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

pmid:31277155

Bioinformatics analysis of key biomarkers and pathways in KSHV infected endothelial cells.

Hai-Bo Gong · Xiu-Juan Wu · Xiong-Ming Pu · Xiao-Jing Kang

Medicine · 2019 doi:10.1097/MD.0000000000016277

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:31277155
kind
science-record
content_hash
sha256:a6c8f6370f9ece6e5b5a7c3c345031b8aa484774846e502531c52a86d4bd1ed3
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T15:40:47Z
updated_at
2026-11-01T22:00:40Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Bioinformatics analysis of key biomarkers and pathways in KSHV infected endothelial cells.
doi
10.1097/MD.0000000000016277
pmid
31277155
authors array · 4 items
[0]
Hai-Bo Gong
[1]
Xiu-Juan Wu
[2]
Xiong-Ming Pu
[3]
Xiao-Jing Kang
journal
Medicine
year
2019
abstract
Kaposi sarcoma (KS) is an endothelial tumor etiologically related to Kaposi sarcoma herpesvirus (KSHV) infection. The aim of our study was to screen out candidate genes of KSHV infected endothelial cells and to elucidate the underlying molecular mechanisms by bioinformatics methods. Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. the differentially expressed genes (DEGs) between endothelial cells and KSHV infected endothelial cells were identified. And then, functional enrichment analyses of gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway analysis were performed. After that, Search Tool for the Retrieval of Interacting Genes (STRING) was used to investigate the potential protein-protein interaction (PPI) network between DEGs, Cytoscape software was used to visualize the interaction network of DEGs and to screen out the hub genes. A total of 113 DEGs and 11 hub genes were identified from the 2 datasets. GO enrichment analysis revealed that most of the DEGs were enrichen in regulation of cell proliferation, extracellular region part and sequence-specific DNA binding; KEGG pathway enrichments analysis displayed that DEGs were mostly enrichen in cell cycle, Jak-STAT signaling pathway, pathways in cancer, and Insulin signaling pathway. In conclusion, the present study identified a host of DEGs and hub genes in KSHV infected endothelial cells which may serve as potential key biomarkers and therapeutic targets, helping us to have a better understanding of the molecular mechanism of KS.
claims array · 2 items
[0] object · 6 fields
id
claim-method
statement
The candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r).
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:31277155
locator
sections[4] "Identification of DEGs" paragraph 2
quote
The candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r).
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
kind
methodological
target
null
evidence array · 2 items
[0] object · 3 fields
asset
source:pmid:31277155
locator
sections[0] "Abstract" paragraph 1
quote
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database.
[1] object · 3 fields
asset
source:pmid:31277155
locator
sections[3] "Microarray data" paragraph 2
quote
There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
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:31277155
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:GSE16354
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:GSE16354
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 · 6 items
[0] object · 15 fields
id
source:pmid:31277155
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1097/MD.0000000000016277
sha256
sha256:3e7a123749a2fee879ffe750ab87b4929bc7bddf8cc49c0d167dc99412c9ef28
bytes
19662
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1097/MD.0000000000016277
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
PMC6635252
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE16354
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=GSE16354
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE16354
version
null
note
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
access_statement_kind
repository_route_statement
sample_accessions array · 24 items
[0]
GSM410666
[1]
GSM410667
[2]
GSM410668
[3]
GSM410669
[4]
GSM410670
[5]
GSM410671
[6]
GSM410672
[7]
GSM410673
[8]
GSM410674
[9]
GSM410675
[10]
GSM410676
[11]
GSM410677
[12]
GSM410678
[13]
GSM410679
[14]
GSM410680
[15]
GSM410681
[16]
GSM410682
[17]
GSM410683
[18]
GSM410684
[19]
GSM410685
[20]
GSM410686
[21]
GSM410687
[22]
GSM410688
[23]
GSM410689
sample_count
24
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Infection of Lymphatic and Blood Vessel Endothelial Cells (LEC and BEC) with KSHV
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE22522
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=GSE22522
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE22522
version
null
note
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
access_statement_kind
repository_route_statement
sample_accessions array · 6 items
[0]
GSM559251
[1]
GSM559252
[2]
GSM559253
[3]
GSM559254
[4]
GSM559255
[5]
GSM559256
sample_count
6
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Comparison of the transcriptome of K-LEC spheroids to control LEC spheroids
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[3] object · 16 fields
id
asset:table:pmid:31277155:1
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:d34baec9068c7024c6f767593a52735859792c98066a79c99110bad041ed2e46
bytes
231
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[10]/table-wrap[1]#T1
version
null
note
GO and KEGG pathway enrichment analysis of DEGs in KSHV infected endothelial cells.
structure object · 5 fields
pmcid
PMC6635252
section_index
10
section_title
KEGG and GO enrichment analysis of DEGs
row_count
0
column_count
0
table object · 8 fields
label
Table 1
caption
GO and KEGG pathway enrichment analysis of DEGs in KSHV infected endothelial cells.
rows array · 0 items
locator
section[10]/table-wrap[1]#T1
[4] object · 16 fields
id
asset:table:pmid:31277155:2
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:66192310b4486fd943dcce50e2b1c810f68a70149fbe3863e2f359b65c74ccb5
bytes
236
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[1]#T2
version
null
note
GO and KEGG pathway enrichment analysis of hub genes in KSHV infected endothelial cells.
structure object · 5 fields
pmcid
PMC6635252
section_index
11
section_title
PPI network construction and hub gene analyzing
row_count
0
column_count
0
table object · 8 fields
label
Table 2
caption
GO and KEGG pathway enrichment analysis of hub genes in KSHV infected endothelial cells.
rows array · 0 items
locator
section[11]/table-wrap[1]#T2
[5] object · 16 fields
id
asset:table:pmid:31277155:3
role
table
format
jats-table
media_type
application/vnd.jats.table+json
uri
null
sha256
sha256:624ba8c3418ce78a6cb242c824c384f1adcd3ee541e1dfce27db741e5fc72cbb
bytes
181
access
open
state
verified
reader
read_table
reader_status
available
identifier
section[11]/table-wrap[2]#T3
version
null
note
Functional roles of 11 hub genes.
structure object · 5 fields
pmcid
PMC6635252
section_index
11
section_title
PPI network construction and hub gene analyzing
row_count
0
column_count
0
table object · 8 fields
label
Table 3
caption
Functional roles of 11 hub genes.
rows array · 0 items
locator
section[11]/table-wrap[2]#T3
gaps array · 4 items
[0]
asset:data:geo:GSE16354 not downloaded
[1]
asset:data:geo:GSE16354 licence not read
[2]
asset:data:geo:GSE22522 not downloaded
[3]
asset:data:geo:GSE22522 licence not read
analysis object · 4 fields
state
partial
methods array · 3 items
[0] object · 10 fields
id
method-1
family
network_analysis
specific
ppi_network
label
Network / pathway analysis
dsl_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
edge_list
evidence object · 3 fields
score
0.7
band
medium
quote
protein-protein interaction
[1] object · 10 fields
id
method-2
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
GO enrichment
[2] object · 10 fields
id
method-3
family
null
specific
null
label
GEO2R
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 candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r).
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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
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: ppi_network.
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]
GSE16354
[1]
GSE22522
resolved_accessions array · 2 items
[0]
GSE16354
[1]
GSE22522
statements array · 1 item
[0]
Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.
basis
The paper names GSE16354, GSE22522 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 · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
assets array · 5 items
[0]
source:pmid:31277155
[1]
data:geo:GSE16354
[2]
asset:table:pmid:31277155:1
[3]
asset:table:pmid:31277155:2
[4]
asset:table:pmid:31277155:3
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:GSE16354
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
2026-10-31T18:15:24Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
3
usage object · 3 fields
prompt_tokens
15641
completion_tokens
1585
cached_tokens
5376
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:31277155
type
paper
label
pmid:31277155
[1] object · 3 fields
id
source:pmid:31277155
type
manuscript
label
PMID 31277155 full text
[2] object · 3 fields
id
data:geo:GSE16354
type
dataset
label
GEO GSE16354
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:31277155
type
paper
label
pmid:31277155
[1] object · 3 fields
id
source:pmid:31277155
type
manuscript
label
PMID 31277155 full text
[2] object · 3 fields
id
data:geo:GSE16354
type
dataset
label
GEO GSE16354
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-31277155
type
extraction
used array · 1 item
[0]
source:pmid:31277155
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE16354
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE16354
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:31277155
parent_hash
sha256:342d333b6d748e517d1c5383db44673ed4b01c690a5bf6c80283261c9273d5d0
fork_of
null
gaps array · 9 items
[0]
asset:data:geo:GSE16354 licence not read
[1]
asset:data:geo:GSE16354 not downloaded
[2]
asset:data:geo:GSE22522 licence not read
[3]
asset:data:geo:GSE22522 not downloaded
[4]
execution.not_run
[5]
method.reader_named_unmapped
[6]
review.human_critique
[7]
review.independent_reader
[8]
review.machine_critique
assays array · 2 items
[0] object · 11 fields
role
data_generation
definition_id
microarray
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.93
evidence array · 1 item
[0]
ecular mechanisms by bioinformatics methods. Microarray datasets GSE16354 and GSE22522 were download
order_basis
paper_text_order:330
id
assay:1
[1] object · 11 fields
role
analysis
definition_id
network_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
build_graph
[1]
centrality_scores
[2]
pathway_enrich
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
protein-protein interaction
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:31277155", "kind": "science-record", "revision": 8, "content_hash": "sha256:a6c8f6370f9ece6e5b5a7c3c345031b8aa484774846e502531c52a86d4bd1ed3", "created_at": "2026-11-01T15:40:47Z", "updated_at": "2026-11-01T22:00:40Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Bioinformatics analysis of key biomarkers and pathways in KSHV infected endothelial cells.", "doi": "10.1097/MD.0000000000016277", "pmid": "31277155", "authors": ["Hai-Bo Gong", "Xiu-Juan Wu", "Xiong-Ming Pu", "Xiao-Jing Kang"], "journal": "Medicine", "year": 2019, "abstract": "Kaposi sarcoma (KS) is an endothelial tumor etiologically related to Kaposi sarcoma herpesvirus (KSHV) infection. The aim of our study was to screen out candidate genes of KSHV infected endothelial cells and to elucidate the underlying molecular mechanisms by bioinformatics methods. Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. the differentially expressed genes (DEGs) between endothelial cells and KSHV infected endothelial cells were identified. And then, functional enrichment analyses of gene ontology (GO) and Kyoto encyclopedia of genes and genomes (KEGG) pathway analysis were performed. After that, Search Tool for the Retrieval of Interacting Genes (STRING) was used to investigate the potential protein-protein interaction (PPI) network between DEGs, Cytoscape software was used to visualize the interaction network of DEGs and to screen out the hub genes. A total of 113 DEGs and 11 hub genes were identified from the 2 datasets. GO enrichment analysis revealed that most of the DEGs were enrichen in regulation of cell proliferation, extracellular region part and sequence-specific DNA binding; KEGG pathway enrichments analysis displayed that DEGs were mostly enrichen in cell cycle, Jak-STAT signaling pathway, pathways in cancer, and Insulin signaling pathway. In conclusion, the present study identified a host of DEGs and hub genes in KSHV infected endothelial cells which may serve as potential key biomarkers and therapeutic targets, helping us to have a better understanding of the molecular mechanism of KS.", "claims": [{"id": "claim-method", "statement": "The candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r).", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31277155", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "The candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r)."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:31277155", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database."}, {"asset": "source:pmid:31277155", "locator": "sections[3] \"Microarray data\" paragraph 2", "quote": "There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs."}], "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:31277155"], "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:GSE16354"], "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:GSE16354"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:31277155", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1097/MD.0000000000016277", "sha256": "sha256:3e7a123749a2fee879ffe750ab87b4929bc7bddf8cc49c0d167dc99412c9ef28", "bytes": 19662, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1097/MD.0000000000016277", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC6635252", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE16354", "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=GSE16354", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE16354", "version": null, "note": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM410666", "GSM410667", "GSM410668", "GSM410669", "GSM410670", "GSM410671", "GSM410672", "GSM410673", "GSM410674", "GSM410675", "GSM410676", "GSM410677", "GSM410678", "GSM410679", "GSM410680", "GSM410681", "GSM410682", "GSM410683", "GSM410684", "GSM410685", "GSM410686", "GSM410687", "GSM410688", "GSM410689"], "sample_count": 24, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Infection of Lymphatic and Blood Vessel Endothelial Cells (LEC and BEC) with KSHV", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE22522", "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=GSE22522", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE22522", "version": null, "note": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM559251", "GSM559252", "GSM559253", "GSM559254", "GSM559255", "GSM559256"], "sample_count": 6, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Comparison of the transcriptome of K-LEC spheroids to control LEC spheroids", "resolution_checked_at": "2026-11-01T15:39:54Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "asset:table:pmid:31277155:1", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:d34baec9068c7024c6f767593a52735859792c98066a79c99110bad041ed2e46", "bytes": 231, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[10]/table-wrap[1]#T1", "version": null, "note": "GO and KEGG pathway enrichment analysis of DEGs in KSHV infected endothelial cells.", "structure": {"pmcid": "PMC6635252", "section_index": 10, "section_title": "KEGG and GO enrichment analysis of DEGs", "row_count": 0, "column_count": 0}, "table": {"label": "Table 1", "caption": "GO and KEGG pathway enrichment analysis of DEGs in KSHV infected endothelial cells.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[10]/table-wrap[1]#T1"}}, {"id": "asset:table:pmid:31277155:2", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:66192310b4486fd943dcce50e2b1c810f68a70149fbe3863e2f359b65c74ccb5", "bytes": 236, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[1]#T2", "version": null, "note": "GO and KEGG pathway enrichment analysis of hub genes in KSHV infected endothelial cells.", "structure": {"pmcid": "PMC6635252", "section_index": 11, "section_title": "PPI network construction and hub gene analyzing", "row_count": 0, "column_count": 0}, "table": {"label": "Table 2", "caption": "GO and KEGG pathway enrichment analysis of hub genes in KSHV infected endothelial cells.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[1]#T2"}}, {"id": "asset:table:pmid:31277155:3", "role": "table", "format": "jats-table", "media_type": "application/vnd.jats.table+json", "uri": null, "sha256": "sha256:624ba8c3418ce78a6cb242c824c384f1adcd3ee541e1dfce27db741e5fc72cbb", "bytes": 181, "access": "open", "state": "verified", "reader": "read_table", "reader_status": "available", "identifier": "section[11]/table-wrap[2]#T3", "version": null, "note": "Functional roles of 11 hub genes.", "structure": {"pmcid": "PMC6635252", "section_index": 11, "section_title": "PPI network construction and hub gene analyzing", "row_count": 0, "column_count": 0}, "table": {"label": "Table 3", "caption": "Functional roles of 11 hub genes.", "rows": [], "row_count": 0, "column_count": 0, "numeric_cells": 0, "header_rows": 0, "locator": "section[11]/table-wrap[2]#T3"}}], "gaps": ["asset:data:geo:GSE16354 not downloaded", "asset:data:geo:GSE16354 licence not read", "asset:data:geo:GSE22522 not downloaded", "asset:data:geo:GSE22522 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "network_analysis", "specific": "ppi_network", "label": "Network / pathway analysis", "dsl_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["edge_list"], "evidence": {"score": 0.7, "band": "medium", "quote": "protein-protein interaction"}}, {"id": "method-2", "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": "GO enrichment"}}, {"id": "method-3", "family": null, "specific": null, "label": "GEO2R", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "The candidate differentially expressed genes between LECs (BECs) and KSHV infected LECs (BECs) were screened using GEO2R (http://www.ncbi.nlm.nih.gov/geo/geo2r)."}}], "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": ["build_graph", "centrality_scores", "pathway_enrich"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: ppi_network."}, "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": ["GSE16354", "GSE22522"], "resolved_accessions": ["GSE16354", "GSE22522"], "statements": ["Microarray datasets GSE16354 and GSE22522 were downloaded from Gene Expression Omnibus (GEO) database. There were 24 samples in GSE16354, 6 blood vessel endothelial cells (BECs) control samples compared with KSHV 72 hours post infection of blood vessel endothelial cells (BEC); and 6 LECs control samples compared with KSHV 72 hours post infection of LECs."], "basis": "The paper names GSE16354, GSE22522 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": ["build_graph", "centrality_scores", "pathway_enrich"], "assets": ["source:pmid:31277155", "data:geo:GSE16354", "asset:table:pmid:31277155:1", "asset:table:pmid:31277155:2", "asset:table:pmid:31277155:3"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE16354"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-10-31T18:15:24Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 3, "usage": {"prompt_tokens": 15641, "completion_tokens": 1585, "cached_tokens": 5376}}, "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:31277155", "type": "paper", "label": "pmid:31277155"}, {"id": "source:pmid:31277155", "type": "manuscript", "label": "PMID 31277155 full text"}, {"id": "data:geo:GSE16354", "type": "dataset", "label": "GEO GSE16354"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:31277155", "type": "paper", "label": "pmid:31277155"}, {"id": "source:pmid:31277155", "type": "manuscript", "label": "PMID 31277155 full text"}, {"id": "data:geo:GSE16354", "type": "dataset", "label": "GEO GSE16354"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-31277155", "type": "extraction", "used": ["source:pmid:31277155"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE16354", "type": "accession_resolution", "used": ["data:geo:GSE16354"], "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:31277155", "parent_hash": "sha256:342d333b6d748e517d1c5383db44673ed4b01c690a5bf6c80283261c9273d5d0", "fork_of": null, "generation": 7}, "gaps": ["asset:data:geo:GSE16354 licence not read", "asset:data:geo:GSE16354 not downloaded", "asset:data:geo:GSE22522 licence not read", "asset:data:geo:GSE22522 not downloaded", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "microarray", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["ecular mechanisms by bioinformatics methods. Microarray datasets GSE16354 and GSE22522 were download"], "order_basis": "paper_text_order:330", "id": "assay:1"}, {"role": "analysis", "definition_id": "network_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["build_graph", "centrality_scores", "pathway_enrich"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 0.7, "evidence": ["protein-protein interaction"], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}