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pmid:37165402

The combination therapy of isomucronulatol 7-O-beta-glucoside (IMG) and CEP-9722 targeting ferroptosis-related biomarkers in non-small cell lung cancer (NSCLC).

Xiaofei Cui · Chang Liu · Penghua Dong · Chao Liu · Yu Bai

BMC pulmonary medicine · 2023 doi:10.1186/s12890-023-02445-0

Paper

complete

Experiment

complete

Data

partial

Analysis

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Execution

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:37165402
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2026-11-01T19:01:50Z
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2026-11-01T22:51:51Z
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title
The combination therapy of isomucronulatol 7-O-beta-glucoside (IMG) and CEP-9722 targeting ferroptosis-related biomarkers in non-small cell lung cancer (NSCLC).
doi
10.1186/s12890-023-02445-0
pmid
37165402
authors array · 5 items
[0]
Xiaofei Cui
[1]
Chang Liu
[2]
Penghua Dong
[3]
Chao Liu
[4]
Yu Bai
journal
BMC pulmonary medicine
year
2023
abstract
BACKGROUND: NSCLC is a malignant tumor with a high incidence. Ferroptosis presents an essential function in regulating carcinogenesis and tumor progression. However, the ferroptosis-associated prognostic model based on single-cell sequencing of NSCLC remains unexplored. Our study aims to establish a potential predictive model for NSCLC patients and provide available targeted drugs for clinical treatment. METHODS: The data on NSCLC patients were collected from TCGA and GEO databases to analyze their gene expression profiles. ConsensusCluster was adopted to divide the patients into different groups based on ferroptosis-related genes. Then, the univariable Cox and LASSO analyses were applied to data analysis and model establishment. Single-cell analysis was used to explore the risk score genes in different cell populations and states. The protein levels of these genes were also investigated through the HPA database. Drug sensitivity was evaluated in CellMiner database. CCK8 and colony formation assays were performed to validate potential drugs' effects on lung cancer cell lines. RESULTS: A ferroptosis-related prognostic model involving 14 genes in NSCLC patients was established. The risk score model was developed in training set GSE31210 and validated in the test set TCGA. The low-risk score group showed a better prognosis than the high-risk score group. The single-cell analysis revealed that the risk score genes were mainly derived from lung tumor cells. Most risk score genes were more highly expressed in tumor tissue than in normal tissue, according to the HPA database. Besides, these genes were associated with 106 drugs in CellMiner database. Finally, the drug effects on NSCLC cell growth were evaluated by cck8 and colony formation. CONCLUSIONS: We identified an effective ferroptosis-related prognostic model based on single-cell sequencing. The potential prediction model is devoted to exploring clinical therapeutic targets for NSCLC.
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The relationship between genes and overall survival (OS) was analyzed by using LASSO COX regression analysis.
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The relationship between genes and overall survival (OS) was analyzed by using LASSO COX regression analysis.
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The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/).
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sections[33] "notes" paragraph 1
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The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/).
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A ferroptosis-related prognostic model involving 14 genes in NSCLC patients was established, with the low-risk score group showing a better prognosis than the high-risk score group.
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sections[0] "Abstract" paragraph 3
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A ferroptosis-related prognostic model involving 14 genes in NSCLC patients was established.
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sections[0] "Abstract" paragraph 3
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The low-risk score group showed a better prognosis than the high-risk score group.
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A ferroptosis-related prognostic model involving 14 genes in NSCLC patients was established, with the low-risk score group showing a better prognosis than the high-risk score group.
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reader_status
reader_required
identifier
GSE31210
version
null
note
The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/).
structure object · 15 fields
repository
GEO
access_route
GEO accession URL
access_statement_verbatim
The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/).
access_statement_kind
data_availability_statement
sample_accessions array · 246 items
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[48]
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[49]
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[63]
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[72]
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[73]
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[245]
GSM773785
sample_count
246
group_sizes
null
group_sizes_basis
null
platform
570
taxon
Homo sapiens
title
Gene expression data for pathological stage I-II lung adenocarcinomas
resolution_checked_at
2026-11-01T15:39:54Z
resolution_check
identifier_resolution_only_no_download_no_licence_read
downloaded
false
licence_read
false
gaps array · 6 items
[0]
asset:data:geo:GSE131907 not downloaded
[1]
asset:data:geo:GSE131907 licence not read
[2]
asset:data:geo:GSE30219 not downloaded
[3]
asset:data:geo:GSE30219 licence not read
[4]
asset:data:geo:GSE31210 not downloaded
[5]
asset:data:geo:GSE31210 licence not read
analysis object · 4 fields
state
complete
methods array · 2 items
[0] object · 10 fields
id
method-1
family
survival_analysis
specific
cox_proportional_hazards
label
Survival analysis
dsl_operations array · 1 item
[0]
cox_ph
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
1
band
verbatim
quote
The relationship between genes and overall survival (OS) was analyzed by using LASSO COX regression analysis.
[1] object · 10 fields
id
method-2
family
survival_analysis
specific
kaplan_meier
label
Survival analysis
dsl_operations array · 1 item
[0]
survival_km
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[0]
time_to_event_with_censoring
evidence object · 3 fields
score
0.8
band
high
quote
KM
targets array · 0 items
gaps array · 0 items
capability object · 3 fields
state
complete
requirements array · 1 item
[0] object · 6 fields
capability_id
capability:computational_analysis
label
Computational analysis platform
assay_families array · 9 items
[0]
meta_analysis
[1]
machine_learning
[2]
survival_analysis
[3]
statistical_regression
[4]
pca
[5]
molecular_docking
[6]
network_analysis
[7]
differential_expression
[8]
gwas
candidate
Automated Assays Laravel application and simulated adapters
gaps array · 0 items
readiness object · 8 fields
state
complete
tier
R1
blocked_on
nothing:replicable_now
axes object · 3 fields
method object · 5 fields
tier
R1
expressible
true
required_operations array · 1 item
[0]
cox_ph
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: cox_proportional_hazards.
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 · 3 items
[0]
GSE31210
[1]
GSE30219
[2]
GSE131907
resolved_accessions array · 3 items
[0]
GSE31210
[1]
GSE30219
[2]
GSE131907
statements array · 1 item
[0]
The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/).
basis
The paper names GSE31210, GSE30219, GSE131907 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 · 1 item
[0]
cox_ph
assets array · 2 items
[0]
source:pmid:37165402
[1]
data:geo:GSE131907
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:GSE131907
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
2026-11-01T18:39:14Z
independence
single_reader
evidence_check object · 2 fields
method
verbatim
availability
verbatim
calls
5
usage object · 3 fields
prompt_tokens
11120
completion_tokens
2191
cached_tokens
256
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:37165402
type
paper
label
pmid:37165402
[1] object · 3 fields
id
source:pmid:37165402
type
manuscript
label
PMID 37165402 full text
[2] object · 3 fields
id
data:geo:GSE131907
type
dataset
label
GEO GSE131907
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:37165402
type
paper
label
pmid:37165402
[1] object · 3 fields
id
source:pmid:37165402
type
manuscript
label
PMID 37165402 full text
[2] object · 3 fields
id
data:geo:GSE131907
type
dataset
label
GEO GSE131907
agent
agent:corpus-assay-engine
[1] object · 4 fields
id
activity-read-37165402
type
extraction
used array · 1 item
[0]
source:pmid:37165402
agent
agent:minimax-reader
[2] object · 4 fields
id
activity-resolve-GSE131907
type
accession_resolution
used array · 1 item
[0]
data:geo:GSE131907
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:37165402
parent_hash
sha256:a4a3f26287c1c2d3bff2e11a5591a817623c2cf0b775e4c99df1fa015fcd546d
fork_of
null
gaps array · 10 items
[0]
asset:data:geo:GSE131907 licence not read
[1]
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[2]
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[3]
asset:data:geo:GSE30219 not downloaded
[4]
asset:data:geo:GSE31210 licence not read
[5]
asset:data:geo:GSE31210 not downloaded
[6]
execution.not_run
[7]
review.human_critique
[8]
review.independent_reader
[9]
review.machine_critique
assays array · 3 items
[0] object · 11 fields
role
data_generation
definition_id
apoptosis_assay
definition_version
99e1195c7d6f
required_operations array · 0 items
support_state
partial
source_hashes object · 1 field
assay_lexicon
99e1195c7d6f
confidence
0.99
evidence array · 2 items
[0]
itivity was evaluated in CellMiner database. CCK8 and colony formation assays were performed t
[1]
fects on NSCLC cell growth were evaluated by cck8 and colony formation. CONCLUSIONS: We identi
order_basis
paper_text_order:1097
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 · 3 items
[0]
lture collection (ATCC). The A549 cells were cultured in McCoy’s 5A medium, supplemented with 10% bov
[1]
lines and cell culture Lung cancer cell line A549 was provided by American type culture collec
[2]
American type culture collection (ATCC). The A549 cells were cultured in McCoy’s 5A medium, su
order_basis
paper_text_order:2142
id
assay:2
[2] object · 11 fields
role
analysis
definition_id
survival_analysis
definition_version
f2132e96ae6c7a4e
required_operations array · 1 item
[0]
cox_ph
support_state
supported
source_hashes object · 1 field
dsl_catalogue
f2132e96ae6c7a4e
evidence array · 1 item
[0]
The relationship between genes and overall survival (OS) was analyzed by using LASSO COX regression analysis.
order_basis
consumes_earlier_output
id
assay:3
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:37165402", "kind": "science-record", "revision": 4, "content_hash": "sha256:8fd3e664eb669f1774e36ec9a9afa83cd2771beee0931f8dcb090bf22a9c706b", "created_at": "2026-11-01T19:01:50Z", "updated_at": "2026-11-01T22:51:51Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "The combination therapy of isomucronulatol 7-O-beta-glucoside (IMG) and CEP-9722 targeting ferroptosis-related biomarkers in non-small cell lung cancer (NSCLC).", "doi": "10.1186/s12890-023-02445-0", "pmid": "37165402", "authors": ["Xiaofei Cui", "Chang Liu", "Penghua Dong", "Chao Liu", "Yu Bai"], "journal": "BMC pulmonary medicine", "year": 2023, "abstract": "BACKGROUND: NSCLC is a malignant tumor with a high incidence. Ferroptosis presents an essential function in regulating carcinogenesis and tumor progression. However, the ferroptosis-associated prognostic model based on single-cell sequencing of NSCLC remains unexplored. Our study aims to establish a potential predictive model for NSCLC patients and provide available targeted drugs for clinical treatment.\nMETHODS: The data on NSCLC patients were collected from TCGA and GEO databases to analyze their gene expression profiles. ConsensusCluster was adopted to divide the patients into different groups based on ferroptosis-related genes. Then, the univariable Cox and LASSO analyses were applied to data analysis and model establishment. Single-cell analysis was used to explore the risk score genes in different cell populations and states. The protein levels of these genes were also investigated through the HPA database. Drug sensitivity was evaluated in CellMiner database. CCK8 and colony formation assays were performed to validate potential drugs' effects on lung cancer cell lines.\nRESULTS: A ferroptosis-related prognostic model involving 14 genes in NSCLC patients was established. The risk score model was developed in training set GSE31210 and validated in the test set TCGA. The low-risk score group showed a better prognosis than the high-risk score group. The single-cell analysis revealed that the risk score genes were mainly derived from lung tumor cells. Most risk score genes were more highly expressed in tumor tissue than in normal tissue, according to the HPA database. Besides, these genes were associated with 106 drugs in CellMiner database. Finally, the drug effects on NSCLC cell growth were evaluated by cck8 and colony formation.\nCONCLUSIONS: We identified an effective ferroptosis-related prognostic model based on single-cell sequencing. 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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["GSE31210", "GSE30219", "GSE131907"], "resolved_accessions": ["GSE31210", "GSE30219", "GSE131907"], "statements": ["The datasets used in this study are available from the TCGA database (https://xenabrowser.net/datapages/), GEO database (https://www.ncbi.nlm.nih.gov/), the HPA database (https://www.proteinatlas.org/), the CellMiner database (https://discover.nci.nih.gov/cellminer/home.do), the TCMSP databse (https://old.tcmsp-e.com/tcmsp.php), and the RCSB PDB database (https://www.rcsb.org/)."], "basis": "The paper names GSE31210, GSE30219, GSE131907 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["cox_ph"], "assets": ["source:pmid:37165402", "data:geo:GSE131907"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE131907"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:39:14Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11120, "completion_tokens": 2191, "cached_tokens": 256}}, "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:37165402", "type": "paper", "label": "pmid:37165402"}, {"id": "source:pmid:37165402", "type": "manuscript", "label": "PMID 37165402 full text"}, {"id": "data:geo:GSE131907", "type": "dataset", "label": "GEO GSE131907"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:37165402", "type": "paper", "label": "pmid:37165402"}, {"id": "source:pmid:37165402", "type": "manuscript", "label": "PMID 37165402 full text"}, {"id": "data:geo:GSE131907", "type": "dataset", "label": "GEO GSE131907"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-37165402", "type": "extraction", "used": ["source:pmid:37165402"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE131907", "type": "accession_resolution", "used": ["data:geo:GSE131907"], "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:37165402", "parent_hash": "sha256:a4a3f26287c1c2d3bff2e11a5591a817623c2cf0b775e4c99df1fa015fcd546d", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE131907 licence not read", "asset:data:geo:GSE131907 not downloaded", "asset:data:geo:GSE30219 licence not read", "asset:data:geo:GSE30219 not downloaded", "asset:data:geo:GSE31210 licence not read", "asset:data:geo:GSE31210 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["itivity was evaluated in CellMiner database. CCK8 and colony formation assays were performed t", "fects on NSCLC cell growth were evaluated by cck8 and colony formation. CONCLUSIONS: We identi"], "order_basis": "paper_text_order:1097", "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": ["lture collection (ATCC). The A549 cells were cultured in McCoy’s 5A medium, supplemented with 10% bov", "lines and cell culture Lung cancer cell line A549 was provided by American type culture collec", "American type culture collection (ATCC). The A549 cells were cultured in McCoy’s 5A medium, su"], "order_basis": "paper_text_order:2142", "id": "assay:2"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["cox_ph"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["The relationship between genes and overall survival (OS) was analyzed by using LASSO COX regression analysis."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}