2
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Aalam S, Tang X, Song J, Ray U, Russell S, Weroha S, Bakkum-Gamez J, Shridhar V, Sherman M, Eaves C, Knapp DJHF, Kalari K, Kannan N. DNA barcoded competitive clone-initiating cell analysis reveals novel features of metastatic growth in a cancer xenograft model. NAR Cancer 2022; 4:zcac022. [PMID: 35875052 PMCID: PMC9303272 DOI: 10.1093/narcan/zcac022] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Revised: 06/17/2022] [Accepted: 06/24/2022] [Indexed: 12/02/2022] Open
Abstract
A problematic feature of many human cancers is a lack of understanding of mechanisms controlling organ-specific patterns of metastasis, despite recent progress in identifying many mutations and transcriptional programs shown to confer this potential. To address this gap, we developed a methodology that enables different aspects of the metastatic process to be comprehensively characterized at a clonal resolution. Our approach exploits the application of a computational pipeline to analyze and visualize clonal data obtained from transplant experiments in which a cellular DNA barcoding strategy is used to distinguish the separate clonal contributions of two or more competing cell populations. To illustrate the power of this methodology, we demonstrate its ability to discriminate the metastatic behavior in immunodeficient mice of a well-established human metastatic cancer cell line and its co-transplanted LRRC15 knockdown derivative. We also show how the use of machine learning to quantify clone-initiating cell (CIC) numbers and their subsequent metastatic progeny generated in different sites can reveal previously unknown relationships between different cellular genotypes and their initial sites of implantation with their subsequent respective dissemination patterns. These findings underscore the potential of such combined genomic and computational methodologies to identify new clonally-relevant drivers of site-specific patterns of metastasis.
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Affiliation(s)
- Syed Mohammed Musheer Aalam
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
| | - Xiaojia Tang
- Department of Health Sciences Research, Mayo Clinic , Rochester, MN, USA
| | - Jianning Song
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
| | - Upasana Ray
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
| | | | - S John Weroha
- Department of Oncology, Mayo Clinic , Rochester, MN, USA
- Department of Molecular Pharmacology and Experimental Therapeutics, Mayo Clinic , Rochester, MN, USA
| | - Jamie Bakkum-Gamez
- Division of Gynecologic Oncology Surgery, Department of Obstetrics and Gynecology, Mayo Clinic , Rochester, MN, USA
| | - Viji Shridhar
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
| | - Mark E Sherman
- Department of Quantitative Health Sciences, Mayo Clinic , Jacksonville, FL, USA
| | - Connie J Eaves
- Terry Fox Laboratory, British Columbia Cancer Research Institute , Vancouver, BC, Canada
- Departments of Medical Genetics and School of Biomedical Engineering, University of British Columbia , Vancouver, BC, Canada
| | - David J H F Knapp
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
- Institut de Recherche en Immunologie et Cancérologie, and Département de Pathologie et Biologie Cellulaire, Université de Montréal , Montreal, QC, Canada
| | - Krishna R Kalari
- Department of Health Sciences Research, Mayo Clinic , Rochester, MN, USA
| | - Nagarajan Kannan
- Division of Experimental Pathology and Laboratory Medicine, Department of Laboratory Medicine and Pathology, Mayo Clinic , Rochester, MN, USA
- Mayo Clinic Cancer Center, Mayo Clinic , Rochester, MN, USA
- Center for Regenerative Medicine, Mayo Clinic , Rochester, MN, USA
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3
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Guillen KP, Fujita M, Butterfield AJ, Scherer SD, Bailey MH, Chu Z, DeRose YS, Zhao L, Cortes-Sanchez E, Yang CH, Toner J, Wang G, Qiao Y, Huang X, Greenland JA, Vahrenkamp JM, Lum DH, Factor RE, Nelson EW, Matsen CB, Poretta JM, Rosenthal R, Beck AC, Buys SS, Vaklavas C, Ward JH, Jensen RL, Jones KB, Li Z, Oesterreich S, Dobrolecki LE, Pathi SS, Woo XY, Berrett KC, Wadsworth ME, Chuang JH, Lewis MT, Marth GT, Gertz J, Varley KE, Welm BE, Welm AL. A human breast cancer-derived xenograft and organoid platform for drug discovery and precision oncology. NATURE CANCER 2022; 3:232-250. [PMID: 35221336 PMCID: PMC8882468 DOI: 10.1038/s43018-022-00337-6] [Citation(s) in RCA: 124] [Impact Index Per Article: 62.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/12/2021] [Accepted: 01/12/2022] [Indexed: 12/17/2022]
Abstract
Models that recapitulate the complexity of human tumors are urgently needed to develop more effective cancer therapies. We report a bank of human patient-derived xenografts (PDXs) and matched organoid cultures from tumors that represent the greatest unmet need: endocrine-resistant, treatment-refractory and metastatic breast cancers. We leverage matched PDXs and PDX-derived organoids (PDxO) for drug screening that is feasible and cost-effective with in vivo validation. Moreover, we demonstrate the feasibility of using these models for precision oncology in real time with clinical care in a case of triple-negative breast cancer (TNBC) with early metastatic recurrence. Our results uncovered a Food and Drug Administration (FDA)-approved drug with high efficacy against the models. Treatment with this therapy resulted in a complete response for the individual and a progression-free survival (PFS) period more than three times longer than their previous therapies. This work provides valuable methods and resources for functional precision medicine and drug development for human breast cancer. Welm and colleagues present a biobank of human-derived xenografts and organoids and demonstrate its value for high-throughput drug screening and applied precision medicine.
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Affiliation(s)
- Katrin P Guillen
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Maihi Fujita
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Andrew J Butterfield
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Sandra D Scherer
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Matthew H Bailey
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Eccles Institute of Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Zhengtao Chu
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Yoko S DeRose
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Ling Zhao
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Emilio Cortes-Sanchez
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Chieh-Hsiang Yang
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Jennifer Toner
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Guoying Wang
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Yi Qiao
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Xiaomeng Huang
- Eccles Institute of Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Jeffery A Greenland
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Jeffery M Vahrenkamp
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - David H Lum
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Rachel E Factor
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Pathology, University of Utah, Salt Lake City, UT, USA
| | - Edward W Nelson
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Surgery, University of Utah, Salt Lake City, UT, USA
| | - Cindy B Matsen
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Surgery, University of Utah, Salt Lake City, UT, USA
| | - Jane M Poretta
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Surgery, University of Utah, Salt Lake City, UT, USA
| | - Regina Rosenthal
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Surgery, University of Utah, Salt Lake City, UT, USA
| | - Anna C Beck
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Internal Medicine, Division of Medical Oncology, University of Utah, Salt Lake City, UT, USA
| | - Saundra S Buys
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Internal Medicine, Division of Medical Oncology, University of Utah, Salt Lake City, UT, USA
| | - Christos Vaklavas
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Internal Medicine, Division of Medical Oncology, University of Utah, Salt Lake City, UT, USA
| | - John H Ward
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Internal Medicine, Division of Medical Oncology, University of Utah, Salt Lake City, UT, USA
| | - Randy L Jensen
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Neurosurgery, University of Utah, Salt Lake City, UT, USA
| | - Kevin B Jones
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Department of Orthopaedics, University of Utah, Salt Lake City, UT, USA
| | - Zheqi Li
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, UPMC Hillman Cancer Center, Magee Womens Research Institute, Pittsburgh, PA, USA
| | - Steffi Oesterreich
- Department of Pharmacology and Chemical Biology, University of Pittsburgh, UPMC Hillman Cancer Center, Magee Womens Research Institute, Pittsburgh, PA, USA
| | - Lacey E Dobrolecki
- Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX, USA
| | - Satya S Pathi
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Xing Yi Woo
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA
| | - Kristofer C Berrett
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Mark E Wadsworth
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Jeffrey H Chuang
- The Jackson Laboratory for Genomic Medicine, Farmington, CT, USA.,Department of Genetics and Genome Sciences, UCONN-Health, Farmington, CT, USA
| | - Michael T Lewis
- Lester and Sue Smith Breast Center, Baylor College of Medicine, Houston, TX, USA
| | - Gabor T Marth
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.,Eccles Institute of Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Jason Gertz
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Katherine E Varley
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA.,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA
| | - Bryan E Welm
- Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA. .,Department of Surgery, University of Utah, Salt Lake City, UT, USA.
| | - Alana L Welm
- Department of Oncological Sciences, University of Utah, Salt Lake City, UT, USA. .,Huntsman Cancer Institute, University of Utah, Salt Lake City, UT, USA.
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