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Alig SK, Shahrokh Esfahani M, Garofalo A, Li MY, Rossi C, Flerlage T, Flerlage JE, Adams R, Binkley MS, Shukla N, Jin MC, Olsen M, Telenius A, Mutter JA, Schroers-Martin JG, Sworder BJ, Rai S, King DA, Schultz A, Bögeholz J, Su S, Kathuria KR, Liu CL, Kang X, Strohband MJ, Langfitt D, Pobre-Piza KF, Surman S, Tian F, Spina V, Tousseyn T, Buedts L, Hoppe R, Natkunam Y, Fornecker LM, Castellino SM, Advani R, Rossi D, Lynch R, Ghesquières H, Casasnovas O, Kurtz DM, Marks LJ, Link MP, André M, Vandenberghe P, Steidl C, Diehn M, Alizadeh AA. Distinct Hodgkin lymphoma subtypes defined by noninvasive genomic profiling. Nature 2024; 625:778-787. [PMID: 38081297 DOI: 10.1038/s41586-023-06903-x] [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: 12/19/2022] [Accepted: 11/28/2023] [Indexed: 01/06/2024]
Abstract
The scarcity of malignant Hodgkin and Reed-Sternberg cells hampers tissue-based comprehensive genomic profiling of classic Hodgkin lymphoma (cHL). By contrast, liquid biopsies show promise for molecular profiling of cHL due to relatively high circulating tumour DNA (ctDNA) levels1-4. Here we show that the plasma representation of mutations exceeds the bulk tumour representation in most cases, making cHL particularly amenable to noninvasive profiling. Leveraging single-cell transcriptional profiles of cHL tumours, we demonstrate Hodgkin and Reed-Sternberg ctDNA shedding to be shaped by DNASE1L3, whose increased tumour microenvironment-derived expression drives high ctDNA concentrations. Using this insight, we comprehensively profile 366 patients, revealing two distinct cHL genomic subtypes with characteristic clinical and prognostic correlates, as well as distinct transcriptional and immunological profiles. Furthermore, we identify a novel class of truncating IL4R mutations that are dependent on IL-13 signalling and therapeutically targetable with IL-4Rα-blocking antibodies. Finally, using PhasED-seq5, we demonstrate the clinical value of pretreatment and on-treatment ctDNA levels for longitudinally refining cHL risk prediction and for detection of radiographically occult minimal residual disease. Collectively, these results support the utility of noninvasive strategies for genotyping and dynamic monitoring of cHL, as well as capturing molecularly distinct subtypes with diagnostic, prognostic and therapeutic potential.
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Affiliation(s)
- Stefan K Alig
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | | | - Andrea Garofalo
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Michael Yu Li
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Cédric Rossi
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
- Hematology Department, University Hospital F. Mitterrand and Inserm UMR 1231, Dijon, France
| | - Tim Flerlage
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Jamie E Flerlage
- Department of Oncology, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Ragini Adams
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Michael S Binkley
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | - Navika Shukla
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Michael C Jin
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Mari Olsen
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Adèle Telenius
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Jurik A Mutter
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Joseph G Schroers-Martin
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Brian J Sworder
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Shinya Rai
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Daniel A King
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Andre Schultz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Jan Bögeholz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Shengqin Su
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | - Karan R Kathuria
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Chih Long Liu
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Xiaoman Kang
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Maya J Strohband
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Deanna Langfitt
- Department of Bone Marrow Transplant and Cellular Therapy, St Jude Children's Research Hospital, Memphis, TN, USA
| | | | - Sherri Surman
- Department of Infectious Diseases, St Jude Children's Research Hospital, Memphis, TN, USA
| | - Feng Tian
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Valeria Spina
- Laboratory of Molecular Diagnostics, Department of Medical Genetics EOLAB, Bellinzona, Switzerland
| | - Thomas Tousseyn
- Department of Imaging and Pathology, KU Leuven, Leuven, Belgium
| | | | - Richard Hoppe
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA
| | | | - Luc-Matthieu Fornecker
- Institut de Cancérologie Strasbourg Europe (ICANS) and University of Strasbourg, Strasbourg, France
| | - Sharon M Castellino
- Department of Pediatrics, Emory University, Aflac Cancer and Blood Disorders Center, Children's Healthcare of Atlanta, Atlanta, GA, USA
| | - Ranjana Advani
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Davide Rossi
- Clinic of Hematology, Oncology Institute of Southern Switzerland, Ente Ospedaliero Cantonale, Bellinzona, Switzerland
- Laboratory of Experimental Hematology, Institute of Oncology Research, Bellinzona, Switzerland
- Faculty of Biomedical Sciences, Università della Svizzera Italiana, Lugano, Switzerland
| | - Ryan Lynch
- Clinical Research Division, Fred Hutchinson Cancer Research Center, Seattle, WA, USA
| | - Hervé Ghesquières
- Department of Hematology, Centre Hospitalier Lyon Sud, Hospices Civils de Lyon, Pierre Benite, France
| | - Olivier Casasnovas
- Hematology Department, University Hospital F. Mitterrand and Inserm UMR 1231, Dijon, France
| | - David M Kurtz
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA
| | - Lianna J Marks
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Michael P Link
- Department of Pediatrics, Division of Pediatric Hematology and Oncology, Stanford University, Stanford, CA, USA
| | - Marc André
- Department of Haematology, Université Catholique de Louvain, CHU UCL Namur, Yvoir, Belgium
| | - Peter Vandenberghe
- Department of Human Genetics, KU Leuven, Leuven, Belgium
- Department of Hematology, University Hospitals Leuven, Leuven, Belgium
| | - Christian Steidl
- Centre for Lymphoid Cancer, British Columbia Cancer, Vancouver, British Columbia, Canada
| | - Maximilian Diehn
- Department of Radiation Oncology, Stanford University Medical Center, Stanford, CA, USA.
| | - Ash A Alizadeh
- Department of Medicine, Divisions of Oncology and Hematology, Stanford University, Stanford, CA, USA.
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Gristina V, La Mantia M, Peri M, Iacono F, Barraco N, Perez A, Viscardi G, Cutaia S, Russo TDB, Anwar Z, Incorvaia L, Fulfaro F, Vieni S, Pantuso G, Graceffa G, Russo A, Galvano A, Bazan V. Navigating the liquid biopsy Minimal Residual Disease (MRD) in non-small cell lung cancer: Making the invisible visible. Crit Rev Oncol Hematol 2023; 182:103899. [PMID: 36596401 DOI: 10.1016/j.critrevonc.2022.103899] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Revised: 12/16/2022] [Accepted: 12/19/2022] [Indexed: 01/02/2023] Open
Abstract
Liquid biopsy has gained increasing interest in the growing era of precision medicine as minimally invasive technique. Recent findings demonstrated that detecting minimal or molecular residual disease (MRD) in NSCLC is a challenging matter of debate that need multidisciplinary competencies, avoiding the overtreatment risk along with achieving a significant survival improvement. This review aims to provide practical consideration for solving data interpretation questions about MRD in NSCLC thanks to the close cooperation between biologists and oncology clinicians. We discussed with a translational approach the critical point of view from benchside, bedside and bunchside to facilitate the future applicability of liquid biopsy in this setting. Herein, we defined the clinical significance of MRD, focusing on relevant practical consideration about advantages and disadvantages, speculating on future clinical trial design and standardization of MRD technology.
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Affiliation(s)
- Valerio Gristina
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Maria La Mantia
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Marta Peri
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Federica Iacono
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Nadia Barraco
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Alessandro Perez
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Giuseppe Viscardi
- Medical Oncology, Department of Pneumology and Oncology, AORN Ospedali dei Colli, Via Leonardo Bianchi, 80131 Naples, Italy
| | - Sofia Cutaia
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Tancredi Didier Bazan Russo
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Zubair Anwar
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Lorena Incorvaia
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Fabio Fulfaro
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Salvatore Vieni
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Gianni Pantuso
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Giuseppa Graceffa
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Antonio Russo
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy.
| | - Antonio Galvano
- Department of Surgical, Oncological and Oral Sciences, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
| | - Viviana Bazan
- Department of Experimental Biomedicine and Clinical Neurosciences, School of Medicine, University of Palermo, Via del Vespro 129, 90127 Palermo, Italy
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Shields MD, Chen K, Dutcher G, Patel I, Pellini B. Making the Rounds: Exploring the Role of Circulating Tumor DNA (ctDNA) in Non-Small Cell Lung Cancer. Int J Mol Sci 2022; 23:ijms23169006. [PMID: 36012272 PMCID: PMC9408840 DOI: 10.3390/ijms23169006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2022] [Revised: 08/03/2022] [Accepted: 08/05/2022] [Indexed: 11/16/2022] Open
Abstract
Advancements in the clinical practice of non-small cell lung cancer (NSCLC) are shifting treatment paradigms towards increasingly personalized approaches. Liquid biopsies using various circulating analytes provide minimally invasive methods of sampling the molecular content within tumor cells. Plasma-derived circulating tumor DNA (ctDNA), the tumor-derived component of cell-free DNA (cfDNA), is the most extensively studied analyte and has a growing list of applications in the clinical management of NSCLC. As an alternative to tumor genotyping, the assessment of oncogenic driver alterations by ctDNA has become an accepted companion diagnostic via both single-gene polymerase chain reactions (PCR) and next-generation sequencing (NGS) for advanced NSCLC. ctDNA technologies have also shown the ability to detect the emerging mechanisms of acquired resistance that evolve after targeted therapy. Furthermore, the detection of minimal residual disease (MRD) by ctDNA for patients with NSCLC after curative-intent treatment may serve as a prognostic and potentially predictive biomarker for recurrence and response to therapy, respectively. Finally, ctDNA analysis via mutational, methylation, and/or fragmentation multi-omic profiling offers the potential for improving early lung cancer detection. In this review, we discuss the role of ctDNA in each of these capacities, namely, for molecular profiling, treatment response monitoring, MRD detection, and early cancer detection of NSCLC.
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Affiliation(s)
- Misty Dawn Shields
- Department of Internal Medicine, Division of Hematology/Oncology, Indiana University School of Medicine, Indiana University Melvin and Bren Simon Cancer Center, Indianapolis, IN 46202, USA
| | - Kevin Chen
- Department of Radiation Oncology, Division of Cancer Biology, Washington University School of Medicine, St. Louis, MO 63110, USA
| | - Giselle Dutcher
- Department of Medicine, Division of Solid Tumor Oncology, University Hospitals Seidman Cancer Center, Case Western Reserve University, Cleveland, OH 44106, USA
| | - Ishika Patel
- Department of Public Health, University of South Florida, 12902 Magnolia Drive, Tampa, FL 33612, USA
| | - Bruna Pellini
- Department of Thoracic Oncology, Moffitt Cancer Center and Research Institute, Tampa, FL 33612, USA
- Department of Oncologic Sciences, Morsani College of Medicine, University of South Florida, Tampa, FL 33612, USA
- Correspondence:
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