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

pmid:34659894

Sphingosine 1-phosphate (S1P) produced by sphingosine kinase 1 (SphK1) and exported via ABCC1 is related to hepatocellular carcinoma (HCC) progression.

Vikas Satyananda · Masanori Oshi · Yoshihisa Tokumaru · Aparna Maiti · Nitai Hait · Ryusei Matsuyama · Itaru Endo · Kazuaki Takabe

American journal of cancer research · 2021

Paper

partial

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:34659894
kind
science-record
content_hash
sha256:20e4a749ef5508574f6517055f56b9d91c70de539888fc7faa2bd56060cf5f79
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T17:36:19Z
updated_at
2026-11-01T21:26:27Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
partial
title
Sphingosine 1-phosphate (S1P) produced by sphingosine kinase 1 (SphK1) and exported via ABCC1 is related to hepatocellular carcinoma (HCC) progression.
doi
null
pmid
34659894
authors array · 8 items
[0]
Vikas Satyananda
[1]
Masanori Oshi
[2]
Yoshihisa Tokumaru
[3]
Aparna Maiti
[4]
Nitai Hait
[5]
Ryusei Matsuyama
[6]
Itaru Endo
[7]
Kazuaki Takabe
journal
American journal of cancer research
year
2021
abstract
Sphingosine-1-Phosphate (S1P) is produced by Sphingosine Kinase 1 (SphK1) in the cell and is transported out of the cells by ABCC1 transporter. S1P induces inflammation, angiogenesis and modulates tumor immune microenvironment (TIME) in autocrine and paracrine manner. We hypothesized that high S1P export is associated with hepatocellular carcinoma (HCC) progression and worse survival. Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts. Both SphK1 and ABCC1 were expressed higher in aggressive HCC than normal liver or cirrhosis and correlated with MKi67 expression. High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis. High S1P export was associated with elevation of HGF, HSP90AA1, TRAF2, and AKR1B10. It was also associated with high intratumor heterogeneity, leucocyte fraction, macrophage regulation and lymphocyte infiltration, as well as T helper type2 cells, macrophages, dendritic cells, CD4+ T memory activated cells, B-cells and cytolytic activity score in TIME. High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group. In conclusion, simultaneous high expression of SphK1 and ABCC1 that reflect S1P export is associated with enhancement of both HCC progression and immune response. Given that S1P export was also associated with worse survival, we cannot help but speculate that pro-cancer pathways activated by S1P may overwhelm the anti-cancer immune response mediated by S1P.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34659894
locator
sections[0] "Abstract" paragraph 1
quote
High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34659894
locator
sections[0] "Abstract" paragraph 1
quote
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:34659894
locator
sections[0] "Abstract" paragraph 1
quote
High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group.
state
complete
gaps array · 1 item
[0]
doi
experiment object · 8 fields
state
complete
objective
High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group.
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:34659894
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:GSE6764
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:GSE6764
outputs array · 1 item
[0]
the replicated result and its comparison
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
state
partial
assets array · 3 items
[0] object · 15 fields
id
source:pmid:34659894
role
manuscript
format
xml
media_type
application/xml
uri
null
sha256
sha256:a17a2440790801e848958217e9d65f9a6e3a714c62f96b73e2b1e558d3328b63
bytes
1966
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
34659894
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
PMC8493375
source
ncbi_pmc_fulltext
coverage
whole_body
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE6764
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=GSE6764
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE6764
version
null
note
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
access_statement_kind
repository_route_statement
sample_accessions array · 75 items
[0]
GSM155919
[1]
GSM155920
[2]
GSM155921
[3]
GSM155922
[4]
GSM155923
[5]
GSM155924
[6]
GSM155925
[7]
GSM155926
[8]
GSM155927
[9]
GSM155928
[10]
GSM155929
[11]
GSM155930
[12]
GSM155931
[13]
GSM155932
[14]
GSM155933
[15]
GSM155934
[16]
GSM155935
[17]
GSM155936
[18]
GSM155937
[19]
GSM155938
[20]
GSM155939
[21]
GSM155940
[22]
GSM155941
[23]
GSM155942
[24]
GSM155943
[25]
GSM155944
[26]
GSM155945
[27]
GSM155946
[28]
GSM155947
[29]
GSM155948
[30]
GSM155949
[31]
GSM155950
[32]
GSM155951
[33]
GSM155952
[34]
GSM155953
[35]
GSM155954
[36]
GSM155955
[37]
GSM155956
[38]
GSM155957
[39]
GSM155958
[40]
GSM155959
[41]
GSM155960
[42]
GSM155961
[43]
GSM155962
[44]
GSM155963
[45]
GSM155964
[46]
GSM155965
[47]
GSM155966
[48]
GSM155967
[49]
GSM155968
[50]
GSM155969
[51]
GSM155970
[52]
GSM155971
[53]
GSM155972
[54]
GSM155973
[55]
GSM155974
[56]
GSM155975
[57]
GSM155976
[58]
GSM155977
[59]
GSM155978
[60]
GSM155979
[61]
GSM155980
[62]
GSM155981
[63]
GSM155982
[64]
GSM155983
[65]
GSM155984
[66]
GSM155985
[67]
GSM155986
[68]
GSM155987
[69]
GSM155988
[70]
GSM155989
[71]
GSM155990
[72]
GSM155991
[73]
GSM155992
[74]
GSM155993
sample_count
75
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Genome-wide molecular profiles of HCV-induced dysplasia and hepatocellular carcinoma
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
[2] object · 15 fields
id
data:geo:GSE89377
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=GSE89377
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE89377
version
null
note
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
access_statement_kind
repository_route_statement
sample_accessions array · 107 items
[0]
GSM2367554
[1]
GSM2367555
[2]
GSM2367556
[3]
GSM2367557
[4]
GSM2367558
[5]
GSM2367559
[6]
GSM2367560
[7]
GSM2367561
[8]
GSM2367562
[9]
GSM2367563
[10]
GSM2367564
[11]
GSM2367565
[12]
GSM2367566
[13]
GSM2367567
[14]
GSM2367568
[15]
GSM2367569
[16]
GSM2367570
[17]
GSM2367571
[18]
GSM2367572
[19]
GSM2367573
[20]
GSM2367574
[21]
GSM2367575
[22]
GSM2367576
[23]
GSM2367577
[24]
GSM2367578
[25]
GSM2367579
[26]
GSM2367580
[27]
GSM2367581
[28]
GSM2367582
[29]
GSM2367583
[30]
GSM2367584
[31]
GSM2367585
[32]
GSM2367586
[33]
GSM2367587
[34]
GSM2367588
[35]
GSM2367589
[36]
GSM2367590
[37]
GSM2367591
[38]
GSM2367592
[39]
GSM2367593
[40]
GSM2367594
[41]
GSM2367595
[42]
GSM2367596
[43]
GSM2367597
[44]
GSM2367598
[45]
GSM2367599
[46]
GSM2367600
[47]
GSM2367601
[48]
GSM2367602
[49]
GSM2367603
[50]
GSM2367604
[51]
GSM2367605
[52]
GSM2367606
[53]
GSM2367607
[54]
GSM2367608
[55]
GSM2367609
[56]
GSM2367610
[57]
GSM2367611
[58]
GSM2367612
[59]
GSM2367613
[60]
GSM2367614
[61]
GSM2367615
[62]
GSM2367616
[63]
GSM2367617
[64]
GSM2367618
[65]
GSM2367619
[66]
GSM2367620
[67]
GSM2367621
[68]
GSM2367622
[69]
GSM2367623
[70]
GSM2367624
[71]
GSM2367625
[72]
GSM2367626
[73]
GSM2367627
[74]
GSM2367628
[75]
GSM2367629
[76]
GSM2367630
[77]
GSM2367631
[78]
GSM2367632
[79]
GSM2367633
[80]
GSM2367634
[81]
GSM2367635
[82]
GSM2367636
[83]
GSM2367637
[84]
GSM2367638
[85]
GSM2367639
[86]
GSM2367640
[87]
GSM2367641
[88]
GSM2367642
[89]
GSM2367643
[90]
GSM2367644
[91]
GSM2367645
[92]
GSM2367646
[93]
GSM2367647
[94]
GSM2367648
[95]
GSM2367649
[96]
GSM2367650
[97]
GSM2367651
[98]
GSM2367652
[99]
GSM2367653
[100]
GSM2367654
[101]
GSM2367655
[102]
GSM2367656
[103]
GSM2367657
[104]
GSM2367658
[105]
GSM2367659
[106]
GSM2367660
sample_count
107
group_sizes
null
group_sizes_basis
null
platform
6947
taxon
Homo sapiens
title
Identifying novel drivers of human hepatocellular carcinoma and revealing clinical relevance as early diagnostic and prognostic biomarker
resolution_checked_at
2026-11-01T15:39:55Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 4 items
[0]
asset:data:geo:GSE6764 not downloaded
[1]
asset:data:geo:GSE6764 licence not read
[2]
asset:data:geo:GSE89377 not downloaded
[3]
asset:data:geo:GSE89377 licence not read
analysis object · 4 fields
state
partial
methods array · 1 item
[0] object · 10 fields
id
method-1
family
null
specific
null
label
gene set enrichment analysis
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
High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis.
targets array · 0 items
gaps array · 1 item
[0]
method.reader_named_unmapped
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
blocked
tier
R4
blocking_axis
method
blocked_on
method:not_determinable
axes object · 3 fields
method object · 5 fields
tier
R4
expressible
false
required_operations array · 0 items
missing_operations array · 0 items
basis
The reader quoted the method the paper names (gene set enrichment analysis), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible.
capability object · 4 fields
tier
R1
capability_id
capability:computational_analysis
availability_state
owned
basis
The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here.
data object · 6 fields
tier
R1
reachable
true
accessions array · 2 items
[0]
GSE6764
[1]
GSE89377
resolved_accessions array · 2 items
[0]
GSE6764
[1]
GSE89377
statements array · 1 item
[0]
Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.
basis
The paper names GSE6764, GSE89377 in GSE6764 and the accession resolves in the repository. No dataset was downloaded and no licence was read.
can_run object · 3 fields
dsl_operations array · 0 items
assets array · 2 items
[0]
source:pmid:34659894
[1]
data:geo:GSE6764
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:GSE6764
gaps array · 1 item
[0]
method:not_determinable
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T17:04:15Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
null
calls
5
usage object · 3 fields
prompt_tokens
2091
completion_tokens
1371
cached_tokens
128
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:34659894
type
paper
label
pmid:34659894
[1] object · 3 fields
id
source:pmid:34659894
type
manuscript
label
PMID 34659894 full text
[2] object · 3 fields
id
data:geo:GSE6764
type
dataset
label
GEO GSE6764
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:34659894
type
paper
label
pmid:34659894
[1] object · 3 fields
id
source:pmid:34659894
type
manuscript
label
PMID 34659894 full text
[2] object · 3 fields
id
data:geo:GSE6764
type
dataset
label
GEO GSE6764
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-34659894
type
extraction
used array · 1 item
[0]
source:pmid:34659894
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE6764
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE6764
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:34659894
parent_hash
sha256:cb66ef75b0c6dcaf3ebbebb1e81ce735917be5f737d12bc6e1b0c8aee0cd90fa
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE6764 licence not read
[1]
asset:data:geo:GSE6764 not downloaded
[2]
asset:data:geo:GSE89377 licence not read
[3]
asset:data:geo:GSE89377 not downloaded
[4]
doi
[5]
execution.not_run
[6]
method.reader_named_unmapped
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
Complete file
{"sci_version": "1.0", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:34659894", "kind": "science-record", "revision": 3, "content_hash": "sha256:20e4a749ef5508574f6517055f56b9d91c70de539888fc7faa2bd56060cf5f79", "created_at": "2026-11-01T17:36:19Z", "updated_at": "2026-11-01T21:26:27Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "partial", "title": "Sphingosine 1-phosphate (S1P) produced by sphingosine kinase 1 (SphK1) and exported via ABCC1 is related to hepatocellular carcinoma (HCC) progression.", "doi": null, "pmid": "34659894", "authors": ["Vikas Satyananda", "Masanori Oshi", "Yoshihisa Tokumaru", "Aparna Maiti", "Nitai Hait", "Ryusei Matsuyama", "Itaru Endo", "Kazuaki Takabe"], "journal": "American journal of cancer research", "year": 2021, "abstract": "Sphingosine-1-Phosphate (S1P) is produced by Sphingosine Kinase 1 (SphK1) in the cell and is transported out of the cells by ABCC1 transporter. S1P induces inflammation, angiogenesis and modulates tumor immune microenvironment (TIME) in autocrine and paracrine manner. We hypothesized that high S1P export is associated with hepatocellular carcinoma (HCC) progression and worse survival. Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts. Both SphK1 and ABCC1 were expressed higher in aggressive HCC than normal liver or cirrhosis and correlated with MKi67 expression. High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis. High S1P export was associated with elevation of HGF, HSP90AA1, TRAF2, and AKR1B10. It was also associated with high intratumor heterogeneity, leucocyte fraction, macrophage regulation and lymphocyte infiltration, as well as T helper type2 cells, macrophages, dendritic cells, CD4+ T memory activated cells, B-cells and cytolytic activity score in TIME. High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group. In conclusion, simultaneous high expression of SphK1 and ABCC1 that reflect S1P export is associated with enhancement of both HCC progression and immune response. Given that S1P export was also associated with worse survival, we cannot help but speculate that pro-cancer pathways activated by S1P may overwhelm the anti-cancer immune response mediated by S1P.", "claims": [{"id": "claim-method", "statement": "High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34659894", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis."}], "state": "complete"}, {"id": "claim-data-access", "statement": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:34659894", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts."}], "state": "complete"}, {"id": "claim-target-result", "statement": "High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:34659894", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group."}], "state": "complete"}], "gaps": ["doi"]}, "experiment": {"state": "complete", "objective": "High S1P export was associated with significantly worse disease specific survival (P = 0.034) and overall survival (P = 0.004) compared to low S1P export group.", "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:34659894"], "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:GSE6764"], "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:GSE6764"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:34659894", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": null, "sha256": "sha256:a17a2440790801e848958217e9d65f9a6e3a714c62f96b73e2b1e558d3328b63", "bytes": 1966, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "34659894", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC8493375", "source": "ncbi_pmc_fulltext", "coverage": "whole_body", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE6764", "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=GSE6764", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE6764", "version": null, "note": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM155919", "GSM155920", "GSM155921", "GSM155922", "GSM155923", "GSM155924", "GSM155925", "GSM155926", "GSM155927", "GSM155928", "GSM155929", "GSM155930", "GSM155931", "GSM155932", "GSM155933", "GSM155934", "GSM155935", "GSM155936", "GSM155937", "GSM155938", "GSM155939", "GSM155940", "GSM155941", "GSM155942", "GSM155943", "GSM155944", "GSM155945", "GSM155946", "GSM155947", "GSM155948", "GSM155949", "GSM155950", "GSM155951", "GSM155952", "GSM155953", "GSM155954", "GSM155955", "GSM155956", "GSM155957", "GSM155958", "GSM155959", "GSM155960", "GSM155961", "GSM155962", "GSM155963", "GSM155964", "GSM155965", "GSM155966", "GSM155967", "GSM155968", "GSM155969", "GSM155970", "GSM155971", "GSM155972", "GSM155973", "GSM155974", "GSM155975", "GSM155976", "GSM155977", "GSM155978", "GSM155979", "GSM155980", "GSM155981", "GSM155982", "GSM155983", "GSM155984", "GSM155985", "GSM155986", "GSM155987", "GSM155988", "GSM155989", "GSM155990", "GSM155991", "GSM155992", "GSM155993"], "sample_count": 75, "group_sizes": null, "group_sizes_basis": null, "platform": "570", "taxon": "Homo sapiens", "title": "Genome-wide molecular profiles of HCV-induced dysplasia and hepatocellular carcinoma", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:GSE89377", "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=GSE89377", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE89377", "version": null, "note": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts.", "access_statement_kind": "repository_route_statement", "sample_accessions": ["GSM2367554", "GSM2367555", "GSM2367556", "GSM2367557", "GSM2367558", "GSM2367559", "GSM2367560", "GSM2367561", "GSM2367562", "GSM2367563", "GSM2367564", "GSM2367565", "GSM2367566", "GSM2367567", "GSM2367568", "GSM2367569", "GSM2367570", "GSM2367571", "GSM2367572", "GSM2367573", "GSM2367574", "GSM2367575", "GSM2367576", "GSM2367577", "GSM2367578", "GSM2367579", "GSM2367580", "GSM2367581", "GSM2367582", "GSM2367583", "GSM2367584", "GSM2367585", "GSM2367586", "GSM2367587", "GSM2367588", "GSM2367589", "GSM2367590", "GSM2367591", "GSM2367592", "GSM2367593", "GSM2367594", "GSM2367595", "GSM2367596", "GSM2367597", "GSM2367598", "GSM2367599", "GSM2367600", "GSM2367601", "GSM2367602", "GSM2367603", "GSM2367604", "GSM2367605", "GSM2367606", "GSM2367607", "GSM2367608", "GSM2367609", "GSM2367610", "GSM2367611", "GSM2367612", "GSM2367613", "GSM2367614", "GSM2367615", "GSM2367616", "GSM2367617", "GSM2367618", "GSM2367619", "GSM2367620", "GSM2367621", "GSM2367622", "GSM2367623", "GSM2367624", "GSM2367625", "GSM2367626", "GSM2367627", "GSM2367628", "GSM2367629", "GSM2367630", "GSM2367631", "GSM2367632", "GSM2367633", "GSM2367634", "GSM2367635", "GSM2367636", "GSM2367637", "GSM2367638", "GSM2367639", "GSM2367640", "GSM2367641", "GSM2367642", "GSM2367643", "GSM2367644", "GSM2367645", "GSM2367646", "GSM2367647", "GSM2367648", "GSM2367649", "GSM2367650", "GSM2367651", "GSM2367652", "GSM2367653", "GSM2367654", "GSM2367655", "GSM2367656", "GSM2367657", "GSM2367658", "GSM2367659", "GSM2367660"], "sample_count": 107, "group_sizes": null, "group_sizes_basis": null, "platform": "6947", "taxon": "Homo sapiens", "title": "Identifying novel drivers of human hepatocellular carcinoma and revealing clinical relevance as early diagnostic and prognostic biomarker", "resolution_checked_at": "2026-11-01T15:39:55Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE6764 not downloaded", "asset:data:geo:GSE6764 licence not read", "asset:data:geo:GSE89377 not downloaded", "asset:data:geo:GSE89377 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": null, "specific": null, "label": "gene set enrichment analysis", "dsl_operations": [], "missing_operations": [], "expressible": null, "parameters": {}, "data_shapes": [], "evidence": {"score": 1.0, "band": "verbatim", "quote": "High S1P export by high expression of both SphK1 and ABCC1 enriched gene sets related with cell proliferation (E2F targets, G2M checkpoint, MYC targets), inflammation (Inflammatory response, TNFα, IL6), angiogenesis, metastasis (TGF-β, epithelial-mesenchymal transition), and immune response (allograft rejection, complement, interferon-gamma) in gene set enrichment analysis."}}], "targets": [], "gaps": ["method.reader_named_unmapped"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "blocked", "tier": "R4", "blocking_axis": "method", "blocked_on": "method:not_determinable", "axes": {"method": {"tier": "R4", "expressible": false, "required_operations": [], "missing_operations": [], "basis": "The reader quoted the method the paper names (gene set enrichment analysis), but the corpus's method extractor could not map it onto a DSL operation, so the method is published but not expressible."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE6764", "GSE89377"], "resolved_accessions": ["GSE6764", "GSE89377"], "statements": ["Transcriptome linked with clinical data were obtained from a total of 533 patients from TCGA (The Cancer Genome Atlas)-HCC (n = 350), GSE6764 (n = 75), and GSE89377 (n = 108) cohorts."], "basis": "The paper names GSE6764, GSE89377 in GSE6764 and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": [], "assets": ["source:pmid:34659894", "data:geo:GSE6764"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE6764"]}, "gaps": ["method:not_determinable"]}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T17:04:15Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": null}, "calls": 5, "usage": {"prompt_tokens": 2091, "completion_tokens": 1371, "cached_tokens": 128}}, "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:34659894", "type": "paper", "label": "pmid:34659894"}, {"id": "source:pmid:34659894", "type": "manuscript", "label": "PMID 34659894 full text"}, {"id": "data:geo:GSE6764", "type": "dataset", "label": "GEO GSE6764"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:34659894", "type": "paper", "label": "pmid:34659894"}, {"id": "source:pmid:34659894", "type": "manuscript", "label": "PMID 34659894 full text"}, {"id": "data:geo:GSE6764", "type": "dataset", "label": "GEO GSE6764"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-34659894", "type": "extraction", "used": ["source:pmid:34659894"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE6764", "type": "accession_resolution", "used": ["data:geo:GSE6764"], "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:34659894", "parent_hash": "sha256:cb66ef75b0c6dcaf3ebbebb1e81ce735917be5f737d12bc6e1b0c8aee0cd90fa", "fork_of": null, "generation": 2}, "gaps": ["asset:data:geo:GSE6764 licence not read", "asset:data:geo:GSE6764 not downloaded", "asset:data:geo:GSE89377 licence not read", "asset:data:geo:GSE89377 not downloaded", "doi", "execution.not_run", "method.reader_named_unmapped", "review.human_critique", "review.independent_reader", "review.machine_critique"]}