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1.
Cancer Discov ; 12(6): 1542-1559, 2022 06 02.
Article in English | MEDLINE | ID: mdl-35412613

ABSTRACT

Cancer cells depend on multiple driver alterations whose oncogenic effects can be suppressed by drug combinations. Here, we provide a comprehensive resource of precision combination therapies tailored to oncogenic coalterations that are recurrent across patient cohorts. To generate the resource, we developed Recurrent Features Leveraged for Combination Therapy (REFLECT), which integrates machine learning and cancer informatics algorithms. Using multiomic data, the method maps recurrent coalteration signatures in patient cohorts to combination therapies. We validated the REFLECT pipeline using data from patient-derived xenografts, in vitro drug screens, and a combination therapy clinical trial. These validations demonstrate that REFLECT-selected combination therapies have significantly improved efficacy, synergy, and survival outcomes. In patient cohorts with immunotherapy response markers, DNA repair aberrations, and HER2 activation, we have identified therapeutically actionable and recurrent coalteration signatures. REFLECT provides a resource and framework to design combination therapies tailored to tumor cohorts in data-driven clinical trials and preclinical studies. SIGNIFICANCE: We developed the predictive bioinformatics platform REFLECT and a multiomics- based precision combination therapy resource. The REFLECT-selected therapies lead to significant improvements in efficacy and patient survival in preclinical and clinical settings. Use of REFLECT can optimize therapeutic benefit through selection of drug combinations tailored to molecular signatures of tumors. See related commentary by Pugh and Haibe-Kains, p. 1416. This article is highlighted in the In This Issue feature, p. 1397.


Subject(s)
Neoplasms , Oncogenes , Carcinogenesis , Computational Biology/methods , Humans , Immunotherapy , Neoplasms/drug therapy , Neoplasms/genetics , Neoplasms/pathology
2.
PLoS One ; 13(2): e0192264, 2018.
Article in English | MEDLINE | ID: mdl-29389953

ABSTRACT

Metastasis-associated lung adenocarcinoma transcript-1 (MALAT-1) is a long non-coding RNA (lncRNA) that is a negative prognostic factor for patients with pancreatic cancer and several other tumors. In this study, we show that knockdown of MALAT-1 in Panc1 and other pancreatic cancer cell lines decreases cell proliferation, survival and migration. We previously observed similar results for the lncRNAs HOTTIP and HOTAIR in Panc1 cells; however, RNAseq comparison of genes regulated by MALAT-1 shows minimal overlap with HOTTIP/HOTAIR-regulated genes. Analysis of changes in gene expression after MALAT-1 knockdown shows that this lncRNA represses several tumor suppressor-like genes including N-myc downregulated gene-1 (NDRG-1), a tumor suppressor in pancreatic cancer that is also corepressed by EZH2 (a PRC2 complex member). We also observed that Specificity proteins Sp1, Sp3 and Sp4 are overexpressed in Panc1 cells and Sp knockdown or treatment with small molecules that decrease Sp proteins expression also decrease MALAT-1 expression. We also generated Kras-overexpressing p53L/L;LSL-KrasG12DL/+;p48Cre+/- (p53L/L/KrasG12D) and p53L/+;LSLKrasG12DL/+;p48Cre+/- (p53L/+/KrasG12D) mice which are p53 homo- and heterozygous, respectively. These mice rapidly develop pancreatic ductal adenocarcinoma-like tumors and were crossed with MALAT-1-/- mice. We observed that the loss of one or two MALAT-1 alleles in these Ras overexpressing mice does not significantly affect the time to death; however, the loss of MALAT-1 in the p53-/+ (heterozygote) mice slightly increases their lifespan.


Subject(s)
Biomarkers, Tumor/genetics , Pancreatic Neoplasms/pathology , RNA, Long Noncoding/genetics , Animals , Cell Line, Tumor , Down-Regulation , Gene Expression Regulation, Neoplastic , Gene Knockdown Techniques , Humans , Mice , Mice, Transgenic , Pancreatic Neoplasms/genetics
3.
Oncotarget ; 6(28): 26359-72, 2015 Sep 22.
Article in English | MEDLINE | ID: mdl-26317792

ABSTRACT

Specificity protein 1 (Sp1) transcription factor (TF) regulates expression of long non-coding RNAs (lncRNAs) in hepatocellular carcinoma (HCC) cells. RNA interference (RNAi) studies showed that among several lncRNAs expressed in HepG2, SNU-449 and SK-Hep-1 cells, highly upregulated in liver cancer (HULC) was regulated not only by Sp1 but also Sp3 and Sp4 in the three cell lines. Knockdown of Sp transcription factors and HULC by RNAi showed that they play important roles in HCC cell proliferation, survival and migration. The relative contribution of Sp1, Sp3, Sp4 and HULC on these responses in HepG2, SNU-449 and SK-Hep-1 cells were cell context- and response-dependent. In the poorly differentiated SK-Hep-1 cells, knockdown of Sp1 or HULC resulted in genomic and morphological changes, indicating that Sp1 and Sp1-regulated HULC are important for maintaining the mesenchymal phenotype in this cell line. Genomic analysis showed an inverse correlation between expression of genes after knockdown of HULC and expression of those genes in liver tumors from patients. The antidiabetic drug metformin down-regulates Sp proteins in pancreatic cancer, and similar results including decreased HULC expression were observed in HepG2, SNU-449 and SK-Hep-1 cells treated with metformin, indicating that metformin and other antineoplastic agents that target Sp proteins may have clinical applications for HCC chemotherapy.


Subject(s)
Antineoplastic Agents/pharmacology , Carcinoma, Hepatocellular/drug therapy , Liver Neoplasms/drug therapy , Metformin/pharmacology , RNA, Long Noncoding/metabolism , Sp Transcription Factors/metabolism , Carcinoma, Hepatocellular/genetics , Carcinoma, Hepatocellular/metabolism , Carcinoma, Hepatocellular/pathology , Cell Movement/drug effects , Cell Proliferation/drug effects , Cell Survival/drug effects , Dose-Response Relationship, Drug , Gene Expression Regulation, Neoplastic , Genetic Predisposition to Disease , Hep G2 Cells , Humans , Liver Neoplasms/genetics , Liver Neoplasms/metabolism , Liver Neoplasms/pathology , Neoplasm Invasiveness , Phenotype , RNA Interference , RNA, Long Noncoding/genetics , Signal Transduction/drug effects , Sp Transcription Factors/genetics , Time Factors , Transfection
4.
Expert Opin Ther Targets ; 18(7): 759-69, 2014 Jul.
Article in English | MEDLINE | ID: mdl-24793594

ABSTRACT

INTRODUCTION: Specificity protein (Sp) transcription factors (TFs) are members of the Sp/Kruppel-like factor family, and Sp proteins play an important role in embryonic and early postnatal development. Sp1 has been the most extensively investigated member of this family, and expression of this protein decreases with age, whereas Sp1 and other family members (Sp3 and Sp4) are highly expressed in tumors and cancer cell lines. AREA COVERED: The prognostic significance of Sp1 in cancer patients and the functional pro-oncogenic activities of Sp1, Sp3 and Sp4 in cancer cell lines are summarized. Several different approaches have been used to target downregulation of Sp TFs and Sp-regulated genes, and this includes identification of different structural classes of antineoplastic agents including NSAIDs, natural products and their synthetic analogs and several well-characterized drugs including arsenic trioxide, aspirin and metformin. The multiple pathways involved in drug-induced Sp downregulation are also discussed. EXPERT OPINION: The recognition by the scientific and clinical community that experimental and clinically used antineoplastic agents downregulate Sp1, Sp3 and Sp4, and pro-oncogenic Sp-regulated genes will facilitate future clinical applications for individual drug and drug combination therapies that take advantage of their unusual effects.


Subject(s)
Neoplasms/metabolism , Sp1 Transcription Factor/metabolism , Animals , Antineoplastic Agents/pharmacology , Antineoplastic Agents/therapeutic use , Down-Regulation , Humans , Neoplasms/drug therapy
5.
Stem Cell Res ; 12(1): 24-35, 2014 Jan.
Article in English | MEDLINE | ID: mdl-24141110

ABSTRACT

Hypoxia affects many physiologic processes during early stages of mammalian ontogeny, particularly placental and vascular development. In the adult, the hypoxic bone marrow microenvironment plays a role in regulating hematopoietic stem cell (HSC) function. HSCs are generated from the major vasculature of the embryo, but whether the hypoxic response affects the generation of these HSCs is as yet unknown. Here we examined whether Hypoxia Inducible Factor1-alpha (HIF1α), a key modulator of the response to hypoxia, is essential for HSC development. We found hypoxic cells in embryonic tissues that generate and expand hematopoietic cells (aorta, placenta and fetal liver), and specifically aortic endothelial and hematopoietic cluster cells. A Cre/loxP conditional knockout (cKO) approach was taken to delete HIF1α in Vascular Endothelial-Cadherin expressing endothelial cells, the precursors to definitive hematopoietic cells. Functional assays show that HSC and hematopoietic progenitor cells (HPCs) are significantly reduced in cKO aorta and placenta. Moreover, decreases in phenotypic aortic hematopoietic cluster cells in cKO embryos indicate that HIF1α is necessary for generation and/or expansion of HPCs and HSCs. cKO adult BM HSCs are also affected under transplantation conditions. Thus, HIF1α is a regulator of HSC generation and function beginning at the earliest embryonic stages.


Subject(s)
Cell Hypoxia/physiology , Hematopoietic Stem Cells/cytology , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Animals , Aorta/cytology , Cadherins/metabolism , Cell Separation , Embryo, Mammalian/cytology , Embryo, Mammalian/metabolism , Embryo, Mammalian/pathology , Endothelial Cells/cytology , Endothelial Cells/metabolism , Female , Fetus/cytology , Hematopoietic Stem Cell Transplantation , Hypoxia-Inducible Factor 1, alpha Subunit/deficiency , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Liver/cytology , Mice , Mice, Inbred C57BL , Placenta/cytology , Pregnancy , Transplantation, Homologous
6.
Blood Cells Mol Dis ; 51(4): 256-63, 2013 Dec.
Article in English | MEDLINE | ID: mdl-24103835

ABSTRACT

Many physiologic processes during the early stages of mammalian ontogeny, particularly placental and vascular development, take place in the low oxygen environment of the uterus. Organogenesis is affected by hypoxia inducible factor (HIF) transcription factors that are sensors of hypoxia. In response to hypoxia, HIFs activate downstream target genes - growth and metabolism factors. During hematopoietic system ontogeny, blood cells and hematopoietic progenitor/stem cells are respectively generated from mesodermal precursors, hemangioblasts, and from a specialized subset of endothelial cells that are hemogenic. Since HIFs are known to play a central role in vascular development, and hematopoietic system development occurs in parallel to that of the vascular system, several studies have examined the role of HIFs in hematopoietic development. The response to hypoxia has been examined in early and mid-gestation mouse embryos through genetic deletion of HIF subunits. We review here the data showing that hematopoietic tissues of the embryo are hypoxic and express HIFs and HIF downstream targets, and that HIFs regulate the development and function of hematopoietic progenitor/stem cells.


Subject(s)
Hematopoiesis/physiology , Hematopoietic Stem Cells/metabolism , Hypoxia-Inducible Factor 1/metabolism , Animals , Bone Marrow/metabolism , Cell Hypoxia , Embryo, Mammalian , Embryonic Stem Cells/cytology , Embryonic Stem Cells/metabolism , Female , Gene Expression Regulation, Developmental , Hematopoietic Stem Cells/cytology , Humans , Hypoxia-Inducible Factor 1/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/genetics , Hypoxia-Inducible Factor 1, alpha Subunit/metabolism , Mice , Mice, Knockout , Oxygen Consumption , Placenta/embryology , Placenta/metabolism , Pregnancy , Stem Cell Niche/physiology , Vascular Endothelial Growth Factor A/metabolism
7.
Cell Stem Cell ; 5(4): 385-95, 2009 Oct 02.
Article in English | MEDLINE | ID: mdl-19796619

ABSTRACT

Hematopoietic stem cells (HSCs) are responsible for the life-long production of the blood system and are pivotal cells in hematologic transplantation therapies. During mouse and human development, the first HSCs are produced in the aorta-gonad-mesonephros region. Subsequent to this emergence, HSCs are found in other anatomical sites of the mouse conceptus. While the mouse placenta contains abundant HSCs at midgestation, little is known concerning whether HSCs or hematopoietic progenitors are present and supported in the human placenta during development. In this study we show, over a range of developmental times including term, that the human placenta contains hematopoietic progenitors and HSCs. Moreover, stromal cell lines generated from human placenta at several developmental time points are pericyte-like cells and support human hematopoiesis. Immunostaining of placenta sections during development localizes hematopoietic cells in close contact with pericytes/perivascular cells. Thus, the human placenta is a potent hematopoietic niche throughout development.


Subject(s)
Hematopoietic Stem Cells/cytology , Hematopoietic System/cytology , Placenta/cytology , Animals , Cell Transplantation , Female , Flow Cytometry , Gestational Age , Humans , Immunohistochemistry , Mice , Polymerase Chain Reaction , Pregnancy
8.
Am J Med Genet A ; 143A(14): 1623-9, 2007 Jul 15.
Article in English | MEDLINE | ID: mdl-17431902

ABSTRACT

Forty-five consanguineous Iranian families segregating autosomal recessive nonsyndromic hearing loss (ARNSHL) and negative for mutations at the DFNB1 locus were screened for allele segregation consistent with homozygosity by descent (HBD) at the DFNB21 locus. In three families demonstrating HBD at this locus, mutation screening of TECTA led to the identification of three novel homozygous mutations: one frameshift mutation (266delT), a transversion of a cytosine to an adenine (5,211C > A) leading to a stop codon, and a 9.6 kb deletion removing exon 10. In total, six mutations in TECTA have now been described in families segregating ARNSHL. All of these mutations are inactivating and produce a similar phenotype that is characterized by moderate-to-severe hearing loss across frequencies with a mid frequency dip. The truncating nature of these mutations is consistent with loss-of-function, and therefore the existing TECTA knockout mouse mutant represents a good model in which to study DFNB21-related deafness.


Subject(s)
Extracellular Matrix Proteins/genetics , Genes, Recessive , Hearing Loss, Sensorineural/genetics , Membrane Glycoproteins/genetics , Mutation , Audiometry , Base Sequence , Connexin 26 , Connexins , Consanguinity , DNA Mutational Analysis , Family Health , GPI-Linked Proteins , Genotype , Hearing Loss, Sensorineural/pathology , Hearing Loss, Sensorineural/physiopathology , Iran , Pedigree , Sequence Homology, Nucleic Acid
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