]
49
[4]
PDR
[40] array · 5 items
[0]
[1]
#5
[2]
F
[3]
30
[4]
PDR
[41] array · 5 items
[0]
[1]
#6
[2]
M
[3]
35
[4]
PDR
[42] array · 5 items
[0]
[1]
#7
[2]
M
[3]
55
[4]
PDR
[43] array · 5 items
[0]
[1]
#8
[2]
F
[3]
58
[4]
PDR
[44] array · 5 items
[0]
[1]
#9
[2]
M
[3]
54
[4]
PDR
[45] array · 5 items
[0]
[1]
#10
[2]
F
[3]
58
[4]
PDR
[46] array · 5 items
[0]
[1]
#11
[2]
F
[3]
45
[4]
PDR
[47] array · 5 items
[0]
[1]
#12
[2]
M
[3]
53
[4]
PDR
[48] array · 5 items
[0]
[1]
#13
[2]
F
[3]
50
[4]
PDR
[49] array · 5 items
[0]
[1]
#14
[2]
F
[3]
67
[4]
PDR
[50] array · 5 items
[0]
[1]
#15
[2]
M
[3]
53
[4]
PDR
[51] array · 5 items
[0]
[1]
#16
[2]
F
[3]
63
[4]
PDR
[52] array · 5 items
[0]
[1]
#17
[2]
F
[3]
66
[4]
PDR
[53] array · 5 items
[0]
[1]
#18
[2]
M
[3]
71
[4]
PDR
[54] array · 5 items
[0]
[1]
#19
[2]
F
[3]
63
[4]
PDR
[55] array · 5 items
[0]
[1]
#20
[2]
M
[3]
50
[4]
PDR
[56] array · 5 items
[0]
[1]
#21
[2]
F
[3]
55
[4]
PDR
[57] array · 5 items
[0]
[1]
#22
[2]
F
[3]
69
[4]
PDR
[58] array · 5 items
[0]
[1]
#23
[2]
F
[3]
56
[4]
PDR
[59] array · 5 items
[0]
[1]
#24
[2]
F
[3]
71
[4]
PDR
[60] array · 5 items
[0]
[1]
#25
[2]
M
[3]
52
[4]
PDR
[61] array · 5 items
[0]
[1]
#26
[2]
F
[3]
62
[4]
PDR
[62] array · 5 items
[0]
[1]
#27
[2]
M
[3]
61
[4]
PDR
[63] array · 5 items
[0]
[1]
#28
[2]
M
[3]
50
[4]
PDR
[64] array · 5 items
[0]
[1]
#29
[2]
M
[3]
71
[4]
PDR
[65] array · 5 items
[0]
[1]
#30
[2]
M
[3]
72
[4]
PDR
[66] array · 5 items
[0]
[1]
#31
[2]
F
[3]
63
[4]
PDR
[67] array · 5 items
[0]
[1]
#32
[2]
F
[3]
63
[4]
PDR
[68] array · 5 items
[0]
[1]
#33
[2]
F
[3]
71
[4]
PDR
[69] array · 5 items
[0]
[1]
#34
[2]
F
[3]
62
[4]
PDR
[70] array · 5 items
[0]
[1]
#35
[2]
F
[3]
72
[4]
PDR
[71] array · 5 items
[0]
[1]
#36
[2]
F
[3]
66
[4]
PDR
[72] array · 5 items
[0]
[1]
#37
[2]
F
[3]
65
[4]
PDR
[73] array · 5 items
[0]
[1]
#38
[2]
F
[3]
67
[4]
PDR
[74] array · 5 items
[0]
[1]
#39
[2]
F
[3]
64
[4]
PDR
locator
section[12]/table-wrap[1]#t3
[5] object · 16 fields
id
asset:table:pmid:33293479:4
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:e2b432aad9d109abe474234514cde25f8d968c66cb553468c9cbaa92ac4c1daa
bytes
901
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[12]/table-wrap[2]#t4
version
null
note
Demographic information of the patients for cathepsin gene expression analysis.
structure object · 5 fields
pmcid
PMC7835038
section_index
12
section_title
Subjects and sample collection
row_count
25
column_count
5
table object · 8 fields
label
Table 4
caption
Demographic information of the patients for cathepsin gene expression analysis.
rows array · 25 items
[0] array · 5 items
[0]
Groups
[1]
Number
[2]
Gender (M/F)
[3]
Age (y)
[4]
Diagnosis
[1] array · 5 items
[0]
Control
[1]
#1
[2]
M
[3]
74
[4]
RRD
[2] array · 5 items
[0]
[1]
#2
[2]
M
[3]
53
[4]
RRD
[3] array · 5 items
[0]
[1]
#3
[2]
F
[3]
64
[4]
RRD
[4] array · 5 items
[0]
[1]
#4
[2]
F
[3]
70
[4]
RRD
[5] array · 5 items
[0]
[1]
#5
[2]
M
[3]
68
[4]
RRD
[6] array · 5 items
[0]
[1]
#6
[2]
M
[3]
64
[4]
RRD
[7] array · 5 items
[0]
[1]
#7
[2]
F
[3]
61
[4]
RRD
[8] array · 5 items
[0]
[1]
#8
[2]
F
[3]
62
[4]
RRD
[9] array · 5 items
[0]
[1]
#9
[2]
M
[3]
67
[4]
RRD
[10] array · 5 items
[0]
[1]
#10
[2]
F
[3]
61
[4]
RRD
[11] array · 5 items
[0]
[1]
#11
[2]
F
[3]
72
[4]
RRD
[12] array · 5 items
[0]
[1]
#12
[2]
F
[3]
60
[4]
RRD
[13] array · 5 items
[0]
PDR
[1]
#1
[2]
M
[3]
61
[4]
PDR
[14] array · 5 items
[0]
[1]
#2
[2]
M
[3]
73
[4]
PDR
[15] array · 5 items
[0]
[1]
#3
[2]
M
[3]
67
[4]
PDR
[16] array · 5 items
[0]
[1]
#4
[2]
M
[3]
61
[4]
PDR
[17] array · 5 items
[0]
[1]
#5
[2]
F
[3]
59
[4]
PDR
[18] array · 5 items
[0]
[1]
#6
[2]
F
[3]
54
[4]
PDR
[19] array · 5 items
[0]
[1]
#7
[2]
F
[3]
64
[4]
PDR
[20] array · 5 items
[0]
[1]
#8
[2]
F
[3]
53
[4]
PDR
[21] array · 5 items
[0]
[1]
#9
[2]
M
[3]
54
[4]
PDR
[22] array · 5 items
[0]
[1]
#10
[2]
M
[3]
74
[4]
PDR
[23] array · 5 items
[0]
[1]
#11
[2]
F
[3]
42
[4]
PDR
[24] array · 5 items
[0]
[1]
#12
[2]
M
[3]
47
[4]
PDR
locator
section[12]/table-wrap[2]#t4
[6] object · 16 fields
id
asset:table:pmid:33293479:5
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:5fda9172870bbb0530c2263a4fbb91b836346c0c9b9a36feb9a14de414d1df23
bytes
1096
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[19]/table-wrap[1]#t5
version
null
note
Primer sequences.
structure object · 5 fields
pmcid
PMC7835038
section_index
19
section_title
Quantitative real-time PCR
row_count
13
column_count
5
table object · 8 fields
label
Table 5
caption
Primer sequences.
rows array · 13 items
[0] array · 5 items
[0]
Gene
[1]
species
[2]
Pubmed ID
[3]
Purpose
[4]
Sequence
[1] array · 5 items
[0]
GAPDH
[1]
human
[2]
NM_002046.7
[3]
qPCR
[4]
Forward: 5’-ATGGAAATCCCATCACCATCTT-3’
[2] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-CGCCCCACTTGATTTTGG-3’
[3] array · 5 items
[0]
CTSB
[1]
human
[2]
NM_001908.5
[3]
qPCR
[4]
Forward: 5’-TGTAATGGTGGCTATCCTGCT-3’
[4] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-AGGCTCACAGATCTTGCTACA-3’
[5] array · 5 items
[0]
CTSD
[1]
human
[2]
NM_001909.5
[3]
qPCR
[4]
Forward: 5’-CACAAGTTCACGTCCATCCG-3’
[6] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-TGCCAATCTCCCCGTAGTAC-3’
[7] array · 5 items
[0]
CTSL
[1]
human
[2]
NM_001912.5
[3]
qPCR
[4]
Forward: 5’-GAAGGCGATGCACAACAGAT-3’
[8] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-GTCTCCAAAGGCGTTCATGG-3’
[9] array · 5 items
[0]
CTSB
[1]
monkey
[2]
NM_001194899.2
[3]
expression
[4]
Forward: 5’-GCCTCGAGGCCACCATGTGGCGGCTCTGGGCCT-3’
[10] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-GCGGATCCTTAGATCTTTTCCCAGTA-3’
[11] array · 5 items
[0]
CTSD
[1]
monkey
[2]
NM_001260554.1
[3]
expression
[4]
Forward: 5’-GCCTCGAGGCCACCATGCATCCCCCCAGCCTTCT-3’
[12] array · 5 items
[0]
[1]
[2]
[3]
[4]
Reverse: 5’-GCGGATCCCTAGAGGCGGGCAGCCTC-3’
locator
section[19]/table-wrap[1]#t5
gaps array · 2 items
[0]
asset:data:geo:PXD021788 not downloaded
[1]
asset:data:geo:PXD021788 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
clustering
specific
hierarchical
label
Clustering
dsl_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
feature_matrix
evidence object · 3 fields
score
0.8
band
high
quote
hierarchical clustering
[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
0.8
band
high
quote
PPI
[2] object · 10 fields
id
method-3
family
network_analysis
specific
pathway_enrichment
label
Network / pathway analysis
dsl_operations array · 1 item
[0]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.8
band
high
quote
GO enrichment
[3] object · 10 fields
id
method-4
family
null
specific
null
label
Tandem mass tag labeling combined with liquid chromatography and tandem mass spectrometry (TMT labeling and LC-MS/MS)
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
In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
hierarchical_cluster
missing_operations array · 0 items
basis
The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: hierarchical.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 1 item
[0]
PXD021788
resolved_accessions array · 1 item
[0]
PXD021788
statements array · 1 item
[0]
The data are available via ProteomeXchange with identifier PXD021788.
basis
The paper names PXD021788 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 1 item
[0]
hierarchical_cluster
assets array · 7 items
[0]
source:pmid:33293479
[1]
data:geo:PXD021788
[2]
asset:table:pmid:33293479:1
[3]
asset:table:pmid:33293479:2
[4]
asset:table:pmid:33293479:3
[5]
asset:table:pmid:33293479:4
[6]
asset:table:pmid:33293479:5
steps array · 1 item
[0]
run_analysis
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
[0]
data:geo:PXD021788
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
2026-10-31T18:24:54Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
3
usage object · 3 fields
prompt_tokens
36674
completion_tokens
956
cached_tokens
784
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:33293479
type
paper
label
pmid:33293479
[1] object · 3 fields
id
source:pmid:33293479
type
manuscript
label
PMID 33293479 full text
[2] object · 3 fields
id
data:geo:PXD021788
type
dataset
label
GEO PXD021788
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:33293479
type
paper
label
pmid:33293479
[1] object · 3 fields
id
source:pmid:33293479
type
manuscript
label
PMID 33293479 full text
[2] object · 3 fields
id
data:geo:PXD021788
type
dataset
label
GEO PXD021788
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-33293479
type
extraction
used array · 1 item
[0]
source:pmid:33293479
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-PXD021788
type
accession_resolution
used array · 1 item
[0]
data:geo:PXD021788
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:33293479
parent_hash
sha256:593187bf6e414ef7676c9079b0362dfc6d7cf1950d5f4c92c0e81e7ae9e0f55d
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:PXD021788 licence not read
[1]
asset:data:geo:PXD021788 not downloaded
[2]
execution.not_run
[3]
method.reader_named_unmapped
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 7 items
[0] object · 11 fields
role
data_generation
definition_id
mass_spectrometry
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 4 items
[0]
Tandem mass tag-based proteomic analysis reveals cathepsin-mediated anti-aut
[1]
between RRD and PDR groups (Figure 1B). The proteomics analysis of vitreous samples of the patients
[2]
e interactive network. The mass spectrometry proteomics data have been deposited to the ProteomeXcha
[3]
mbined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially exp
order_basis
paper_text_order:0
id
assay:1
[1] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 3 items
[0]
ork of the proteins enriched in autophagy or apoptosis pathways revealed that CTSB, CTSD, and CTSL,
[1]
expressed proteins enriched in autophagy and apoptosis pathways. The green circles refer to the dif
[2]
e circles represent the proteins enriched in apoptosis pathway, and the pink circles the both. Diff
order_basis
paper_text_order:4130
id
assay:2
[2] object · 11 fields
role
data_generation
definition_id
cell_culture
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.77
evidence array · 1 item
[0]
, the cells in the normal control group were cultured with complete culture media (5 mM glucose); the c
order_basis
paper_text_order:10512
id
assay:3
[3] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
RF/6A cells and supernatant was analyzed by immunofluorescence and ELISA, respectively. The expression of t
order_basis
paper_text_order:10820
id
assay:4
[4] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
atant was analyzed by immunofluorescence and ELISA, respectively. The expression of the 3 genes
order_basis
paper_text_order:10842
id
assay:5
[5] object · 11 fields
role
data_generation
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
of the 3 genes in the cells was evaluated by qPCR as described above.
order_basis
paper_text_order:10923
id
assay:6
[6] object · 11 fields
role
analysis
definition_id
clustering
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
hierarchical_cluster
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
hierarchical clustering
order_basis
consumes_earlier_output
id
assay:7
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:33293479", "kind": "science-record", "revision": 7, "content_hash": "sha256:52eb8b3ca0801dd78600a644ea8fcb989a8c05699b96ac874f24752771a73447", "created_at": "2026-11-01T15:41:18Z", "updated_at": "2026-11-01T22:02:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Tandem mass tag-based proteomic analysis reveals cathepsin-mediated anti-autophagic and pro-apoptotic effects under proliferative diabetic retinopathy.", "doi": "10.18632/aging.202217", "pmid": "33293479", "authors": ["Rui Niu", "Jindan Wang", "Chao Geng", "Yahong Li", "Lijie Dong", "Lin Liu", "Yuwen Chang", "Jianqun Shen", "Zetong Nie", "Yan Zhang", "Bojie Hu"], "journal": "Aging", "year": 2020, "abstract": "Proliferative diabetic retinopathy (PDR) is a severe complication of diabetes and can cause blindness. However, the available therapeutic modalities to PDR have unsatisfactory efficacies and incur adverse effects, which is due to the paucity in the understanding of pathogenic mechanisms responsible for the disease. In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR. The data are available via ProteomeXchange with identifier PXD021788. Afterwards, the downregulated protein expression of Cathepsin B, D, and L was verified in vitreous and serum of another cohort. The gene expression profiling of the 3 cathepsins was confirmed in blood cells of an extra cohort. Furthermore, in high glucose (HG)-treated retinal vascular endothelial cell cultures recapitulating the cathepsin expression patterns, Cathepsin B or D downregulation mediated the HG-induced anti-autophagic and pro-apoptotic effects, thereby may contribute to vascular lesions under hyperglycemia. This study demonstrates previously undescribed expression patterns of cathepsins, reveals a novel cathepsin-involved pathogenic mechanism under PDR, and sheds light on potential therapeutic targets to this debilitating retinal disease.", "claims": [{"id": "claim-method", "statement": "In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33293479", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data are available via ProteomeXchange with identifier PXD021788.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:33293479", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "The data are available via ProteomeXchange with identifier PXD021788."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": null, "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:33293479"], "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:PXD021788"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD021788"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:33293479", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.18632/aging.202217", "sha256": "sha256:a3effa52e4eb646364f29f8a502e64bd00598fb6b7eef3b4b7fa051785a1fb66", "bytes": 48917, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.18632/aging.202217", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC7835038", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD021788", "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=PXD021788", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD021788", "version": null, "note": "The data are available via ProteomeXchange with identifier PXD021788.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data are available via ProteomeXchange with identifier PXD021788.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Human vitreous TMT labelled LC-MS/MS", "resolution_checked_at": "2026-10-31T18:35:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:33293479:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:3bbca676e82a56d6a31e884b850b862a626b1b7a1abde683a5ab4f40d048bcfc", "bytes": 1282, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[3]/table-wrap[1]#t1", "version": null, "note": "The top 20 differentially expressed proteins between RRD and PDR groups.", "structure": {"pmcid": "PMC7835038", "section_index": 3, "section_title": "Screening of differentially expressed proteins in vitreous of RRD and PDR patients", "row_count": 21, "column_count": 4}, "table": {"label": "Table 1", "caption": "The top 20 differentially expressed proteins between RRD and PDR groups.", "rows": [["Gene", "Description", "Regulated", "Fold change (PDR/RRD)"], ["HBD", "Hemoglobin subunit delta", "up", "7.24"], ["HBB", "Hemoglobin subunit beta", "up", "6.88"], ["S100A6", "Protein S100-A6", "up", "5.73"], ["CAT", "Catalase", "up", "4.81"], ["AK1", "Adenylate kinase isoenzyme 1", "up", "3.53"], ["DMKN", "Dermokine", "up", "2.60"], ["ITIH3", "Inter-alpha-trypsin inhibitor heavy chain H3", "up", "1.99"], ["LYZ", "Lysozyme C", "up", "1.43"], ["ITIH4", "Inter-alpha-trypsin inhibitor heavy chain H4", "up", "1.42"], ["COL6A1", "Collagen alpha-1(VI) chain", "down", "0.76"], ["C1QC", "Complement C1q subcomponent subunit C", "down", "0.68"], ["PRKCSH", "Glucosidase 2 subunit beta", "down", "0.60"], ["TNC", "Tenascin", "down", "0.59"], ["COL9A2", "Collagen alpha-2(IX) chain", "down", "0.59"], ["ASAH1", "Acid ceramidase", "down", "0.58"], ["GAA", "Lysosomal alpha-glucosidase", "down", "0.58"], ["NBL1", "Neuroblastoma suppressor of tumorigenicity 1", "down", "0.49"], ["FCGBP", "IgGFc-binding protein OS=Homo sapiens GN", "down", "0.49"], ["RBP3", "Retinol-binding protein 3", "down", "0.46"], ["SHISA5", "Protein shisa-5", "down", "0.27"]], "row_count": 21, "column_count": 4, "numeric_cells": 29, "header_rows": 0, "locator": "section[3]/table-wrap[1]#t1"}}, {"id": "asset:table:pmid:33293479:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:a617e1a5af949bf76a2888bb8c62df77b522c5c3d5e3cac09f1053d4d81aec2e", "bytes": 417, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[5]/table-wrap[1]#t2", "version": null, "note": "Differential expression of cathepsins in PDR and RRD groups.", "structure": {"pmcid": "PMC7835038", "section_index": 5, "section_title": "Protein-protein interactions analysis of the differentially expressed proteins", "row_count": 4, "column_count": 5}, "table": {"label": "Table 2", "caption": "Differential expression of cathepsins in PDR and RRD groups.", "rows": [["Gene", "Description", "Regulated", "Fold change (PDR/RRD)", "P value"], ["CTSB", "Cathepsin B", "down", "0.49", "< 0.001"], ["CTSD", "Cathepsin D", "down", "0.33", "< 0.001"], ["CTSL", "Cathepsin L1", "down", "0.80", "= 0.001"]], "row_count": 4, "column_count": 5, "numeric_cells": 6, "header_rows": 0, "locator": "section[5]/table-wrap[1]#t2"}}, {"id": "asset:table:pmid:33293479:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:accb6115cc4c5bb04c2b94b9ce3da7ad081cdf871a4634df0976a2e2fe72bef4", "bytes": 2205, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[1]#t3", "version": null, "note": "Demographic information of the patients for cathepsin protein expression analyses.", "structure": {"pmcid": "PMC7835038", "section_index": 12, "section_title": "Subjects and sample collection", "row_count": 75, "column_count": 5}, "table": {"label": "Table 3", "caption": "Demographic information of the patients for cathepsin protein expression analyses.", "rows": [["Groups", "Number", "Gender (M/F)", "Age (y)", "Diagnosis"], ["Control", "#1", "M", "39", "RRD"], ["", "#2", "F", "43", "RRD"], ["", "#3", "F", "69", "RRD"], ["", "#4", "M", "55", "RRD"], ["", "#5", "F", "62", "RRD"], ["", "#6", "F", "43", "RRD"], ["", "#7", "M", "74", "RRD"], ["", "#8", "M", "55", "RRD"], ["", "#9", "M", "74", "RRD"], ["", "#10", "F", "67", "RRD"], ["", "#11", "M", "78", "RRD"], ["", "#12", "F", "68", "RRD"], ["", "#13", "M", "37", "RRD"], ["", "#14", "M", "68", "RRD"], ["", "#15", "M", "53", "RRD"], ["", "#16", "F", "53", "RRD"], ["", "#17", "F", "58", "RRD"], ["", "#18", "F", "56", "RRD"], ["", "#19", "M", "60", "RRD"], ["", "#20", "M", "63", "RRD"], ["", "#21", "M", "73", "RRD"], ["", "#22", "F", "41", "RRD"], ["", "#23", "F", "59", "RRD"], ["", "#24", "F", "60", "RRD"], ["", "#25", "M", "47", "RRD"], ["", "#26", "F", "68", "RRD"], ["", "#27", "F", "56", "RRD"], ["", "#28", "M", "62", "RRD"], ["", "#29", "F", "50", "RRD"], ["", "#30", "F", "53", "RRD"], ["", "#31", "M", "59", "RRD"], ["", "#32", "F", "65", "RRD"], ["", "#33", "F", "70", "RRD"], ["", "#34", "F", "46", "RRD"], ["", "#35", "M", "52", "RRD"], ["PDR", "#1", "F", "50", "PDR"], ["", "#2", "F", "40", "PDR"], ["", "#3", "F", "59", "PDR"], ["", "#4", "F", "49", "PDR"], ["", "#5", "F", "30", "PDR"], ["", "#6", "M", "35", "PDR"], ["", "#7", "M", "55", "PDR"], ["", "#8", "F", "58", "PDR"], ["", "#9", "M", "54", "PDR"], ["", "#10", "F", "58", "PDR"], ["", "#11", "F", "45", "PDR"], ["", "#12", "M", "53", "PDR"], ["", "#13", "F", "50", "PDR"], ["", "#14", "F", "67", "PDR"], ["", "#15", "M", "53", "PDR"], ["", "#16", "F", "63", "PDR"], ["", "#17", "F", "66", "PDR"], ["", "#18", "M", "71", "PDR"], ["", "#19", "F", "63", "PDR"], ["", "#20", "M", "50", "PDR"], ["", "#21", "F", "55", "PDR"], ["", "#22", "F", "69", "PDR"], ["", "#23", "F", "56", "PDR"], ["", "#24", "F", "71", "PDR"], ["", "#25", "M", "52", "PDR"], ["", "#26", "F", "62", "PDR"], ["", "#27", "M", "61", "PDR"], ["", "#28", "M", "50", "PDR"], ["", "#29", "M", "71", "PDR"], ["", "#30", "M", "72", "PDR"], ["", "#31", "F", "63", "PDR"], ["", "#32", "F", "63", "PDR"], ["", "#33", "F", "71", "PDR"], ["", "#34", "F", "62", "PDR"], ["", "#35", "F", "72", "PDR"], ["", "#36", "F", "66", "PDR"], ["", "#37", "F", "65", "PDR"], ["", "#38", "F", "67", "PDR"], ["", "#39", "F", "64", "PDR"]], "row_count": 75, "column_count": 5, "numeric_cells": 148, "header_rows": 0, "locator": "section[12]/table-wrap[1]#t3"}}, {"id": "asset:table:pmid:33293479:4", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:e2b432aad9d109abe474234514cde25f8d968c66cb553468c9cbaa92ac4c1daa", "bytes": 901, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[12]/table-wrap[2]#t4", "version": null, "note": "Demographic information of the patients for cathepsin gene expression analysis.", "structure": {"pmcid": "PMC7835038", "section_index": 12, "section_title": "Subjects and sample collection", "row_count": 25, "column_count": 5}, "table": {"label": "Table 4", "caption": "Demographic information of the patients for cathepsin gene expression analysis.", "rows": [["Groups", "Number", "Gender (M/F)", "Age (y)", "Diagnosis"], ["Control", "#1", "M", "74", "RRD"], ["", "#2", "M", "53", "RRD"], ["", "#3", "F", "64", "RRD"], ["", "#4", "F", "70", "RRD"], ["", "#5", "M", "68", "RRD"], ["", "#6", "M", "64", "RRD"], ["", "#7", "F", "61", "RRD"], ["", "#8", "F", "62", "RRD"], ["", "#9", "M", "67", "RRD"], ["", "#10", "F", "61", "RRD"], ["", "#11", "F", "72", "RRD"], ["", "#12", "F", "60", "RRD"], ["PDR", "#1", "M", "61", "PDR"], ["", "#2", "M", "73", "PDR"], ["", "#3", "M", "67", "PDR"], ["", "#4", "M", "61", "PDR"], ["", "#5", "F", "59", "PDR"], ["", "#6", "F", "54", "PDR"], ["", "#7", "F", "64", "PDR"], ["", "#8", "F", "53", "PDR"], ["", "#9", "M", "54", "PDR"], ["", "#10", "M", "74", "PDR"], ["", "#11", "F", "42", "PDR"], ["", "#12", "M", "47", "PDR"]], "row_count": 25, "column_count": 5, "numeric_cells": 48, "header_rows": 0, "locator": "section[12]/table-wrap[2]#t4"}}, {"id": "asset:table:pmid:33293479:5", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:5fda9172870bbb0530c2263a4fbb91b836346c0c9b9a36feb9a14de414d1df23", "bytes": 1096, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[19]/table-wrap[1]#t5", "version": null, "note": "Primer sequences.", "structure": {"pmcid": "PMC7835038", "section_index": 19, "section_title": "Quantitative real-time PCR", "row_count": 13, "column_count": 5}, "table": {"label": "Table 5", "caption": "Primer sequences.", "rows": [["Gene", "species", "Pubmed ID", "Purpose", "Sequence"], ["GAPDH", "human", "NM_002046.7", "qPCR", "Forward: 5’-ATGGAAATCCCATCACCATCTT-3’"], ["", "", "", "", "Reverse: 5’-CGCCCCACTTGATTTTGG-3’"], ["CTSB", "human", "NM_001908.5", "qPCR", "Forward: 5’-TGTAATGGTGGCTATCCTGCT-3’"], ["", "", "", "", "Reverse: 5’-AGGCTCACAGATCTTGCTACA-3’"], ["CTSD", "human", "NM_001909.5", "qPCR", "Forward: 5’-CACAAGTTCACGTCCATCCG-3’"], ["", "", "", "", "Reverse: 5’-TGCCAATCTCCCCGTAGTAC-3’"], ["CTSL", "human", "NM_001912.5", "qPCR", "Forward: 5’-GAAGGCGATGCACAACAGAT-3’"], ["", "", "", "", "Reverse: 5’-GTCTCCAAAGGCGTTCATGG-3’"], ["CTSB", "monkey", "NM_001194899.2", "expression", "Forward: 5’-GCCTCGAGGCCACCATGTGGCGGCTCTGGGCCT-3’"], ["", "", "", "", "Reverse: 5’-GCGGATCCTTAGATCTTTTCCCAGTA-3’"], ["CTSD", "monkey", "NM_001260554.1", "expression", "Forward: 5’-GCCTCGAGGCCACCATGCATCCCCCCAGCCTTCT-3’"], ["", "", "", "", "Reverse: 5’-GCGGATCCCTAGAGGCGGGCAGCCTC-3’"]], "row_count": 13, "column_count": 5, "numeric_cells": 18, "header_rows": 0, "locator": "section[19]/table-wrap[1]#t5"}}], "gaps": ["asset:data:geo:PXD021788 not downloaded", "asset:data:geo:PXD021788 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "hierarchical clustering"}}, {"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": 0.8, "band": "high", "quote": "PPI"}}, {"id": "method-3", "family": "network_analysis", "specific": "pathway_enrichment", "label": "Network / pathway analysis", "dsl_operations": ["pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.8, "band": "high", "quote": "GO enrichment"}}, {"id": "method-4", "family": null, "specific": null, "label": "Tandem mass tag labeling combined with liquid chromatography and tandem mass spectrometry (TMT labeling and LC-MS/MS)", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "In this study, tandem mass tag labeling technology combined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially expressed proteins in vitreous humor of patients with rhegmatogenous retinal detachment and PDR."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["hierarchical_cluster"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: hierarchical."}, "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": ["PXD021788"], "resolved_accessions": ["PXD021788"], "statements": ["The data are available via ProteomeXchange with identifier PXD021788."], "basis": "The paper names PXD021788 in ProteomeXchange Consortium via the PRIDE partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["hierarchical_cluster"], "assets": ["source:pmid:33293479", "data:geo:PXD021788", "asset:table:pmid:33293479:1", "asset:table:pmid:33293479:2", "asset:table:pmid:33293479:3", "asset:table:pmid:33293479:4", "asset:table:pmid:33293479:5"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD021788"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:24:54Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 3, "usage": {"prompt_tokens": 36674, "completion_tokens": 956, "cached_tokens": 784}}, "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:33293479", "type": "paper", "label": "pmid:33293479"}, {"id": "source:pmid:33293479", "type": "manuscript", "label": "PMID 33293479 full text"}, {"id": "data:geo:PXD021788", "type": "dataset", "label": "GEO PXD021788"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:33293479", "type": "paper", "label": "pmid:33293479"}, {"id": "source:pmid:33293479", "type": "manuscript", "label": "PMID 33293479 full text"}, {"id": "data:geo:PXD021788", "type": "dataset", "label": "GEO PXD021788"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-33293479", "type": "extraction", "used": ["source:pmid:33293479"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD021788", "type": "accession_resolution", "used": ["data:geo:PXD021788"], "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:33293479", "parent_hash": "sha256:593187bf6e414ef7676c9079b0362dfc6d7cf1950d5f4c92c0e81e7ae9e0f55d", "fork_of": null, "generation": 6}, "gaps": ["asset:data:geo:PXD021788 licence not read", "asset:data:geo:PXD021788 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Tandem mass tag-based proteomic analysis reveals cathepsin-mediated anti-aut", "between RRD and PDR groups (Figure 1B). The proteomics analysis of vitreous samples of the patients", "e interactive network. The mass spectrometry proteomics data have been deposited to the ProteomeXcha", "mbined with liquid chromatography and tandem mass spectrometry were utilized to identify differentially exp"], "order_basis": "paper_text_order:0", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ork of the proteins enriched in autophagy or apoptosis pathways revealed that CTSB, CTSD, and CTSL,", "expressed proteins enriched in autophagy and apoptosis pathways. The green circles refer to the dif", "e circles represent the proteins enriched in apoptosis pathway, and the pink circles the both. Diff"], "order_basis": "paper_text_order:4130", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.77, "evidence": [", the cells in the normal control group were cultured with complete culture media (5 mM glucose); the c"], "order_basis": "paper_text_order:10512", "id": "assay:3"}, {"role": "data_generation", "definition_id": "ihc", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["RF/6A cells and supernatant was analyzed by immunofluorescence and ELISA, respectively. The expression of t"], "order_basis": "paper_text_order:10820", "id": "assay:4"}, {"role": "data_generation", "definition_id": "elisa", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["atant was analyzed by immunofluorescence and ELISA, respectively. The expression of the 3 genes"], "order_basis": "paper_text_order:10842", "id": "assay:5"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["of the 3 genes in the cells was evaluated by qPCR as described above."], "order_basis": "paper_text_order:10923", "id": "assay:6"}, {"role": "analysis", "definition_id": "clustering", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["hierarchical_cluster"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.8, "evidence": ["hierarchical clustering"], "order_basis": "consumes_earlier_output", "id": "assay:7"}]}