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1.
Nat Commun ; 14(1): 3830, 2023 06 28.
Article in English | MEDLINE | ID: mdl-37380628

ABSTRACT

Combination of anti-cancer drugs is broadly seen as way to overcome the often-limited efficacy of single agents. The design and testing of combinations are however very challenging. Here we present a uniquely large dataset screening over 5000 targeted agent combinations across 81 non-small cell lung cancer cell lines. Our analysis reveals a profound heterogeneity of response across the tumor models. Notably, combinations very rarely result in a strong gain in efficacy over the range of response observable with single agents. Importantly, gain of activity over single agents is more often seen when co-targeting functionally proximal genes, offering a strategy for designing more efficient combinations. Because combinatorial effect is strongly context specific, tumor specificity should be achievable. The resource provided, together with an additional validation screen sheds light on major challenges and opportunities in building efficacious combinations against cancer and provides an opportunity for training computational models for synergy prediction.


Subject(s)
Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Humans , Carcinoma, Non-Small-Cell Lung/drug therapy , Carcinoma, Non-Small-Cell Lung/genetics , Lung Neoplasms/drug therapy , Lung Neoplasms/genetics , Drug Combinations
2.
Nat Cancer ; 4(3): 365-381, 2023 03.
Article in English | MEDLINE | ID: mdl-36914816

ABSTRACT

Adult liver malignancies, including intrahepatic cholangiocarcinoma and hepatocellular carcinoma, are the second leading cause of cancer-related deaths worldwide. Most individuals are treated with either combination chemotherapy or immunotherapy, respectively, without specific biomarkers for selection. Here using high-throughput screens, proteomics and in vitro resistance models, we identify the small molecule YC-1 as selectively active against a defined subset of cell lines derived from both liver cancer types. We demonstrate that selectivity is determined by expression of the liver-resident cytosolic sulfotransferase enzyme SULT1A1, which sulfonates YC-1. Sulfonation stimulates covalent binding of YC-1 to lysine residues in protein targets, enriching for RNA-binding factors. Computational analysis defined a wider group of structurally related SULT1A1-activated small molecules with distinct target profiles, which together constitute an untapped small-molecule class. These studies provide a foundation for preclinical development of these agents and point to the broader potential of exploiting SULT1A1 activity for selective targeting strategies.


Subject(s)
Alkylating Agents , Liver Neoplasms , Humans , Sulfotransferases , Liver Neoplasms/drug therapy , Arylsulfotransferase
3.
Cancer Res Commun ; 2(9): 1061-1074, 2022 09.
Article in English | MEDLINE | ID: mdl-36506869

ABSTRACT

Preclinical and clinical studies have evidenced that effective targeted therapy treatment against receptor tyrosine kinases (RTKs) in different solid tumor paradigms is predicated on simultaneous inhibition of both the PI3K and MEK intracellular signaling pathways. Indeed, re-activation of either pathway results in resistance to these therapies. Recently, oncogenic phosphatase SHP2 inhibitors have been developed with some now reaching clinical trials. To expand on possible indications for SHP099, we screened over 800 cancer cell lines covering over 25 subsets of cancer. We found HNSCC was the most sensitive adult subtype of cancer to SHP099. We found that, in addition to the MEK pathway, SHP2 inhibition blocks the PI3K pathway in sensitive HNSCC, resulting in downregulation of mTORC signaling and anti-tumor effects across several HNSCC mouse models, including an HPV+ patient-derived xenograft (PDX). Importantly, we found low levels of the RTK ligand epiregulin identified HNSCCs that were sensitive to SHP2 inhibitor, and, adding exogenous epiregulin mitigated SHP099 efficacy. Mechanistically, epiregulin maintained SHP2-GAB1 complexes in the presence of SHP2 inhibition, preventing downregulation of the MEK and PI3K pathways. We demonstrate HNSCCs were highly dependent on GAB1 for their survival and knockdown of GAB1 is sufficient to block the ability of epiregulin to rescue MEK and PI3K signaling. These data connect the sensitivity of HNSCC to SHP2 inhibitors and to a broad reliance on GAB1-SHP2, revealing an important and druggable signaling axis. Overall, SHP2 inhibitors are being heavily developed and may have activity in HNSCCs, and in particular those with low levels of epiregulin.


Subject(s)
Head and Neck Neoplasms , Phosphatidylinositol 3-Kinases , Animals , Mice , Humans , Phosphatidylinositol 3-Kinases/metabolism , Squamous Cell Carcinoma of Head and Neck/drug therapy , Epiregulin/metabolism , Enzyme Inhibitors/pharmacology , Head and Neck Neoplasms/drug therapy , Mitogen-Activated Protein Kinase Kinases/metabolism , Adaptor Proteins, Signal Transducing/metabolism
4.
Cell Rep ; 40(4): 111095, 2022 07 26.
Article in English | MEDLINE | ID: mdl-35905710

ABSTRACT

Reoccurring/high-risk neuroblastoma (NB) tumors have the enrichment of non-RAS/RAF mutations along the mitogen-activated protein kinase (MAPK) signaling pathway, suggesting that activation of MEK/ERK is critical for their survival. However, based on preclinical data, MEK inhibitors are unlikely to be active in NB and have demonstrated dose-limiting toxicities that limit their use. Here, we explore an alternative way to target the MAPK pathway in high-risk NB. We find that NB models are among the most sensitive among over 900 tumor-derived cell lines to the allosteric SHP2 inhibitor SHP099. Sensitivity to SHP099 in NB is greater in models with loss or low expression of the RAS GTPase activation protein (GAP) neurofibromin 1 (NF1). Furthermore, NF1 is lower in advanced and relapsed NB and NF1 loss is enriched in high-risk NB tumors regardless of MYCN status. SHP2 inhibition consistently blocks tumor growth in high-risk NB mouse models, revealing a new drug target in relapsed NB.


Subject(s)
Neuroblastoma , Neurofibromin 1 , Protein Tyrosine Phosphatase, Non-Receptor Type 11/metabolism , Animals , Cell Line, Tumor , Mice , Mitogen-Activated Protein Kinase Kinases , Mitogen-Activated Protein Kinases , Neoplasm Recurrence, Local , Neuroblastoma/drug therapy , Neuroblastoma/genetics , Neuroblastoma/pathology , Neurofibromin 1/genetics , Neurofibromin 1/metabolism , Protein Kinase Inhibitors/pharmacology
6.
Proc Natl Acad Sci U S A ; 118(13)2021 03 30.
Article in English | MEDLINE | ID: mdl-33762304

ABSTRACT

MYCN-amplified neuroblastoma is a lethal subset of pediatric cancer. MYCN drives numerous effects in the cell, including metabolic changes that are critical for oncogenesis. The understanding that both compensatory pathways and intrinsic redundancy in cell systems exists implies that the use of combination therapies for effective and durable responses is necessary. Additionally, the most effective targeted therapies exploit an "Achilles' heel" and are tailored to the genetics of the cancer under study. We performed an unbiased screen on select metabolic targeted therapy combinations and correlated sensitivity with over 20 subsets of cancer. We found that MYCN-amplified neuroblastoma is hypersensitive to the combination of an inhibitor of the lactate transporter MCT1, AZD3965, and complex I of the mitochondrion, phenformin. Our data demonstrate that MCT4 is highly correlated with resistance to the combination in the screen and lowly expressed in MYCN-amplified neuroblastoma. Low MCT4 combines with high expression of the MCT2 and MCT1 chaperone CD147 in MYCN-amplified neuroblastoma, altogether conferring sensitivity to the AZD3965 and phenformin combination. The result is simultaneous disruption of glycolysis and oxidative phosphorylation, resulting in dramatic disruption of adenosine triphosphate (ATP) production, endoplasmic reticulum stress, and cell death. In mouse models of MYCN-amplified neuroblastoma, the combination was tolerable at concentrations where it shrank tumors and did not increase white-blood-cell toxicity compared to single drugs. Therefore, we demonstrate that a metabolic combination screen can identify vulnerabilities in subsets of cancer and put forth a metabolic combination therapy tailored for MYCN-amplified neuroblastoma that demonstrates efficacy and tolerability in vivo.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/pharmacology , Electron Transport Complex I/antagonists & inhibitors , Monocarboxylic Acid Transporters/antagonists & inhibitors , N-Myc Proto-Oncogene Protein/genetics , Neuroblastoma/drug therapy , Symporters/antagonists & inhibitors , Animals , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Apoptosis/drug effects , Basigin/metabolism , Cell Line, Tumor , Cell Proliferation/drug effects , Electron Transport Complex I/metabolism , Gene Amplification , Humans , Mice , Mitochondria/drug effects , Mitochondria/metabolism , Monocarboxylic Acid Transporters/metabolism , Neuroblastoma/genetics , Neuroblastoma/pathology , Phenformin/pharmacology , Phenformin/therapeutic use , Pyrimidinones/pharmacology , Pyrimidinones/therapeutic use , Symporters/metabolism , Thiophenes/pharmacology , Thiophenes/therapeutic use , Xenograft Model Antitumor Assays
7.
STAR Protoc ; 2(2): 100391, 2021 06 18.
Article in English | MEDLINE | ID: mdl-33778784

ABSTRACT

Two-dimensional (2D) culture of tumor cells fails to recapitulate some important aspects of cellular organization seen in in vivo experiments. In addition, cell cultures traditionally use non-physiological concentration of nutrients. Here, we describe a protocol for a facile three-dimensional (3D) culture format for cancer cells. This 3D platform helps overcome the 2D culture limitations. In addition, it allows for longitudinal modeling of responses to cancer therapeutics. For complete details on the use and execution of this protocol, please refer to Lhuissier et al. (2017), Lehmann et al. (2016), Liu et al. (2016), and Duval et al. (2011).


Subject(s)
Alginates/chemistry , Antineoplastic Agents/pharmacology , Cell Culture Techniques, Three Dimensional/methods , Calcium Chloride , Cell Line, Tumor , Cell Proliferation/drug effects , Cell Survival/drug effects , Humans , Models, Biological
8.
Cancer Discov ; 10(1): 72-85, 2020 01.
Article in English | MEDLINE | ID: mdl-31594766

ABSTRACT

The combination of CDK4/6 inhibitors with antiestrogen therapies significantly improves clinical outcomes in ER-positive advanced breast cancer. To identify mechanisms of acquired resistance, we analyzed serial biopsies and rapid autopsies from patients treated with the combination of the CDK4/6 inhibitor ribociclib with letrozole. This study revealed that some resistant tumors acquired RB loss, whereas other tumors lost PTEN expression at the time of progression. In breast cancer cells, ablation of PTEN, through increased AKT activation, was sufficient to promote resistance to CDK4/6 inhibition in vitro and in vivo. Mechanistically, PTEN loss resulted in exclusion of p27 from the nucleus, leading to increased activation of both CDK4 and CDK2. Because PTEN loss also causes resistance to PI3Kα inhibitors, currently approved in the post-CDK4/6 setting, these findings provide critical insight into how this single genetic event may cause clinical cross-resistance to multiple targeted therapies in the same patient, with implications for optimal treatment-sequencing strategies. SIGNIFICANCE: Our analysis of serial biopsies uncovered RB and PTEN loss as mechanisms of acquired resistance to CDK4/6 inhibitors, utilized as first-line treatment for ER-positive advanced breast cancer. Importantly, these findings have near-term clinical relevance because PTEN loss also limits the efficacy of PI3Kα inhibitors currently approved in the post-CDK4/6 setting.This article is highlighted in the In This Issue feature, p. 1.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Breast Neoplasms/drug therapy , Class I Phosphatidylinositol 3-Kinases/antagonists & inhibitors , Cyclin-Dependent Kinase 4/antagonists & inhibitors , Cyclin-Dependent Kinase 6/antagonists & inhibitors , Drug Resistance, Neoplasm , PTEN Phosphohydrolase/deficiency , Aged , Aminopyridines/administration & dosage , Animals , Apoptosis , Biomarkers, Tumor , Breast Neoplasms/enzymology , Breast Neoplasms/pathology , Cell Proliferation , Clinical Trials, Phase I as Topic , Cross-Sectional Studies , Female , Gene Expression Regulation, Neoplastic , Humans , Letrozole/administration & dosage , Mice , Mice, Nude , Middle Aged , PTEN Phosphohydrolase/genetics , Prognosis , Purines/administration & dosage , Receptors, Estrogen/metabolism , Tumor Cells, Cultured , Xenograft Model Antitumor Assays
9.
Clin Cancer Res ; 25(2): 796-807, 2019 01 15.
Article in English | MEDLINE | ID: mdl-30327306

ABSTRACT

PURPOSE: KRAS-mutant lung cancers have been recalcitrant to treatments including those targeting the MAPK pathway. Covalent inhibitors of KRAS p.G12C allele allow for direct and specific inhibition of mutant KRAS in cancer cells. However, as for other targeted therapies, the therapeutic potential of these inhibitors can be impaired by intrinsic resistance mechanisms. Therefore, combination strategies are likely needed to improve efficacy.Experimental Design: To identify strategies to maximally leverage direct KRAS inhibition we defined the response of a panel of NSCLC models bearing the KRAS G12C-activating mutation in vitro and in vivo. We used a second-generation KRAS G12C inhibitor, ARS1620 with improved bioavailability over the first generation. We analyzed KRAS downstream effectors signaling to identify mechanisms underlying differential response. To identify candidate combination strategies, we performed a high-throughput drug screening across 112 drugs in combination with ARS1620. We validated the top hits in vitro and in vivo including patient-derived xenograft models. RESULTS: Response to direct KRAS G12C inhibition was heterogeneous across models. Adaptive resistance mechanisms involving reactivation of MAPK pathway and failure to induce PI3K-AKT pathway inactivation were identified as likely resistance events. We identified several model-specific effective combinations as well as a broad-sensitizing effect of PI3K-AKT-mTOR pathway inhibitors. The G12Ci+PI3Ki combination was effective in vitro and in vivo on models resistant to single-agent ARS1620 including patient-derived xenografts models. CONCLUSIONS: Our findings suggest that signaling adaptation can in some instances limit the efficacy of ARS1620 but combination with PI3K inhibitors can overcome this resistance.


Subject(s)
Alleles , Drug Resistance, Neoplasm/genetics , Mutation , Phosphatidylinositol 3-Kinases/metabolism , Phosphoinositide-3 Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/pharmacology , Proto-Oncogene Proteins p21(ras)/antagonists & inhibitors , Proto-Oncogene Proteins p21(ras)/genetics , Animals , Cell Line, Tumor , Cell Proliferation/drug effects , Drug Screening Assays, Antitumor , Gene Silencing , Humans , Mice , Proto-Oncogene Proteins p21(ras)/metabolism , Signal Transduction/drug effects
10.
Cell Rep ; 22(7): 1889-1902, 2018 02 13.
Article in English | MEDLINE | ID: mdl-29444439

ABSTRACT

KRAS can bind numerous effector proteins, which activate different downstream signaling events. The best known are RAF, phosphatidylinositide (PI)-3' kinase, and RalGDS families, but many additional direct and indirect effectors have been reported. We have assessed how these effectors contribute to several major phenotypes in a quantitative way, using an arrayed combinatorial siRNA screen in which we knocked down 41 KRAS effectors nodes in 92 cell lines. We show that every cell line has a unique combination of effector dependencies, but in spite of this heterogeneity, we were able to identify two major subtypes of KRAS mutant cancers of the lung, pancreas, and large intestine, which reflect different KRAS effector engagement and opportunities for therapeutic intervention.


Subject(s)
Oncogenes , Proto-Oncogene Proteins p21(ras)/metabolism , AMP-Activated Protein Kinase Kinases , Adenylate Kinase/metabolism , Cell Line, Tumor , Drug Evaluation, Preclinical , Gene Expression Regulation, Neoplastic/drug effects , Humans , Metabolic Networks and Pathways/drug effects , Models, Biological , Mutation/genetics , Protein Serine-Threonine Kinases/metabolism , Proto-Oncogene Proteins p21(ras)/genetics , RNA Interference , RNA, Small Interfering/metabolism , Small Molecule Libraries/pharmacology
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