Evidence map›Paper›PMID 35971164›Full record

ArticleJournal of experimental & clinical cancer research : CR2022

Rational drug combination design in patient-derived avatars reveals effective inhibition of hepatocellular carcinoma with proteasome and CDK inhibitors.

Jhin Jieh Lim, Lissa Hooi, Yock Young Dan, Glenn K Bonney, Lei Zhou, Pierce K-H Chow, Cheng Ean Chee, Tan Boon Toh, Edward K-H Chow

Open access · goldAbstract read
In one paragraph

Article in Journal of experimental & clinical cancer research : CR, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.

0numbers the graph read from it
0cells of the map it votes in
23citing papers in PubMed
2.3field-weighted citation impact, top 11% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

23 citing papers in PubMed, 31 citations in OpenAlex.

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  7. State-of-the-Art Liver Cancer Organoids: Modeling Cancer Stem Cell Heterogeneity for Personalized Treatment.BioDrugs : clinical immunotherapeutics, biopharmaceuticals and gene therapy · 2025
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  10. Proteasome: Role in T Cell Function Regulation.International journal of biological sciences · 2025
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  18. Organoids and spheroids: advancedFrontiers in cell and developmental biology · 2024
    Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

9 authors at 4 institutions in 1 country.

Jhin Jieh LimCancer Science Institute of Singapore, National University of Singapore, 14 Medical Drive, 117599, Singapore, Singapore.
Lissa HooiCancer Science Institute of Singapore, National University of Singapore, 14 Medical Drive, 117599, Singapore, Singapore.
Yock Young DanDepartment of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Glenn K BonneyDivision of Hepatobiliary and Liver Transplantation Surgery, National University Health System, Singapore, Singapore.
Lei ZhouDepartment of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore.
Pierce K-H ChowDepartment of Hepatopancreatobiliary and Transplant Surgery, Singapore General Hospital, Singapore, Singapore.
Cheng Ean CheeDepartment of Haematology-Oncology, National University Cancer Institute, Singapore, Singapore.
Tan Boon TohThe N.1 Institute for Health, National University of Singapore, Singapore, Singapore.
Edward K-H ChowCancer Science Institute of Singapore, National University of Singapore, 14 Medical Drive, 117599, Singapore, Singapore. csikce@nus.edu.sg.
National University of Singapore · SGNational University Cancer Institute, Singapore · SGNational University Health System · SGSingapore General Hospital · SG

Funding

Ministry of Education Academic Research Fund MOE2019-T2-1-115National Medical Research Council MOH-OFLCG18May-0003 and MOH-OFLCG18May-0028National Medical Research Council NMRC/CG/M005/2017_NCISNational Medical Research Council NMRC/TCR/015-NCC/2016National Research Foundation Singapore NRF-CRP-2017-05National Research Foundation Singapore Research Centres of Excellence main grant
6 · The paper itself

Abstract

backgroundHepatocellular carcinoma (HCC) remains difficult to treat due to limited effective treatment options. While the proteasome inhibitor bortezomib has shown promising preclinical activity in HCC, clinical trials of bortezomib showed no advantage over the standard-of-care treatment sorafenib, highlighting the need for more clinically relevant therapeutic strategies. Here, we propose that rational drug combination design and validation in patient-derived HCC avatar models such as patient-derived xenografts (PDXs) and organoids can improve proteasome inhibitor-based therapeutic efficacy and clinical potential.

methodsHCC PDXs and the corresponding PDX-derived organoids (PDXOs) were generated from primary patient samples for drug screening and efficacy studies. To identify effective proteasome inhibitor-based drug combinations, we applied a hybrid experimental-computational approach, Quadratic Phenotypic Optimization Platform (QPOP) on a pool of nine drugs comprising proteasome inhibitors, kinase inhibitors and chemotherapy agents. QPOP utilizes small experimental drug response datasets to accurately identify globally optimal drug combinations.

resultsPreliminary drug screening highlighted the increased susceptibility of HCC PDXOs towards proteasome inhibitors. Through QPOP, the combination of second-generation proteasome inhibitor ixazomib (Ixa) and CDK inhibitor dinaciclib (Dina) was identified to be effective against HCC. In vitro and in vivo studies demonstrated the synergistic pro-apoptotic and anti-proliferative activity of Ixa + Dina against HCC PDXs and PDXOs. Furthermore, Ixa + Dina outperformed sorafenib in mitigating tumor formation in mice. Mechanistically, increased activation of JNK signaling mediates the combined anti-tumor effects of Ixa + Dina in HCC tumor cells.

conclusionsRational drug combination design in patient-derived avatars highlights the therapeutic potential of proteasome and CDK inhibitors and represents a feasible approach towards developing more clinically relevant treatment strategies for HCC.

Indexed as

Antineoplastic AgentsCarcinoma, HepatocellularLiver NeoplasmsAnimalsBortezomibCell Line, TumorDrug CombinationsHumansMiceProteasome Endopeptidase ComplexProteasome InhibitorsProtein Kinase InhibitorsSorafenibXenograft Model Antitumor AssaysAntineoplastic AgentsBortezomibDrug CombinationsProteasome Endopeptidase ComplexProteasome InhibitorsProtein Kinase InhibitorsSorafenibCDK inhibitorsCombination therapyHepatocellular carcinomaOrganoidsPatient-derived xenograftProteasome inhibitors

Identifiers

PMID35971164
PMCPMC9377092
OpenAlexW4291383324

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.