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

pmid:36057607

Effects of Let-7c on the processing of hepatitis B virus associated liver diseases.

Like Zhang · Xia Jiang · Guiqi Wang · Tatsuo Kanda · Osamu Yokosuka · Congjie Zhai · Lei Zhang · Peng Liu · Zengren Zhao · Zhongxin Li

Infectious agents and cancer · 2022 doi:10.1186/s13027-022-00458-8

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:36057607
kind
science-record
content_hash
sha256:09f7f957d1d4ca40e82f61d5af727506a670a9f4f5fe5ba4bb907994ffbfdd16
schema
https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json
created_at
2026-11-01T18:15:14Z
updated_at
2026-11-01T22:49:57Z
generator object · 2 fields
name
corpus-assay-engine
run_id
reading-sci-2026-11-01
paper object · 10 fields
state
complete
title
Effects of Let-7c on the processing of hepatitis B virus associated liver diseases.
doi
10.1186/s13027-022-00458-8
pmid
36057607
authors array · 10 items
[0]
Like Zhang
[1]
Xia Jiang
[2]
Guiqi Wang
[3]
Tatsuo Kanda
[4]
Osamu Yokosuka
[5]
Congjie Zhai
[6]
Lei Zhang
[7]
Peng Liu
[8]
Zengren Zhao
[9]
Zhongxin Li
journal
Infectious agents and cancer
year
2022
abstract
BACKGROUND: The most common type of cancer of the digestive system is hepatocellular carcinoma. In China, many patients harbour HBV. The lin28B/Let-7c/MYC axis is associated with the occurrence of many cancers. Therefore, we aimed to illuminate the function of the lin28B/Let-7c/MYC axis in hepatocellular carcinoma. We aimed to evaluate the critical involvement of lin28B and Let-7c in the carcinogenesis of human hepatocellular carcinoma (B-HCC). METHODS: Data from the GEO database were used to analyse differentially expressed genes and IRGs. A protein - protein interaction (PPI) network and Venn diagram were generated to analyse relationships. Real-time RT-PCR, Western blotting, and cell counting kit-8 assays were used to examine the association of lin28B, Let-7c, and MYC with cell proliferation. RESULTS: A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database. In addition, 46 let-7c target genes were screened in HBV patients, and the interactions were analysed through PPI network analysis. The results confirmed that Let-7c and its target genes play a key role in HBV-related diseases. Next, we discovered a gradual decrease in Let-7c expression during the progression from HBV-associated chronic hepatitis (B-CH) and HBV-associated liver cirrhosis (B-LC) to B-HCC. We found evidence for a negative association between lin28B expression and Let-7c expression. The expression of MYC was obviously upregulated when Let-7c was inhibited. CONCLUSION: Our results highlight that Let-7c and lin28B participate in the carcinogenesis of HBV-associated diseases through the lin28B/Let-7c/MYC axis.
claims array · 3 items
[0] object · 6 fields
id
claim-method
statement
R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36057607
locator
sections[4] "Identification of DEGs" paragraph 2
quote
R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values.
state
complete
[1] object · 6 fields
id
claim-data-access
statement
All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.
kind
methodological
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36057607
locator
sections[29] "notes" paragraph 1
quote
All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.
state
complete
[2] object · 6 fields
id
claim-target-result
statement
A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database.
kind
qualitative
target
null
evidence array · 1 item
[0] object · 3 fields
asset
source:pmid:36057607
locator
sections[0] "Abstract" paragraph 3
quote
A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database.
state
complete
gaps array · 0 items
experiment object · 8 fields
state
complete
objective
A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database.
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:36057607
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:GSE135860
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:GSE135860
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 · 2 items
[0] object · 15 fields
id
source:pmid:36057607
role
manuscript
format
xml
media_type
application/xml
uri
https://doi.org/10.1186/s13027-022-00458-8
sha256
sha256:09fff7153ecfebb6146519dc6f7efab6967bb22a2997b35439bfed4eb5aee7db
bytes
30135
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
10.1186/s13027-022-00458-8
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
PMC9440497
source
europe_pmc_fulltext
coverage
whole_body_without_references
text_hash_scope
rendered_section_body
[1] object · 15 fields
id
data:geo:GSE135860
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=GSE135860
sha256
null
bytes
null
access
open
state
resolved
reader
null
reader_status
reader_required
identifier
GSE135860
version
null
note
All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.
access_statement_kind
data_availability_statement
sample_accessions array · 12 items
[0]
GSM4036712
[1]
GSM4036713
[2]
GSM4036714
[3]
GSM4036715
[4]
GSM4036716
[5]
GSM4036717
[6]
GSM4036718
[7]
GSM4036719
[8]
GSM4036720
[9]
GSM4036721
[10]
GSM4036722
[11]
GSM4036723
sample_count
12
group_sizes
null
group_sizes_basis
null
platform
16791
taxon
Homo sapiens
title
Multi-omics analysis to study hepatitis B virus-host interaction
resolution_checked_at
2026-11-01T18:06:43Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 2 items
[0]
asset:data:geo:GSE135860 not downloaded
[1]
asset:data:geo:GSE135860 licence not read
analysis object · 4 fields
state
partial
methods array · 4 items
[0] object · 10 fields
id
method-1
family
differential_expression
specific
limma_voom
label
Differential expression analysis
dsl_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
count_matrix_with_condition
evidence object · 3 fields
score
1
band
verbatim
quote
R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values.
[1] object · 10 fields
id
method-2
family
group_comparison
specific
wilcoxon
label
Group comparison
dsl_operations array · 0 items
missing_operations array · 1 item
[0]
group_comparison_wilcoxon
expressible
false
parameters object · 0 fields
data_shapes array · 1 item
[0]
two_or_more_groups_continuous
evidence object · 3 fields
score
0.8
band
high
quote
Wilcoxon
[2] object · 10 fields
id
method-3
family
network_analysis
specific
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
PPI
[3] object · 10 fields
id
method-4
family
contingency_analysis
specific
chi_square
label
Categorical (contingency table) analysis
dsl_operations array · 1 item
[0]
chi_square_test
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
categorical_cross_tabulation
evidence object · 3 fields
score
0.8
band
high
quote
Chi-square
targets array · 0 items
gaps array · 1 item
[0]
method.reader_differs_from_extractor
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]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
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: limma_voom.
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]
GSE135860
resolved_accessions array · 1 item
[0]
GSE135860
statements array · 1 item
[0]
All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.
basis
The paper names GSE135860 in 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]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
assets array · 2 items
[0]
source:pmid:36057607
[1]
data:geo:GSE135860
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:GSE135860
gaps array · 0 items
review object · 5 fields
state
partial
machine_critique object · 5 fields
kind
extraction_review
reader object · 5 fields
model
MiniMax-M3.1-Flash
provider
minimax
provider_family
minimax
read_at
2026-11-01T18:03:11Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
9932
completion_tokens
1662
cached_tokens
264
stages array · 1 item
[0] object · 4 fields
id
extraction
state
complete
reader
MiniMax-M3.1-Flash
provider
minimax
gaps array · 3 items
[0]
review.independent_reader
[1]
review.machine_critique
[2]
review.human_critique
execution object · 5 fields
state
absent
status
not_run
mode
null
runs array · 0 items
gaps array · 1 item
[0]
execution.not_run
provenance object · 7 fields
entities array · 3 items
[0] object · 3 fields
id
pmid:36057607
type
paper
label
pmid:36057607
[1] object · 3 fields
id
source:pmid:36057607
type
manuscript
label
PMID 36057607 full text
[2] object · 3 fields
id
data:geo:GSE135860
type
dataset
label
GEO GSE135860
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:36057607
type
paper
label
pmid:36057607
[1] object · 3 fields
id
source:pmid:36057607
type
manuscript
label
PMID 36057607 full text
[2] object · 3 fields
id
data:geo:GSE135860
type
dataset
label
GEO GSE135860
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-36057607
type
extraction
used array · 1 item
[0]
source:pmid:36057607
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE135860
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE135860
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:36057607
parent_hash
sha256:be9ee667d4d70bafbdd8c8decc99a9a167a257db3f63831066871ca2fb54c724
fork_of
null
gaps array · 7 items
[0]
asset:data:geo:GSE135860 licence not read
[1]
asset:data:geo:GSE135860 not downloaded
[2]
execution.not_run
[3]
method.reader_differs_from_extractor
[4]
review.human_critique
[5]
review.independent_reader
[6]
review.machine_critique
assays array · 4 items
[0] object · 11 fields
role
data_generation
definition_id
western_blot
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]
to analyse relationships. Real-time RT-PCR, Western blotting, and cell counting kit-8 assays were used to
order_basis
paper_text_order:709
id
assay:1
[1] 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
0.99
evidence array · 4 items
[0]
ichuan Medical College, Nanchong, China). We cultured human hepatoma HepG2 cells in Dulbecco’s mod
[1]
, calculated by Chi-square test Cell culture HepG2.2.15 cells containing the complete HBV genom
[2]
Nanchong, China). We cultured human hepatoma HepG2 cells in Dulbecco’s modified Eagle’s medium,
[3]
CH serum samples. c Let-7c expression in the HepG2 group and HepG2.2.15 group. The last group w
order_basis
paper_text_order:4169
id
assay:2
[2] 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
0.99
evidence array · 2 items
[0]
tion of lin28B in the B-HCC samples. We used real-time PCR to detect expression. Overall, the results w
[1]
fected by HBV. All the data were measured by real-time PCR, and experiments were independently repeated
order_basis
paper_text_order:7233
id
assay:3
[3] object · 11 fields
role
analysis
definition_id
differential_expression
definition_version
f2132e96ae6c7a4e
required_operations array · 3 items
[0]
normalise_counts
[1]
differential_expression_fit
[2]
fdr_bh
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values.
order_basis
consumes_earlier_output
id
assay:4
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:36057607", "kind": "science-record", "revision": 5, "content_hash": "sha256:09f7f957d1d4ca40e82f61d5af727506a670a9f4f5fe5ba4bb907994ffbfdd16", "created_at": "2026-11-01T18:15:14Z", "updated_at": "2026-11-01T22:49:57Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Effects of Let-7c on the processing of hepatitis B virus associated liver diseases.", "doi": "10.1186/s13027-022-00458-8", "pmid": "36057607", "authors": ["Like Zhang", "Xia Jiang", "Guiqi Wang", "Tatsuo Kanda", "Osamu Yokosuka", "Congjie Zhai", "Lei Zhang", "Peng Liu", "Zengren Zhao", "Zhongxin Li"], "journal": "Infectious agents and cancer", "year": 2022, "abstract": "BACKGROUND: The most common type of cancer of the digestive system is hepatocellular carcinoma. In China, many patients harbour HBV. The lin28B/Let-7c/MYC axis is associated with the occurrence of many cancers. Therefore, we aimed to illuminate the function of the lin28B/Let-7c/MYC axis in hepatocellular carcinoma. We aimed to evaluate the critical involvement of lin28B and Let-7c in the carcinogenesis of human hepatocellular carcinoma (B-HCC).\nMETHODS: Data from the GEO database were used to analyse differentially expressed genes and IRGs. A protein - protein interaction (PPI) network and Venn diagram were generated to analyse relationships. Real-time RT-PCR, Western blotting, and cell counting kit-8 assays were used to examine the association of lin28B, Let-7c, and MYC with cell proliferation.\nRESULTS: A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database. In addition, 46 let-7c target genes were screened in HBV patients, and the interactions were analysed through PPI network analysis. The results confirmed that Let-7c and its target genes play a key role in HBV-related diseases. Next, we discovered a gradual decrease in Let-7c expression during the progression from HBV-associated chronic hepatitis (B-CH) and HBV-associated liver cirrhosis (B-LC) to B-HCC. We found evidence for a negative association between lin28B expression and Let-7c expression. The expression of MYC was obviously upregulated when Let-7c was inhibited.\nCONCLUSION: Our results highlight that Let-7c and lin28B participate in the carcinogenesis of HBV-associated diseases through the lin28B/Let-7c/MYC axis.", "claims": [{"id": "claim-method", "statement": "R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36057607", "locator": "sections[4] \"Identification of DEGs\" paragraph 2", "quote": "R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values."}], "state": "complete"}, {"id": "claim-data-access", "statement": "All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:36057607", "locator": "sections[29] \"notes\" paragraph 1", "quote": "All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available."}], "state": "complete"}, {"id": "claim-target-result", "statement": "A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:36057607", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "A total of 2552 functionally annotated differentially expressed RNAs were analysed in HBV patients from the GSE135860 database.", "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:36057607"], "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:GSE135860"], "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:GSE135860"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:36057607", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13027-022-00458-8", "sha256": "sha256:09fff7153ecfebb6146519dc6f7efab6967bb22a2997b35439bfed4eb5aee7db", "bytes": 30135, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s13027-022-00458-8", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC9440497", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE135860", "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=GSE135860", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE135860", "version": null, "note": "All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available.", "access_statement_kind": "data_availability_statement", "sample_accessions": ["GSM4036712", "GSM4036713", "GSM4036714", "GSM4036715", "GSM4036716", "GSM4036717", "GSM4036718", "GSM4036719", "GSM4036720", "GSM4036721", "GSM4036722", "GSM4036723"], "sample_count": 12, "group_sizes": null, "group_sizes_basis": null, "platform": "16791", "taxon": "Homo sapiens", "title": "Multi-omics analysis to study hepatitis B virus-host interaction", "resolution_checked_at": "2026-11-01T18:06:43Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:GSE135860 not downloaded", "asset:data:geo:GSE135860 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "limma_voom", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "verbatim", "quote": "R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "network_analysis", "specific": "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": "PPI"}}, {"id": "method-4", "family": "contingency_analysis", "specific": "chi_square", "label": "Categorical (contingency table) analysis", "dsl_operations": ["chi_square_test"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["categorical_cross_tabulation"], "evidence": {"score": 0.8, "band": "high", "quote": "Chi-square"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "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": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: limma_voom."}, "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": ["GSE135860"], "resolved_accessions": ["GSE135860"], "statements": ["All data generated during this study are included in this published article. The data that support the findings of this study are available from [https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE135860] but restrictions apply to the availability of these data, which were used under license for the current study, and so are not publicly available."], "basis": "The paper names GSE135860 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:36057607", "data:geo:GSE135860"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE135860"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:03:11Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 9932, "completion_tokens": 1662, "cached_tokens": 264}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:36057607", "type": "paper", "label": "pmid:36057607"}, {"id": "source:pmid:36057607", "type": "manuscript", "label": "PMID 36057607 full text"}, {"id": "data:geo:GSE135860", "type": "dataset", "label": "GEO GSE135860"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36057607", "type": "paper", "label": "pmid:36057607"}, {"id": "source:pmid:36057607", "type": "manuscript", "label": "PMID 36057607 full text"}, {"id": "data:geo:GSE135860", "type": "dataset", "label": "GEO GSE135860"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36057607", "type": "extraction", "used": ["source:pmid:36057607"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE135860", "type": "accession_resolution", "used": ["data:geo:GSE135860"], "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:36057607", "parent_hash": "sha256:be9ee667d4d70bafbdd8c8decc99a9a167a257db3f63831066871ca2fb54c724", "fork_of": null, "generation": 4}, "gaps": ["asset:data:geo:GSE135860 licence not read", "asset:data:geo:GSE135860 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "western_blot", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["to analyse relationships. Real-time RT-PCR, Western blotting, and cell counting kit-8 assays were used to"], "order_basis": "paper_text_order:709", "id": "assay:1"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["ichuan Medical College, Nanchong, China). We cultured human hepatoma HepG2 cells in Dulbecco’s mod", ", calculated by Chi-square test Cell culture HepG2.2.15 cells containing the complete HBV genom", "Nanchong, China). We cultured human hepatoma HepG2 cells in Dulbecco’s modified Eagle’s medium,", "CH serum samples. c Let-7c expression in the HepG2 group and HepG2.2.15 group. The last group w"], "order_basis": "paper_text_order:4169", "id": "assay:2"}, {"role": "data_generation", "definition_id": "qpcr", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["tion of lin28B in the B-HCC samples. We used real-time PCR to detect expression. Overall, the results w", "fected by HBV. All the data were measured by real-time PCR, and experiments were independently repeated"], "order_basis": "paper_text_order:7233", "id": "assay:3"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["R software’s limma package was used to carry out the differential gene analysis. A false discovery rate (FDR) < 0.05 and log2 | fold change |> 1 were employed as cut-off values."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}