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1.
Nat Methods ; 21(3): 531-540, 2024 Mar.
Artículo en Inglés | MEDLINE | ID: mdl-38279009

RESUMEN

Analysis across a growing number of single-cell perturbation datasets is hampered by poor data interoperability. To facilitate development and benchmarking of computational methods, we collect a set of 44 publicly available single-cell perturbation-response datasets with molecular readouts, including transcriptomics, proteomics and epigenomics. We apply uniform quality control pipelines and harmonize feature annotations. The resulting information resource, scPerturb, enables development and testing of computational methods, and facilitates comparison and integration across datasets. We describe energy statistics (E-statistics) for quantification of perturbation effects and significance testing, and demonstrate E-distance as a general distance measure between sets of single-cell expression profiles. We illustrate the application of E-statistics for quantifying similarity and efficacy of perturbations. The perturbation-response datasets and E-statistics computation software are publicly available at scperturb.org. This work provides an information resource for researchers working with single-cell perturbation data and recommendations for experimental design, including optimal cell counts and read depth.


Asunto(s)
Proteómica , Programas Informáticos , Perfilación de la Expresión Génica/métodos , Epigenómica , Análisis de la Célula Individual
2.
Nature ; 514(7524): 628-32, 2014 Oct 30.
Artículo en Inglés | MEDLINE | ID: mdl-25119024

RESUMEN

Pancreatic ductal adenocarcinoma (PDAC) is one of the deadliest cancers in western countries, with a median survival of 6 months and an extremely low percentage of long-term surviving patients. KRAS mutations are known to be a driver event of PDAC, but targeting mutant KRAS has proved challenging. Targeting oncogene-driven signalling pathways is a clinically validated approach for several devastating diseases. Still, despite marked tumour shrinkage, the frequency of relapse indicates that a fraction of tumour cells survives shut down of oncogenic signalling. Here we explore the role of mutant KRAS in PDAC maintenance using a recently developed inducible mouse model of mutated Kras (Kras(G12D), herein KRas) in a p53(LoxP/WT) background. We demonstrate that a subpopulation of dormant tumour cells surviving oncogene ablation (surviving cells) and responsible for tumour relapse has features of cancer stem cells and relies on oxidative phosphorylation for survival. Transcriptomic and metabolic analyses of surviving cells reveal prominent expression of genes governing mitochondrial function, autophagy and lysosome activity, as well as a strong reliance on mitochondrial respiration and a decreased dependence on glycolysis for cellular energetics. Accordingly, surviving cells show high sensitivity to oxidative phosphorylation inhibitors, which can inhibit tumour recurrence. Our integrated analyses illuminate a therapeutic strategy of combined targeting of the KRAS pathway and mitochondrial respiration to manage pancreatic cancer.


Asunto(s)
Carcinoma Ductal Pancreático/metabolismo , Carcinoma Ductal Pancreático/patología , Mitocondrias/metabolismo , Neoplasias Pancreáticas/metabolismo , Neoplasias Pancreáticas/patología , Proteínas Proto-Oncogénicas p21(ras)/genética , Animales , Autofagia , Carcinoma Ductal Pancreático/tratamiento farmacológico , Carcinoma Ductal Pancreático/genética , Respiración de la Célula/efectos de los fármacos , Supervivencia Celular/efectos de los fármacos , Modelos Animales de Enfermedad , Femenino , Regulación Neoplásica de la Expresión Génica , Genes p53/genética , Glucólisis , Lisosomas/metabolismo , Ratones , Mitocondrias/efectos de los fármacos , Mutación/genética , Recurrencia Local de Neoplasia/prevención & control , Células Madre Neoplásicas/efectos de los fármacos , Células Madre Neoplásicas/metabolismo , Células Madre Neoplásicas/patología , Fosforilación Oxidativa/efectos de los fármacos , Neoplasias Pancreáticas/tratamiento farmacológico , Neoplasias Pancreáticas/genética , Proteínas Proto-Oncogénicas p21(ras)/metabolismo , Recurrencia , Transducción de Señal , Neoplasias Pancreáticas
3.
J Exp Ther Oncol ; 10(3): 219-33, 2013.
Artículo en Inglés | MEDLINE | ID: mdl-24416998

RESUMEN

Inflammatory breast cancer (IBC) is the most metastatic variant of locally advanced breast cancer. IBC has distinctive characteristics including invasion of tumor emboli into the skin and rapid disease progression. Given our previous studies suggesting that HDAC inhibitors have promise in targeting IBC, the present study revealed that the class I HDAC inhibitor Romidepsin (FK-288, Istodax; Celgene Corporation, Summit, NJ) potently induced destruction of IBC tumor emboli and lymphatic vascular architecture. associated with inhibition of vascular endothelial growth factor (VEGF) and hypoxia-inducible factor 1alpha, (HIF1alpha) proteins in the Mary-X pre-clinical model of IBC. Romidepsin treatment induced clinically relevant biomarkers in including induction of acetylated Histone 3 (Ac-H3) proteins, apoptosis, and increased p21WAF1/CIP1. Romidepsin, alone and synergistically when combined with Paclitaxel, effectively eliminated both primary tumors and metastatic lesions at multiple sites formed by the SUM149 IBC cell line. This is the first report of the ability of an HDAC inhibitor to eradicate IBC tumor emboli, to destroy the integrity of lymphatic vessel architecture and to target metastasis. Furthermore, Romidepsin, in combination with a taxane, warrants evaluation as a therapeutic strategy that may effectively target the skin involvement and rapid metastasis that are hallmarks of IBC.


Asunto(s)
Depsipéptidos/uso terapéutico , Inhibidores de Histona Desacetilasas/uso terapéutico , Neoplasias Inflamatorias de la Mama/tratamiento farmacológico , Células Neoplásicas Circulantes/efectos de los fármacos , Paclitaxel/administración & dosificación , Animales , Apoptosis/efectos de los fármacos , Línea Celular Tumoral , Depsipéptidos/administración & dosificación , Sinergismo Farmacológico , Femenino , Humanos , Neoplasias Inflamatorias de la Mama/patología , Ratones , Metástasis de la Neoplasia/prevención & control , Esferoides Celulares , Ensayos Antitumor por Modelo de Xenoinjerto
4.
Cell Rep ; 16(1): 133-147, 2016 06 28.
Artículo en Inglés | MEDLINE | ID: mdl-27320920

RESUMEN

Current treatment regimens for pancreatic ductal adenocarcinoma (PDAC) yield poor 5-year survival, emphasizing the critical need to identify druggable targets essential for PDAC maintenance. We developed an unbiased and in vivo target discovery approach to identify molecular vulnerabilities in low-passage and patient-derived PDAC xenografts or genetically engineered mouse model-derived allografts. Focusing on epigenetic regulators, we identified WDR5, a core member of the COMPASS histone H3 Lys4 (H3K4) MLL (1-4) methyltransferase complex, as a top tumor maintenance hit required across multiple human and mouse tumors. Mechanistically, WDR5 functions to sustain proper execution of DNA replication in PDAC cells, as previously suggested by replication stress studies involving MLL1, and c-Myc, also found to interact with WDR5. We indeed demonstrate that interaction with c-Myc is critical for this function. By showing that ATR inhibition mimicked the effects of WDR5 suppression, these data provide rationale to test ATR and WDR5 inhibitors for activity in this disease.


Asunto(s)
N-Metiltransferasa de Histona-Lisina/metabolismo , Neoplasias Pancreáticas/metabolismo , Proteínas Proto-Oncogénicas c-myc/metabolismo , Ensayos Antitumor por Modelo de Xenoinjerto , Adenocarcinoma/genética , Adenocarcinoma/metabolismo , Adenocarcinoma/patología , Animales , Carcinogénesis/metabolismo , Carcinogénesis/patología , Carcinoma Ductal Pancreático/genética , Carcinoma Ductal Pancreático/metabolismo , Carcinoma Ductal Pancreático/patología , Línea Celular Tumoral , Proliferación Celular , Daño del ADN , Progresión de la Enfermedad , Epigénesis Genética , Humanos , Péptidos y Proteínas de Señalización Intracelular , Lentivirus/metabolismo , Ratones , Modelos Biológicos , Complejos Multiproteicos/metabolismo , Neoplasias Pancreáticas/genética , Neoplasias Pancreáticas/patología , Unión Proteica , Subunidades de Proteína/metabolismo , ARN Interferente Pequeño/metabolismo , Estrés Fisiológico
5.
Mol Cancer Ther ; 14(9): 2081-9, 2015 Sep.
Artículo en Inglés | MEDLINE | ID: mdl-26184481

RESUMEN

Endosialin/TEM1/CD248 is a cell surface protein expressed at high levels by the malignant cells of about 50% of sarcomas and neuroblastomas. The antibody-drug conjugate (ADC) anti-endosialin-MC-VC-PABC-MMAE was selectively cytotoxic to endosialin-positive cells in vitro and achieved profound and durable antitumor efficacy in preclinical human tumor xenograft models of endosialin-positive disease. MC-VC-PABC-MMAE was conjugated with anti-endosialin with 3-4 MMAE molecules per ADC. The anti-endosialin-MC-VC-PABC-MMAE conjugate was tested for activity in four human cell lines with varied endosialin levels. The HT-1080 fibrosarcoma cells do not express endosialin, A-673 Ewing sarcoma cells and SK-N-AS neuroblastoma cells are moderate expressers of endosialin, and SJSA-1 osteosarcoma cells express very high levels of endosialin. To determine whether endosialin expression was maintained in vivo, A-673 Ewing sarcoma, SK-N-AS neuroblastoma, and SJSA-1 osteosarcoma cells were grown as xenograft tumors in nude mice. The SK-N-AS neuroblastoma and the A-673 Ewing sarcoma lines were selected for in vivo efficacy testing of the anti-endosialin-MC-VC-PABC-MMAE conjugate. The treatment groups included a vehicle control, unconjugated anti-endosialin, an admix control consisting of anti-endosialin and a dose of free MMAE equivalent to the dose administered as the ADC, and the anti-endosialin-MC-VC-PABC-MMAE conjugate. The unconjugated anti-endosialin had no antitumor activity and resulted in similar tumor growth as the vehicle control. The admix control produced a modest tumor growth delay. Administration of the anti-endosialin-MC-VC-PABC-MMAE conjugate resulted in a marked prolonged tumor response of both xenograts. These proof-of-concept results break new ground and open a promising drug discovery approach to these rare and neglected tumors.


Asunto(s)
Anticuerpos Monoclonales Humanizados/farmacología , Antígenos CD , Antígenos de Neoplasias , Antineoplásicos/farmacología , Inmunoconjugados , Animales , Anticuerpos Monoclonales Humanizados/administración & dosificación , Anticuerpos Monoclonales Humanizados/química , Antígenos CD/genética , Antígenos CD/metabolismo , Antígenos de Neoplasias/genética , Antígenos de Neoplasias/metabolismo , Antineoplásicos/administración & dosificación , Antineoplásicos/química , Línea Celular Tumoral , Modelos Animales de Enfermedad , Femenino , Citometría de Flujo , Expresión Génica , Humanos , Inmunohistoquímica , Ratones , Estructura Molecular , Sarcoma/tratamiento farmacológico , Sarcoma/genética , Sarcoma/metabolismo , Sarcoma/mortalidad , Sarcoma/patología , Ensayos Antitumor por Modelo de Xenoinjerto
6.
Cancer Res ; 75(6): 1091-101, 2015 Mar 15.
Artículo en Inglés | MEDLINE | ID: mdl-25736685

RESUMEN

Mutated KRAS (KRAS*) is a fundamental driver in the majority of pancreatic ductal adenocarcinomas (PDAC). Using an inducible mouse model of KRAS*-driven PDAC, we compared KRAS* genetic extinction with pharmacologic inhibition of MEK1 in tumor spheres and in vivo. KRAS* ablation blocked proliferation and induced apoptosis, whereas MEK1 inhibition exerted cytostatic effects. Proteomic analysis evidenced that MEK1 inhibition was accompanied by a sustained activation of the PI3K-AKT-MTOR pathway and by the activation of AXL, PDGFRa, and HER1-2 receptor tyrosine kinases (RTK) expressed in a large proportion of human PDAC samples analyzed. Although single inhibition of each RTK alone or plus MEK1 inhibitors was ineffective, a combination of inhibitors targeting all three coactivated RTKs and MEK1 was needed to inhibit proliferation and induce apoptosis in both mouse and human low-passage PDAC cultures. Importantly, constitutive AKT activation, which may mimic the fraction of AKT2-amplified PDAC, was able to bypass the induction of apoptosis caused by KRAS* ablation, highlighting a potential inherent resistance mechanism that may inform the clinical application of MEK inhibitor therapy. This study suggests that combinatorial-targeted therapies for pancreatic cancer must be informed by the activation state of each putative driver in a given treatment context. In addition, our work may offer explanative and predictive power in understanding why inhibitors of EGFR signaling fail in PDAC treatment and how drug resistance mechanisms may arise in strategies to directly target KRAS.


Asunto(s)
Quinasas de Proteína Quinasa Activadas por Mitógenos/antagonistas & inhibidores , Neoplasias Pancreáticas/tratamiento farmacológico , Inhibidores de Proteínas Quinasas/uso terapéutico , Proteínas Proto-Oncogénicas p21(ras)/genética , Proteínas Tirosina Quinasas Receptoras/antagonistas & inhibidores , Animales , Modelos Animales de Enfermedad , Humanos , Sistema de Señalización de MAP Quinasas , Ratones , Neoplasias Pancreáticas/genética , Fosfatidilinositol 3-Quinasas/fisiología , Proteínas Proto-Oncogénicas c-akt/fisiología , Transducción de Señal/fisiología , Serina-Treonina Quinasas TOR/fisiología
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