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Sundaram L, Kumar A, Zatzman M, Salcedo A, Ravindra N, Shams S, Louie BH, Bagdatli ST, Myers MA, Sarmashghi S, Choi HY, Choi WY, Yost KE, Zhao Y, Granja JM, Hinoue T, Hayes DN, Cherniack A, Felau I, Choudhry H, Zenklusen JC, Farh KKH, McPherson A, Curtis C, Laird PW, Demchok JA, Yang L, Tarnuzzer R, Caesar-Johnson SJ, Wang Z, Doane AS, Khurana E, Castro MAA, Lazar AJ, Broom BM, Weinstein JN, Akbani R, Kumar SV, Raphael BJ, Wong CK, Stuart JM, Safavi R, Benz CC, Johnson BK, Kyi C, Shen H, Corces MR, Chang HY, Greenleaf WJ. Single-cell chromatin accessibility reveals malignant regulatory programs in primary human cancers. Science 2024; 385:eadk9217. [PMID: 39236169 DOI: 10.1126/science.adk9217] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 07/03/2024] [Indexed: 09/07/2024]
Abstract
To identify cancer-associated gene regulatory changes, we generated single-cell chromatin accessibility landscapes across eight tumor types as part of The Cancer Genome Atlas. Tumor chromatin accessibility is strongly influenced by copy number alterations that can be used to identify subclones, yet underlying cis-regulatory landscapes retain cancer type-specific features. Using organ-matched healthy tissues, we identified the "nearest healthy" cell types in diverse cancers, demonstrating that the chromatin signature of basal-like-subtype breast cancer is most similar to secretory-type luminal epithelial cells. Neural network models trained to learn regulatory programs in cancer revealed enrichment of model-prioritized somatic noncoding mutations near cancer-associated genes, suggesting that dispersed, nonrecurrent, noncoding mutations in cancer are functional. Overall, these data and interpretable gene regulatory models for cancer and healthy tissue provide a framework for understanding cancer-specific gene regulation.
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Affiliation(s)
- Laksshman Sundaram
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Computer Science, Stanford University, Stanford, CA, USA
- Illumina AI laboratory, Illumina Inc, Foster City, CA, USA
- NVIDIA Bio Research, NVIDIA, Santa Clara, CA, USA
| | - Arvind Kumar
- Illumina AI laboratory, Illumina Inc, Foster City, CA, USA
| | - Matthew Zatzman
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Neal Ravindra
- Illumina AI laboratory, Illumina Inc, Foster City, CA, USA
| | - Shadi Shams
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
| | - Bryan H Louie
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
| | - S Tansu Bagdatli
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
| | - Matthew A Myers
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | | | - Hyo Young Choi
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Won-Young Choi
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | - Kathryn E Yost
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
| | - Yanding Zhao
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
| | - Jeffrey M Granja
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | - Toshinori Hinoue
- Center for Epigenetics, Van Andel Institute, Grand Rapids, MI 49503, USA
| | - D Neil Hayes
- Department of Preventive Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- Department of Medicine, University of Tennessee Health Science Center, Memphis, TN, USA
- UTHSC Center for Cancer Research, University of Tennessee Health Science Center, Memphis, TN, USA
| | | | - Ina Felau
- National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | - Hani Choudhry
- Department of Biochemistry, Faculty of Science, Cancer and Mutagenesis Unit, King Fahd Center for Medical Research, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Jean C Zenklusen
- National Cancer Institute, National Institutes of Health, Bethesda, MD 20892, USA
| | | | - Andrew McPherson
- Computational Oncology, Department of Epidemiology and Biostatistics, Memorial Sloan Kettering Cancer Center, New York, NY, USA
| | - Christina Curtis
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA
- Department of Biomedical Data Science, Stanford University School of Medicine, Stanford, CA, USA
- Chan Zuckerberg Biohub, San Francisco, CA, USA
| | - Peter W Laird
- Center for Epigenetics, Van Andel Institute, Grand Rapids, MI 49503, USA
| | - John A Demchok
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Liming Yang
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Roy Tarnuzzer
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | | | - Zhining Wang
- Center for Biomedical Informatics and Information Technology, National Cancer Institute, NIH, 9609 Medical Center Drive, Rockville, MD 20850, USA
| | - Ashley S Doane
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Ekta Khurana
- Institute for Computational Biomedicine, Weill Cornell Medicine, New York, NY 10065, USA
- Sandra and Edward Meyer Cancer Center, Weill Cornell Medicine, New York, NY 10065, USA
- Department of Physiology and Biophysics, Weill Cornell Medicine, New York, NY 10065, USA
- Englander Institute for Precision Medicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Mauro A A Castro
- Bioinformatics and Systems Biology Laboratory, Federal University of Paraná, Curitiba 81520-260, Brazil
| | - Alexander J Lazar
- Departments of Pathology & Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - Bradley M Broom
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - John N Weinstein
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
- Department of Systems Biology, University of Texas MD Anderson Cancer Center, Houston, TX 77030
| | - Rehan Akbani
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Shwetha V Kumar
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Benjamin J Raphael
- Department of Computer Science, Princeton University, 35 Olden Street, Princeton, NJ 08540
| | - Christopher K Wong
- Biomolecular Engineering Department, School of Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Joshua M Stuart
- Biomolecular Engineering Department, School of Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | - Rojin Safavi
- Biomolecular Engineering Department, School of Engineering, University of California, Santa Cruz, Santa Cruz, CA 95064, USA
| | | | - Benjamin K Johnson
- Center for Epigenetics, Van Andel Institute, Grand Rapids, MI 49503, USA
| | - Cindy Kyi
- Center for Cancer Genomics, National Cancer Institute, Bethesda, MD 20892, USA
| | - Hui Shen
- Center for Epigenetics, Van Andel Institute, Grand Rapids, MI 49503, USA
| | - M Ryan Corces
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Gladstone Institute of Neurological Disease, Gladstone Institutes, San Francisco, CA, USA
- Gladstone Institute of Data Science and Biotechnology, Gladstone Institutes, San Francisco, CA, USA
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Howard Y Chang
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Department of Dermatology, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
- Howard Hughes Medical Institute, Stanford University, School of Medicine, Stanford, CA, USA
| | - William J Greenleaf
- Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
- Center for Personal Dynamic Regulomes, Stanford University, Stanford, CA 94305, USA
- Department of Applied Physics, Stanford University, Stanford, CA, USA
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Qiu C, Wu Y, Shi Q, Guo Q, Zhang J, Meng Y, Wang C, Xia F, Wang J, Xu C. Advanced strategies for nucleic acids and small-molecular drugs in combined anticancer therapy. Int J Biol Sci 2023; 19:789-810. [PMID: 36778126 PMCID: PMC9910002 DOI: 10.7150/ijbs.79328] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/27/2022] [Accepted: 12/27/2022] [Indexed: 01/11/2023] Open
Abstract
Cancer has been considered as complex malignant consequence of genetic mutations that control the cellular proliferation, differentiation and homeostasis, thus making tumor treatment extremely challenging. To date, a variety of cargo molecules, including nucleic acids drugs (pDNA, miRNA and siRNA), therapeutic drugs (doxorubicin, paclitaxel, daunomycin and gefitinib) and imaging agents (radioisotopes, fluorescence dyes, and MRI contrast agents) have been regarded as the potential medicines in clinical application. However, non-single therapeutic drug could induce the satisfied clinical results because of tumor heterogeneity and multiple drug resistance and the nanotechnology-based combined therapy is becoming an advanced important mode for enhanced anticancer effects. The review gathers the current advanced development to co-deliver small-molecular drugs and nucleic acids for the anticancer therapy with nanomedicine-based combination. Furthermore, the superiority is definitely presented and the barriers are detail discussed to surmount the clinical challenges. In final, future perspectives in rational direction for combined tumor therapy of drugs and nucleic acids are exhibited.
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Affiliation(s)
- Chong Qiu
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Yanyan Wu
- Chinese Academy of Medical Sciences & Peking Union Medical College, Beijing 100730, China
| | - Qiaoli Shi
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Qiuyan Guo
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Junzhe Zhang
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Yuqing Meng
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Chen Wang
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Fei Xia
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
| | - Jigang Wang
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
- School of Traditional Chinese Medicine, Southern Medical University, Guangzhou 510515, China
- Department of Nephrology, Shenzhen key Laboratory of Kidney Diseases, and Shenzhen Clinical Research Centre for Geriatrics, Shenzhen People's Hospital, The First Affiliated Hospital, Southern University of Science and Technology, Shenzhen 518020, China
| | - Chengchao Xu
- Artemisinin Research Center, and Institute of Chinese Materia Medica, China Academy of Chinese Medical Sciences, Beijing 100700, China
- College of Integrative Medicine, Laboratory of Pathophysiology, Key Laboratory of Integrative Medicine on Chronic Diseases, Fujian University of Traditional Chinese Medicine, Fuzhou 350122, China
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Changizian M, Nourisanami F, Hajpoor V, Parvaresh M, Bahri Z, Motovali-Bashi M. LINC00467: A key oncogenic long non-coding RNA. Clin Chim Acta 2022; 536:112-125. [PMID: 36122666 DOI: 10.1016/j.cca.2022.09.013] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Revised: 09/10/2022] [Accepted: 09/12/2022] [Indexed: 11/03/2022]
Abstract
The significance of long non-coding RNAs (lncRNAs) in the development and progression of human cancers has attracted increasing attention in recent years of investigations. Having versatile interactions and diverse functions, lncRNAs can act as oncogenes or tumor-suppressors to actively regulate cell proliferation, survival, stemness, drug resistance, invasion and metastasis. LINC00467, an oncogenic member of long intergenic non-coding RNAs, is upregulated in numerous malignancies and its high expression is often related to poor clinicopathological features. LINC00467 facilitates the progression of cancer via sponging tumor-suppressive microRNAs, inhibiting cell death cascade, modulating cell cycle controllers, and regulating signalling pathways including AKT, STAT3, NF-κB and Wnt/β-catenin. A growing number of studies have revealed that LINC00467 may serve as a novel prognostic biomarker and its inhibitory targeting has a valuable therapeutic potential to suppress the malignant phenotypes of cancer cells. In the present review, we discuss the importance of LINC00467 and provide a comprehensive collection of its functions and molecular mechanisms in a variety of cancer types.
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Affiliation(s)
- Mohammad Changizian
- Division of Genetics, Department of Cell and Molecular Biology and Microbiology, Faculty of Biological Science and Technology, University of Isfahan, HezarJarib Street, Isfahan 81746-73441, Iran
| | - Farahdokht Nourisanami
- Department of Cell Biology, Faculty of Science, Charles University, Prague 12800, Czech Republic
| | - Vida Hajpoor
- Department of Medical Genetics, Institute of Medical Biotechnology, National Institute of Genetic Engineering and Biotechnology (NIGEB), Shahrak-e Pajoohesh, km 15, Tehran - Karaj Highway, Tehran 14965/161, Iran
| | - Maryam Parvaresh
- Division of Genetics, Department of Cell and Molecular Biology and Microbiology, Faculty of Biological Science and Technology, University of Isfahan, HezarJarib Street, Isfahan 81746-73441, Iran
| | - Zahra Bahri
- Division of Genetics, Department of Cell and Molecular Biology and Microbiology, Faculty of Biological Science and Technology, University of Isfahan, HezarJarib Street, Isfahan 81746-73441, Iran
| | - Majid Motovali-Bashi
- Division of Genetics, Department of Cell and Molecular Biology and Microbiology, Faculty of Biological Science and Technology, University of Isfahan, HezarJarib Street, Isfahan 81746-73441, Iran.
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Chang L, Yang P, Zhang C, Zhu J, Zhang Y, Wang Y, Ding J, Wang K. Long intergenic non-protein-coding RNA 467 promotes tumor progression and angiogenesis via the microRNA-128-3p/vascular endothelial growth factor C axis in colorectal cancer. Bioengineered 2022; 13:12392-12408. [PMID: 35587748 PMCID: PMC9275949 DOI: 10.1080/21655979.2022.2074666] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022] Open
Abstract
Long non-coding RNAs (lncRNAs) are important regulators and biomarkers of tumorigenesis and tumor metastasis. Long intergenic non-protein-coding RNA 467 (LINC00467) is associated with various cancers. However, the role and mechanism of LINC00467 in colorectal cancer (CRC) promotion are poorly understood. This study aimed to present new details of LINC00467 in the progression of CRC. Reverse transcription–polymerase chain reaction demonstrated that the expression level of LINC00467 in CRC tissues and cell lines was significantly upregulated, which was closely related to the clinical features of CRC. Cell and animal studies showed that the downregulation of LINC00467 expression in CRC cells significantly inhibited cell proliferation, metastasis, and angiogenesis. Moreover, the overexpression of LINC00467 accelerated CRC promotion. Bioinformatics analysis and luciferase reporter assay confirmed that LINC00467 binds to miR-128-3p. Rescue experiments manifested that decreased miR-128-3p level reversed CRC cell inhibition by silencing LINC00467. Furthermore, vascular endothelial growth factor C (VEGFC) was identified as a target of miR-128-3p that could reverse the inhibition of cell growth that is mediated by miR-128-3p. Altogether, our results showed that LINC00467 contributes to CRC progression and angiogenesis via the miR-128-3p/VEGFC axis. Our findings expand the understanding of the mechanisms underlying CRC and suggest potential targets for clinical strategies against CRC.
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Affiliation(s)
- Lisha Chang
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Peipei Yang
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Chun Zhang
- Department of Oncology, Nanjing First Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jing Zhu
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yirao Zhang
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Yang Wang
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Jie Ding
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
| | - Keming Wang
- Department of Oncology, Second Affiliated Hospital, Nanjing Medical University, Nanjing, Jiangsu, China
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Ahmad S, Abbas M, Ullah MF, Aziz MH, Beylerli O, Alam MA, Syed MA, Uddin S, Ahmad A. Long non-coding RNAs regulated NF-κB signaling in cancer metastasis: Micromanaging by not so small non-coding RNAs. Semin Cancer Biol 2021; 85:155-163. [PMID: 34314819 DOI: 10.1016/j.semcancer.2021.07.015] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/19/2021] [Revised: 07/17/2021] [Accepted: 07/22/2021] [Indexed: 02/06/2023]
Abstract
Cancer metastasis is a major reason for the cancer-associated deaths and a role of long non-coding RNAs (lncRNAs) in cancer metastasis is increasingly being realized. Among the many oncogenic pathways, NF-κB signalling's involvement in cancer metastasis as a key inflammation-regulatory transcription factor has been a subject of interest for long time. Accumulating data from in vitro as well as in vivo studies along with analysis of clinical cancer tissues points to regulation of NF-κB signalling by lncRNAs with implications toward the onset of cancer metastasis. LncRNAs FOXD2-AS1, KRT19P3 and the NF-κB interacting lncRNA (NKILA) associate with lymph node metastasis and poor prognosis of individual cancers. The role of epithelial-mesenchymal transition (EMT) in cancer metastasis is well known. EMT is regulated by NF-κB and regulation of NF-κB/EMT-induced metastasis by lncRNAs remains a hot topic of research with indications for such roles of lncRNAs MALAT1, SNHG15, CRNDE and AC007271.3. Among the many lncRNAs, NKILA stands out as the most investigated lncRNA for its regulation of NF-κB. This tumor suppressive lncRNA has been reported downregulated in clinical samples representing different human cancers. Mechanistically, NKILA has been consistently shown to inhibit NF-κB activation via inhibition of IκBα phosphorylation and the resulting suppression of EMT. NKILA is also a target of natural anticancer compounds. Given the importance of NF-κB as a master regulatory transcription factor, lncRNAs, as the modulators of NF-κB signaling, can provide alternate targets for metastatic cancers with constitutively active NF-κB.
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Affiliation(s)
- Shaniya Ahmad
- Translational Research Lab, Department of Biotechnology, Jamia Millia Islamia, New Delhi, 110025, India
| | - Madiha Abbas
- School of Life Sciences, Jawaharlal Nehru University, New Delhi, 110067, India
| | - Mohammad Fahad Ullah
- Prince Fahd Research Chair, Department of Medical Laboratory Sciences, Faculty of Applied Medical Sciences, University of Tabuk, Saudi Arabia
| | - Moammir H Aziz
- James H. Quillen VA Medical Center, Johnson City, TN, 37604, USA
| | - Ozal Beylerli
- Bashkir State Medical University, Ufa, Republic of Bashkortostan, 450008, Russia
| | - Majid Ali Alam
- Dermatology Institute and Translational Research Institute, Academic Health System, Hamad Medical Corporation, Doha, Qatar
| | - Mansoor Ali Syed
- Translational Research Lab, Department of Biotechnology, Jamia Millia Islamia, New Delhi, 110025, India
| | - Shahab Uddin
- Dermatology Institute and Translational Research Institute, Academic Health System, Hamad Medical Corporation, Doha, Qatar; Laboratory of Animal Center, Qatar University, Doha, Qatar
| | - Aamir Ahmad
- Dermatology Institute and Translational Research Institute, Academic Health System, Hamad Medical Corporation, Doha, Qatar.
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