1
|
Lim S, Choi YJ, Yeom E, Ahn WK, Lee ST, Choi JR, Hahn S, Shin S. Identification of IGH::DUX4 Rearrangements Using RNA-sequencing in a Patient with ALL: A Case Report. Ann Lab Med 2025; 45:339-342. [PMID: 40176549 PMCID: PMC11996694 DOI: 10.3343/alm.2024.0622] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2024] [Revised: 01/03/2025] [Accepted: 03/04/2025] [Indexed: 04/04/2025] Open
Affiliation(s)
- Seoyoung Lim
- Graduate School of Medical Science, Brain Korea 21 PLUS Project, Yonsei University College of Medicine, Seoul, Korea
| | - Yu Jeong Choi
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Korea
| | - Eunju Yeom
- Graduate School of Medical Science, Brain Korea 21 PLUS Project, Yonsei University College of Medicine, Seoul, Korea
| | - Won Kee Ahn
- Department of Pediatric Hematology-Oncology, Yonsei Cancer Center, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Seung-Tae Lee
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Korea
- Dxome Co. Ltd., Seongnam, Korea
| | - Jong Rak Choi
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Korea
- Dxome Co. Ltd., Seongnam, Korea
| | - Seungmin Hahn
- Department of Pediatric Hematology-Oncology, Yonsei Cancer Center, Severance Hospital, Yonsei University College of Medicine, Seoul, Korea
| | - Saeam Shin
- Department of Laboratory Medicine, Yonsei University College of Medicine, Seoul, Korea
| |
Collapse
|
2
|
Thomson A, Rehn J, Yeung D, Breen J, White D. Deciphering IGH rearrangement complexity and detection strategies in acute lymphoblastic leukaemia. NPJ Precis Oncol 2025; 9:99. [PMID: 40185891 PMCID: PMC11971345 DOI: 10.1038/s41698-025-00887-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/01/2024] [Accepted: 03/19/2025] [Indexed: 04/07/2025] Open
Abstract
Acute lymphoblastic leukaemia is a highly heterogeneous malignancy characterised by various genomic alterations that influence disease progression and therapeutic outcomes. Gene fusions involving the immunoglobulin heavy chain gene represent a complex and diverse category. These fusions often result in enhancer hijacking, upregulation of partner proto-oncogenes and contribute to leukemogenesis. This review highlights the mechanisms underlying IGH gene fusions, the critical role they play in ALL pathogenesis, and current detection technologies.
Collapse
Affiliation(s)
- Ashlee Thomson
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA, 5005, Australia.
- Blood Cancer Program, Precision Cancer Medicine Theme, South Australian Health & Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia.
| | - Jacqueline Rehn
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
- Blood Cancer Program, Precision Cancer Medicine Theme, South Australian Health & Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia
| | - David Yeung
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA, 5005, Australia
- Blood Cancer Program, Precision Cancer Medicine Theme, South Australian Health & Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia
- Haematology Department, Royal Adelaide Hospital and SA Pathology, Adelaide, SA, 5000, Australia
| | - James Breen
- Black Ochre Data Labs, Indigenous Genomics, The Kids Research Institute Australia, Adelaide, SA, 5000, Australia
- James Curtin School of Medical Research, Australian National University, Canberra, ACT, 2601, Australia
| | - Deborah White
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA, 5005, Australia.
- Blood Cancer Program, Precision Cancer Medicine Theme, South Australian Health & Medical Research Institute (SAHMRI), Adelaide, SA, 5000, Australia.
- Australian and New Zealand Children's Oncology Group (ANZCHOG), Clayton, VIC, 3168, Australia.
- Australian Genomics Health Alliance (AGHA), The Murdoch Children's Research Institute, Parkville, VIC, 3052, Australia.
| |
Collapse
|
3
|
Geyer J, Opoku KB, Lin J, Ramkissoon L, Mullighan C, Bhakta N, Alexander TB, Wang JR. Real-time genomic characterization of pediatric acute leukemia using adaptive sampling. Leukemia 2025:10.1038/s41375-025-02565-y. [PMID: 40128561 DOI: 10.1038/s41375-025-02565-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Revised: 02/18/2025] [Accepted: 03/11/2025] [Indexed: 03/26/2025]
Abstract
Effective treatment of pediatric acute leukemia is dependent on accurate genomic classification, typically derived from a combination of multiple time-consuming and costly techniques such as flow cytometry, fluorescence in situ hybridization (FISH), karyotype analysis, targeted PCR, and microarrays [1-3]. We investigated the feasibility of a comprehensive single-assay classification approach using long-read sequencing, with real-time genome target enrichment, to classify chromosomal abnormalities and structural variants characteristic of acute leukemia. We performed whole genome sequencing on DNA from diagnostic peripheral blood or bone marrow for 57 pediatric acute leukemia cases with diverse genomic subtypes. We demonstrated the characterization of known, clinically relevant karyotype abnormalities and structural variants concordant with standard-of-care clinical testing. Subtype-defining genomic alterations were identified in all cases following a maximum of 48 h of sequencing. In 18 cases, we performed real-time analysis- concurrent with sequencing-and identified the driving alteration in as little as 15 min (for karyotype) or up to 6 h (for complex structural variants). Whole genome nanopore sequencing with adaptive sampling has the potential to provide genomic classification of acute leukemia specimens with reduced cost and turnaround time compared to the current standard of care.
Collapse
Affiliation(s)
- Julie Geyer
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kofi B Opoku
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Hackensack Meridian Health, JFK University Medical Center, Hackensack, NJ, USA
| | - John Lin
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Lori Ramkissoon
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Charles Mullighan
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children's Research Hospital, Memphis, TN, USA
| | - Thomas B Alexander
- Department of Pediatrics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| | - Jeremy R Wang
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
| |
Collapse
|
4
|
Geyer J, Opoku KB, Lin J, Ramkissoon L, Mullighan C, Bhakta N, Alexander TB, Wang JR. Real-time genomic characterization of pediatric acute leukemia using adaptive sampling. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2025:2024.10.11.617690. [PMID: 39416119 PMCID: PMC11483067 DOI: 10.1101/2024.10.11.617690] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 10/19/2024]
Abstract
Effective treatment of pediatric acute leukemia is dependent on accurate genomic classification, typically derived from a combination of multiple time-consuming and costly techniques such as flow cytometry, fluorescence in situ hybridization (FISH), karyotype analysis, targeted PCR, and microarrays (Arber et al., 2016; Iacobucci & Mullighan, 2017; Narayanan & Weinberg, 2020). We investigated the feasibility of a comprehensive single-assay classification approach using long-read sequencing, with real-time genome target enrichment, to classify chromosomal abnormalities and structural variants characteristic of acute leukemia. We performed whole genome sequencing on DNA from diagnostic peripheral blood or bone marrow for 57 pediatric acute leukemia cases with diverse genomic subtypes. We demonstrated the characterization of known, clinically relevant karyotype abnormalities and structural variants concordant with standard-of-care clinical testing. Subtype-defining genomic alterations were identified in all cases following a maximum of forty-eight hours of sequencing. In 18 cases, we performed real-time analysis - concurrent with sequencing - and identified the driving alteration in as little as fifteen minutes (for karyotype) or up to six hours (for complex structural variants). Whole genome nanopore sequencing with adaptive sampling has the potential to provide genomic classification of acute leukemia specimens with reduced cost and turnaround time compared to the current standard of care.
Collapse
Affiliation(s)
- Julie Geyer
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Kofi B. Opoku
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Hackensack Meridian Health, JFK University Medical Center, Hackensack, NJ, USA
| | - John Lin
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Lori Ramkissoon
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Charles Mullighan
- Department of Pathology, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Nickhill Bhakta
- Department of Global Pediatric Medicine, St. Jude Children’s Research Hospital, Memphis, TN, USA
| | - Thomas B. Alexander
- Department of Pediatrics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Jeremy R. Wang
- Department of Pathology and Laboratory Medicine, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Department of Genetics, School of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| |
Collapse
|
5
|
Grobecker P, Berri S, Peden JF, Chow KJ, Fielding C, Armogida I, Northen H, McBride DJ, Campbell PJ, Becq J, Ryan SL, Bentley DR, Harrison CJ, Moorman AV, Ross MT, Mijuskovic M. A dedicated caller for DUX4 rearrangements from whole-genome sequencing data. BMC Med Genomics 2025; 18:24. [PMID: 39885506 PMCID: PMC11783778 DOI: 10.1186/s12920-024-02069-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2024] [Accepted: 12/13/2024] [Indexed: 02/01/2025] Open
Abstract
Rearrangements involving the DUX4 gene (DUX4-r) define a subtype of paediatric and adult acute lymphoblastic leukaemia (ALL) with a favourable outcome. Currently, there is no 'standard of care' diagnostic method for their confident identification. Here, we present an open-source software tool designed to detect DUX4-r from short-read, whole-genome sequencing (WGS) data. Evaluation on a cohort of 210 paediatric ALL cases showed that our method detects all known, as well as previously unidentified, cases of IGH::DUX4 and rearrangements with other partner genes. These findings demonstrate the possibility of robustly detecting DUX4-r using WGS in the routine clinical setting.
Collapse
Affiliation(s)
- Pascal Grobecker
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Stefano Berri
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - John F Peden
- Genpax Ltd, Office 4.05, 53, 64 Chancery Ln, London, UK
| | - Kai-Jie Chow
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Claire Fielding
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Ivana Armogida
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Helen Northen
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - David J McBride
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Peter J Campbell
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Jennifer Becq
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Sarra L Ryan
- Leukaemia Research Cytogenetics Group, Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University Centre for Cancer, Newcastle upon Tyne, UK
| | - David R Bentley
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK
| | - Christine J Harrison
- Leukaemia Research Cytogenetics Group, Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University Centre for Cancer, Newcastle upon Tyne, UK
| | - Anthony V Moorman
- Leukaemia Research Cytogenetics Group, Translational and Clinical Research Institute, Faculty of Medical Sciences, Newcastle University Centre for Cancer, Newcastle upon Tyne, UK
| | - Mark T Ross
- Illumina Cambridge Ltd., Granta Park, Great Abington, Cambridge, UK.
| | | |
Collapse
|
6
|
Hidalgo-Gómez G, Tazón-Vega B, Palacio C, Saumell S, Martínez-Morgado N, Navarro V, Murillo L, Velasco P, Murciano T, Díaz de Heredia C, Bosch F, Armengol G, Ortega M. How to combine multiple tools for the genetic diagnosis work-up of pediatric B-cell acute lymphoblastic leukemia. Ann Hematol 2025:10.1007/s00277-024-06151-7. [PMID: 39843811 DOI: 10.1007/s00277-024-06151-7] [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: 08/21/2024] [Accepted: 12/15/2024] [Indexed: 01/24/2025]
Abstract
This study investigated the importance of comprehensive genetic diagnosis in pediatric B-cell acute lymphoblastic leukemia (B-ALL). We analyzed 175 B-ALL employing karyotyping, FISH, MLPA, targeted next-generation sequencing (t-NGS), and Optical Genome Mapping (OGM). This approach achieved an 83% classification rate, identifying 17 distinct genetic subtypes. Specifically, within B-other subtype, seven different subgroups were identified (ZNF384, IGH, DUX4, NUTM1 rearrangements, PAX5 alterations, PAX5 P80R, and IKZF1 N159Y). Secondary genetic alterations were observed, with copy number alterations (CNA) present in 60% of cases and mutations detected in 70.6%. While these alterations exhibited specific associations with certain genetic subtypes, CNAs did not appear to significantly impact the prognosis within these genetic groups. HeH, ETV6::RUNX1, ZNF384-r, and PAX5 P80R exhibited excellent outcomes, contrasting with the poor prognoses observed in KMT2A-r, hypodiploidy, and CRLF2-r (5-year overall OS were 50%, 50%, and 52%, respectively). These findings underscore the value of integrated genetic diagnostics for accurate subtyping, risk stratification, and guiding personalized treatment in pediatric B-ALL. Therefore, optimizing diagnostic workflows for routine clinical practice is crucial. Our study confirms the utility of conventional techniques (karyotyping and FISH), combined with t-NGS and OGM, for comprehensive genetic diagnosis.
Collapse
Affiliation(s)
- Gloria Hidalgo-Gómez
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
- Unit of Biological Anthropology, Department of Animal Biology, Plant Biology, and Ecology, Faculty of Biosciences, Universitat Autonoma de Barcelona, 08193, Barcelona, Catalonia, Spain
| | - Bárbara Tazón-Vega
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Carlos Palacio
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Silvia Saumell
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Noemi Martínez-Morgado
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Víctor Navarro
- Oncology Data Science (ODysSey) Group, Vall d'Hebron Institute of Oncology (VHIO), Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Laura Murillo
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Pablo Velasco
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Thais Murciano
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Cristina Díaz de Heredia
- Pediatric Oncology and Hematology Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Francesc Bosch
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain
| | - Gemma Armengol
- Unit of Biological Anthropology, Department of Animal Biology, Plant Biology, and Ecology, Faculty of Biosciences, Universitat Autonoma de Barcelona, 08193, Barcelona, Catalonia, Spain
| | - Margarita Ortega
- Hematology Service, Experimental Hematology, Vall d'Hebron Hospital Universitari, Vall d'Hebron Institute of Oncology (VHIO), Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Passeig Vall d'Hebron 119-129, 08035, Barcelona, Spain.
| |
Collapse
|
7
|
Walter W, Iacobucci I, Meggendorfer M. Diagnosis of acute lymphoblastic leukaemia: an overview of the current genomic classification, diagnostic approaches, and future directions. Histopathology 2025; 86:134-145. [PMID: 39403021 DOI: 10.1111/his.15338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2024]
Abstract
B-acute lymphoblastic leukaemia (B-ALL) is a haematological disease resulting from haematopoietic system dysfunction, leading to the unchecked growth of immature B lymphoblasts. The disease's complexity is underscored by the spectrum of genetic aberrations that underlie B-ALL entities, necessitating advanced genetic analyses for precise classification and risk determination. Prior to the adoption of next-generation sequencing into standard diagnostic practices, up to 30% of B-ALL cases were not assigned to specific entities due to the limitations of traditional diagnostic methods. The advent of comprehensive genomic analysis, especially whole-genome transcriptome sequencing, has significantly enhanced our understanding of B-ALL's molecular heterogeneity, paving the way for the exploration of novel, tailored treatment strategies. Furthermore, recent technological innovations, such as optical genome mapping, methylation profiling, and single-cell sequencing, have propelled forward the fields of cancer research and B-ALL management. These innovations introduce novel diagnostic approaches and prognostic markers, facilitating a deeper, more nuanced understanding of individual patient disease profiles. This review focuses on the latest diagnostic standards and assays for B-ALL, the importance of new technologies and biomarkers in enhancing diagnostic accuracy, and the expected role of innovative advancements in the future diagnosis and treatment of B-ALL.
Collapse
Affiliation(s)
| | - Ilaria Iacobucci
- Department of Pathology, St. Jude Children's Research Hospital, Memphis, TN, USA
| | | |
Collapse
|
8
|
Podgorica M, Drivet E, Viken JK, Richman A, Vestbøstad J, Szodoray P, Kvam AK, Wik HS, Tjønnfjord GE, Munthe LA, Frietze S, Schjerven H. Transcriptome analysis of primary adult B-cell lineage acute lymphoblastic leukemia identifies pathogenic variants and gene fusions, and predicts subtypes for in depth molecular diagnosis. Eur J Haematol 2024; 112:731-742. [PMID: 38192186 PMCID: PMC10990798 DOI: 10.1111/ejh.14164] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2023] [Revised: 12/12/2023] [Accepted: 12/15/2023] [Indexed: 01/10/2024]
Abstract
BACKGROUND B-cell acute lymphoblastic leukemia (B-ALL) is classified into subgroups based on known driver oncogenes and molecular lesions, including translocations and recurrent mutations. However, the current diagnostic tests do not identify subtypes or oncogenic lesions for all B-ALL samples, creating a heterogeneous B-ALL group of unknown subtypes. METHODS We sorted primary adult B-ALL cells and performed transcriptome analysis by bulk RNA sequencing (RNA-seq). RESULTS Transcriptomic analysis of an adult B-ALL cohort allowed the classification of four patient samples with subtypes that were not previously revealed by standard gene panels. The leukemia of two patients were of the DUX4 subtype and two were CRLF2+ Ph-like B-ALL. Furthermore, single nucleotide variant analysis detected the oncogenic NRAS-G12D, KRAS-G12D, and KRAS-G13D mutations in three of the patient samples, presenting targetable mutations. Additional oncogenic variants and gene fusions were uncovered, as well as multiple variants in the PDE4DIP gene across five of the patient samples. CONCLUSION We demonstrate that RNA-seq is an effective tool for precision medicine in B-ALL by providing comprehensive molecular profiling of leukemia cells, identifying subtype and oncogenic lesions, and stratifying patients for appropriate therapy.
Collapse
Affiliation(s)
- Mirjam Podgorica
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Elsa Drivet
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Jonas Krag Viken
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Laboratory Medicine, University of California San Francisco, CA, USA
| | - Alyssa Richman
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT, USA
| | - Johanne Vestbøstad
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Peter Szodoray
- B Cell Receptor Signaling Group (BCRSG), Department of Immunology, Oslo University Hospital, Oslo, Norway
| | - Ann Kristin Kvam
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | | | - Geir E. Tjønnfjord
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Haematology, Oslo University Hospital, Oslo, Norway
| | - Ludvig A. Munthe
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Seth Frietze
- Department of Biomedical and Health Sciences, University of Vermont, Burlington, VT, USA
| | - Hilde Schjerven
- Department of Immunology, Oslo University Hospital, Oslo, Norway
- KG Jebsen Center for B-cell Malignancies, Institute of Clinical Medicine, University of Oslo, Oslo, Norway
- Department of Laboratory Medicine, University of California San Francisco, CA, USA
- Helen Diller Family Comprehensive Cancer Center, University of California San Francisco, San Francisco, CA, USA
| |
Collapse
|
9
|
Hu Z, Kovach AE, Yellapantula V, Ostrow D, Doan A, Ji J, Schmidt RJ, Gu Z, Bhojwani D, Raca G. Transcriptome Sequencing Allows Comprehensive Genomic Characterization of Pediatric B-Acute Lymphoblastic Leukemia in an Academic Clinical Laboratory. J Mol Diagn 2024; 26:49-60. [PMID: 37981088 PMCID: PMC10773144 DOI: 10.1016/j.jmoldx.2023.09.013] [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: 07/03/2023] [Revised: 09/16/2023] [Accepted: 09/28/2023] [Indexed: 11/21/2023] Open
Abstract
Studies have shown the power of transcriptome sequencing [RNA sequencing (RNA-Seq)] in identifying known and novel oncogenic drivers and molecular subtypes of B-acute lymphoblastic leukemia (B-ALL). The current study investigated whether the clinically validated RNA-Seq assay, coupled with a custom analysis pipeline, could be used for a comprehensive B-ALL classification. Following comprehensive clinical testing, RNA-Seq was performed on 76 retrospective B-ALL cases, 28 of which had known and 48 had undetermined subtype. Subtypes were accurately identified in all 28 known cases, and in 38 of 48 unknown cases (79%). The subtypes of the unknown cases included the following: PAX5alt (n = 12), DUX4-rearranged (n = 6), Philadelphia chromosome-like (n = 5), low hyperdiploid (n = 4), ETV6::RUNX1-like (n = 3), MEF2D-rearranged (n = 2), PAX5 P80R (n = 2), ZEB2/CEBP (n = 1), NUTM1-rearranged (n = 1), ZNF384-rearranged (n = 1), and TCF3::PBX1 (n = 1). In 15 of 38 cases (39%), classification based on expression profile was corroborated by detection of subtype-defining oncogenic drivers missed by clinical testing. RNA-Seq analysis also detected large copy number abnormalities, oncogenic hot-spot sequence variants, and intragenic IKZF1 deletions. This pilot study confirms the feasibility of implementing an RNA-Seq workflow for clinical diagnosis of molecular subtypes in pediatric B-ALL, reinforcing that RNA-Seq represents a promising global genomic assay for this heterogeneous leukemia.
Collapse
Affiliation(s)
- Zunsong Hu
- Department of Computational and Quantitative Medicine and Systems Biology, Beckman Research Institute of City of Hope, Duarte, California
| | - Alexandra E Kovach
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California
| | - Venkata Yellapantula
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California
| | - Dejerianne Ostrow
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California
| | - Andrew Doan
- Children's Center for Cancer and Blood Diseases, Children's Hospital Los Angeles, Los Angeles, California
| | - Jianling Ji
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California
| | - Ryan J Schmidt
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California
| | - Zhaohui Gu
- Department of Computational and Quantitative Medicine and Systems Biology, Beckman Research Institute of City of Hope, Duarte, California.
| | - Deepa Bhojwani
- Children's Center for Cancer and Blood Diseases, Children's Hospital Los Angeles, Los Angeles, California
| | - Gordana Raca
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, California.
| |
Collapse
|
10
|
Longjohn MN, Hudson JABJ, Peña-Castillo L, Cormier RPJ, Hannay B, Chacko S, Lewis SM, Moorehead PC, Christian SL. Extracellular vesicle small RNA cargo discriminates non-cancer donors from pediatric B-lymphoblastic leukemia patients. Front Oncol 2023; 13:1272883. [PMID: 38023151 PMCID: PMC10679349 DOI: 10.3389/fonc.2023.1272883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2023] [Accepted: 10/19/2023] [Indexed: 12/01/2023] Open
Abstract
Pediatric B-acute lymphoblastic leukemia (B-ALL) is a disease of abnormally growing B lymphoblasts. Here we hypothesized that extracellular vesicles (EVs), which are nanosized particles released by all cells (including cancer cells), could be used to monitor B-ALL severity and progression by sampling plasma instead of bone marrow. EVs are especially attractive as they are present throughout the circulation regardless of the location of the originating cell. First, we used nanoparticle tracking analysis to compare EVs between non-cancer donor (NCD) and B-ALL blood plasma; we found that B-ALL plasma contains more EVs than NCD plasma. We then isolated EVs from NCD and pediatric B-ALL peripheral blood plasma using a synthetic peptide-based isolation technique (Vn96), which is clinically amenable and isolates a broad spectrum of EVs. RNA-seq analysis of small RNAs contained within the isolated EVs revealed a signature of differentially packaged and exclusively packaged RNAs that distinguish NCD from B-ALL. The plasma EVs contain a heterogenous mixture of miRNAs and fragments of long non-coding RNA (lncRNA) and messenger RNA (mRNA). Transcripts packaged in B-ALL EVs include those involved in negative cell cycle regulation, potentially suggesting that B-ALL cells may use EVs to discard gene sequences that control growth. In contrast, NCD EVs carry sequences representative of multiple organs, including brain, muscle, and epithelial cells. This signature could potentially be used to monitor B-ALL disease burden in pediatric B-ALL patients via blood draws instead of invasive bone marrow aspirates.
Collapse
Affiliation(s)
- Modeline N. Longjohn
- Department of Biochemistry, Memorial University of Newfoundland, St. John’s, NL, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, NS, Canada
| | - Jo-Anna B. J. Hudson
- Discipline of Pediatrics, Memorial University of Newfoundland, St. John’s, NL, Canada
| | - Lourdes Peña-Castillo
- Department of Biology, Memorial University of Newfoundland, St. John’s, NL, Canada
- Department of Computer Science, Memorial University of Newfoundland, St. John’s, NL, Canada
| | | | | | - Simi Chacko
- Atlantic Cancer Research Institute, Moncton, NB, Canada
| | - Stephen M. Lewis
- Beatrice Hunter Cancer Research Institute, Halifax, NS, Canada
- Atlantic Cancer Research Institute, Moncton, NB, Canada
- Department of Chemistry & Biochemistry, Université de Moncton, Moncton, NB, Canada
| | - Paul C. Moorehead
- Discipline of Pediatrics, Memorial University of Newfoundland, St. John’s, NL, Canada
| | - Sherri L. Christian
- Department of Biochemistry, Memorial University of Newfoundland, St. John’s, NL, Canada
- Beatrice Hunter Cancer Research Institute, Halifax, NS, Canada
| |
Collapse
|
11
|
Kovach AE, Wood BL. Updates on lymphoblastic leukemia/lymphoma classification and minimal/measurable residual disease analysis. Semin Diagn Pathol 2023; 40:457-471. [PMID: 37953192 DOI: 10.1053/j.semdp.2023.10.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 10/18/2023] [Accepted: 10/31/2023] [Indexed: 11/14/2023]
Abstract
Lymphoblastic leukemia/lymphoma (ALL/LBL), especially certain subtypes, continues to confer morbidity and mortality despite significant therapeutic advances. The pathologic classification of ALL/LBL, especially that of B-ALL, has recently substantially expanded with the identification of several distinct and prognostically important genetic drivers. These discoveries are reflected in both current classification systems, the World Health Organization (WHO) 5th edition and the new International Consensus Classification (ICC). In this article, novel subtypes of B-ALL are reviewed, including DUX4, MEF2D and ZNF384-rearranged B-ALL; the rare pediatric entity B-ALL with TLF3::HLF, now added to the classifications, is discussed; updates to the category of B-ALL with BCR::ABL1-like features (Ph-like B-ALL) are summarized; and emerging genetic subtypes of T-ALL are presented. The second half of the article details current approaches to minimal/measurable residual disease (MRD) detection in B-ALL and T-ALL and presents anticipated challenges to current approaches in the burgeoning era of antigen-directed immunotherapy.
Collapse
Affiliation(s)
- Alexandra E Kovach
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, CA, United States; Keck School of Medicine, University of Southern California, Los Angeles, CA, United States.
| | - Brent L Wood
- Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, CA, United States; Keck School of Medicine, University of Southern California, Los Angeles, CA, United States
| |
Collapse
|
12
|
Shakah H, Tbakhi A, Khudirat S, Abweh RA, Hasasna N, Alwhaidi A, Khoujah A, Barakat F. Flow cytometric signature of CD371-positive B-cell acute lymphoblastic leukemia. J Int Med Res 2023; 51:3000605231203842. [PMID: 37818740 PMCID: PMC10566281 DOI: 10.1177/03000605231203842] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2023] [Accepted: 09/11/2023] [Indexed: 10/13/2023] Open
Abstract
OBJECTIVES Multiparametric flow cytometry (MFC) aids in the diagnosis and management of B-cell acute lymphoblastic leukemia (B-ALL) by establishing a baseline immunophenotype for leukemic cells and measuring minimal residual disease (MRD) throughout the course of treatment. Aberrant expression patterns of myeloid markers in B-ALL are also examined during long-term surveillance. Here, we investigated the utility of the newly described myeloid marker cluster of differentiation (CD)371 in MRD surveillance via MFC in patients with CD371-positive B-ALL. METHODS Eight-color MFC with standard panels (including CD371) was used to evaluate 238 patients with newly diagnosed B-ALL. Expression levels of key markers were retrospectively assessed at diagnosis, as well as days 15 and 33 of therapy. RESULTS CD371 was expressed in 8.4% of patients with B-ALL. CD371 positivity was associated with older age at diagnosis, higher expression levels of CD34 and CD38, and lower expression levels of CD10 and CD20. Residual leukemic cells demonstrated decreased CD10 expression and increased CD45 expression after therapy, whereas CD371 expression remained stable. CONCLUSIONS Patients with CD371-positive B-ALL exhibit a specific signature that merits further analysis, particularly because it has been associated with DUX4 rearrangement.
Collapse
Affiliation(s)
- Hind Shakah
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Abdelghani Tbakhi
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Saleh Khudirat
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Ruba Al Abweh
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Nabil Hasasna
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Alaa Alwhaidi
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Abdallah Khoujah
- Department of Cell Therapy and Applied Genomics, King Hussein Cancer Center (KHCC), Jordan
| | - Fareed Barakat
- Department of Pathology and laboratory Medicine, King Hussein Cancer Center (KHCC), Jordan
| |
Collapse
|
13
|
Kovach AE, Raca G. Modern Classification and Management of Pediatric B-cell Leukemia and Lymphoma. Surg Pathol Clin 2023; 16:249-266. [PMID: 37149359 DOI: 10.1016/j.path.2023.01.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/11/2023]
Abstract
Although pediatric hematopathology overlaps with that of adults, certain forms of leukemia and lymphoma, and many types of reactive conditions affecting the bone marrow and lymph nodes, are unique to children. As part of this series focused on lymphomas, this article (1) details the novel subtypes of lymphoblastic leukemia seen primarily in children and described since the 2017 World Health Organization classification and (2) discusses unique concepts in pediatric hematopathology, including nomenclature changes and evaluation of surgical margins in selected lymphomas.
Collapse
Affiliation(s)
- Alexandra E Kovach
- Division of Laboratory Medicine, Department of Pathology and Laboratory Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA; Clinical Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90027, USA.
| | - Gordana Raca
- Clinical Pathology, Keck School of Medicine, University of Southern California, Los Angeles, CA 90027, USA; Division of Genomic Medicine, Department of Pathology and Laboratory Medicine, Center for Personalized Medicine, Children's Hospital Los Angeles, Los Angeles, CA, USA
| |
Collapse
|
14
|
Gil JV, Such E, Sargas C, Simarro J, Miralles A, Pérez G, de Juan I, Palanca S, Avetisyan G, Santiago M, Fuentes C, Fernández JM, Vicente AI, Romero S, Llop M, Barragán E. Design and Validation of a Custom Next-Generation Sequencing Panel in Pediatric Acute Lymphoblastic Leukemia. Int J Mol Sci 2023; 24:4440. [PMID: 36901871 PMCID: PMC10002321 DOI: 10.3390/ijms24054440] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/15/2023] [Accepted: 02/21/2023] [Indexed: 03/05/2023] Open
Abstract
The molecular landscape of acute lymphoblastic leukemia (ALL) is highly heterogeneous, and genetic lesions are clinically relevant for diagnosis, risk stratification, and treatment guidance. Next-generation sequencing (NGS) has become an essential tool for clinical laboratories, where disease-targeted panels are able to capture the most relevant alterations in a cost-effective and fast way. However, comprehensive ALL panels assessing all relevant alterations are scarce. Here, we design and validate an NGS panel including single-nucleotide variants (SNVs), insertion-deletions (indels), copy number variations (CNVs), fusions, and gene expression (ALLseq). ALLseq sequencing metrics were acceptable for clinical use and showed 100% sensitivity and specificity for virtually all types of alterations. The limit of detection was established at a 2% variant allele frequency for SNVs and indels, and at a 0.5 copy number ratio for CNVs. Overall, ALLseq is able to provide clinically relevant information to more than 83% of pediatric patients, making it an attractive tool for the molecular characterization of ALL in clinical settings.
Collapse
Affiliation(s)
- José Vicente Gil
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Esperanza Such
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Hematology Diagnostic Unit, Hematology Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
- Centro de Investigación Biomédica en Red de Cáncer, CIBERONC CB16/12/00284, Instituto de Salud Carlos III, 28029 Madrid, Spain
| | - Claudia Sargas
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Javier Simarro
- Accredited Research Group on Clinical and Translational Cancer Research, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Alberto Miralles
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Gema Pérez
- Molecular Biology Unit, Clinical Analysis Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - Inmaculada de Juan
- Accredited Research Group on Clinical and Translational Cancer Research, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Molecular Biology Unit, Clinical Analysis Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - Sarai Palanca
- Accredited Research Group on Clinical and Translational Cancer Research, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Molecular Biology Unit, Clinical Analysis Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
- Department of Biochemistry and Molecular Biology, University of Valencia, 46010 Valencia, Spain
| | - Gayane Avetisyan
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Marta Santiago
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Carolina Fuentes
- Accredited Research Group on Clinical and Translational Cancer Research, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Onco-Hematology Unit, Pediatrics Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - José María Fernández
- Accredited Research Group on Clinical and Translational Cancer Research, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Onco-Hematology Unit, Pediatrics Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - Ana Isabel Vicente
- Hematology Diagnostic Unit, Hematology Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - Samuel Romero
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
| | - Marta Llop
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Centro de Investigación Biomédica en Red de Cáncer, CIBERONC CB16/12/00284, Instituto de Salud Carlos III, 28029 Madrid, Spain
- Molecular Biology Unit, Clinical Analysis Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| | - Eva Barragán
- Accredited Research Group on Hematology, Instituto de Investigación Sanitaria la Fe, 46026 Valencia, Spain
- Centro de Investigación Biomédica en Red de Cáncer, CIBERONC CB16/12/00284, Instituto de Salud Carlos III, 28029 Madrid, Spain
- Molecular Biology Unit, Clinical Analysis Service, Hospital Universitario y Politécnico la Fe, 46026 Valencia, Spain
| |
Collapse
|
15
|
Mäkinen VP, Rehn J, Breen J, Yeung D, White DL. Multi-Cohort Transcriptomic Subtyping of B-Cell Acute Lymphoblastic Leukemia. Int J Mol Sci 2022; 23:4574. [PMID: 35562965 PMCID: PMC9099612 DOI: 10.3390/ijms23094574] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/11/2022] [Revised: 04/13/2022] [Accepted: 04/19/2022] [Indexed: 11/17/2022] Open
Abstract
RNA sequencing provides a snapshot of the functional consequences of genomic lesions that drive acute lymphoblastic leukemia (ALL). The aims of this study were to elucidate diagnostic associations (via machine learning) between mRNA-seq profiles, independently verify ALL lesions and develop easy-to-interpret transcriptome-wide biomarkers for ALL subtyping in the clinical setting. A training dataset of 1279 ALL patients from six North American cohorts was used for developing machine learning models. Results were validated in 767 patients from Australia with a quality control dataset across 31 tissues from 1160 non-ALL donors. A novel batch correction method was introduced and applied to adjust for cohort differences. Out of 18,503 genes with usable expression, 11,830 (64%) were confounded by cohort effects and excluded. Six ALL subtypes (ETV6::RUNX1, KMT2A, DUX4, PAX5 P80R, TCF3::PBX1, ZNF384) that covered 32% of patients were robustly detected by mRNA-seq (positive predictive value ≥ 87%). Five other frequent subtypes (CRLF2, hypodiploid, hyperdiploid, PAX5 alterations and Ph-positive) were distinguishable in 40% of patients at lower accuracy (52% ≤ positive predictive value ≤ 73%). Based on these findings, we introduce the Allspice R package to predict ALL subtypes and driver genes from unadjusted mRNA-seq read counts as encountered in real-world settings. Two examples of Allspice applied to previously unseen ALL patient samples with atypical lesions are included.
Collapse
Affiliation(s)
- Ville-Petteri Mäkinen
- Computational and Systems Biology Program, Precision Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia
- Australian Centre for Precision Health, UniSA Clinical & Health Sciences, University of South Australia, Adelaide, SA 5000, Australia
- Computational Medicine, Faculty of Medicine, University of Oulu, FI-90014 Oulu, Finland
- Center for Life Course Health Research, Faculty of Medicine, University of Oulu, FI-90014 Oulu, Finland
| | - Jacqueline Rehn
- Blood Cancer Program, Precision Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; (J.R.); (D.Y.); (D.L.W.)
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA 5005, Australia;
| | - James Breen
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA 5005, Australia;
- South Australian Genomics Centre, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia
- Robinson Research Institute, University of Adelaide, Adelaide, SA 5005, Australia
| | - David Yeung
- Blood Cancer Program, Precision Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; (J.R.); (D.Y.); (D.L.W.)
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA 5005, Australia;
- Australian and New Zealand Children’s Oncology Group, Clayton, VIC 3168, Australia
- Department of Haematology, Royal Adelaide Hospital and SA Pathology, Adelaide, SA 5000, Australia
| | - Deborah L. White
- Blood Cancer Program, Precision Medicine Theme, South Australian Health and Medical Research Institute, Adelaide, SA 5000, Australia; (J.R.); (D.Y.); (D.L.W.)
- Faculty of Health and Medical Sciences, University of Adelaide, Adelaide, SA 5005, Australia;
- Australian and New Zealand Children’s Oncology Group, Clayton, VIC 3168, Australia
- Faculty of Sciences, University of Adelaide, Adelaide, SA 5005, Australia
- Australian Genomics Health Alliance, Parkville, VIC 3052, Australia
| |
Collapse
|
16
|
Lejman M, Chałupnik A, Chilimoniuk Z, Dobosz M. Genetic Biomarkers and Their Clinical Implications in B-Cell Acute Lymphoblastic Leukemia in Children. Int J Mol Sci 2022; 23:2755. [PMID: 35269896 PMCID: PMC8911213 DOI: 10.3390/ijms23052755] [Citation(s) in RCA: 39] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2022] [Revised: 02/27/2022] [Accepted: 02/28/2022] [Indexed: 02/04/2023] Open
Abstract
Acute lymphoblastic leukemia (ALL) is a heterogeneous group of hematologic malignancies characterized by abnormal proliferation of immature lymphoid cells. It is the most commonly diagnosed childhood cancer with an almost 80% cure rate. Despite favorable survival rates in the pediatric population, a significant number of patients develop resistance to therapy, resulting in poor prognosis. ALL is a heterogeneous disease at the genetic level, but the intensive development of sequencing in the last decade has made it possible to broaden the study of genomic changes. New technologies allow us to detect molecular changes such as point mutations or to characterize epigenetic or proteomic profiles. This process made it possible to identify new subtypes of this disease characterized by constellations of genetic alterations, including chromosome changes, sequence mutations, and DNA copy number alterations. These genetic abnormalities are used as diagnostic, prognostic and predictive biomarkers that play an important role in earlier disease detection, more accurate risk stratification, and treatment. Identification of new ALL biomarkers, and thus a greater understanding of their molecular basis, will lead to better monitoring of the course of the disease. In this article, we provide an overview of the latest information on genomic alterations found in childhood ALL and discuss their impact on patients' clinical outcomes.
Collapse
Affiliation(s)
- Monika Lejman
- Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland
| | - Aleksandra Chałupnik
- Student Scientific Society, Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland; (A.C.); (Z.C.); (M.D.)
| | - Zuzanna Chilimoniuk
- Student Scientific Society, Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland; (A.C.); (Z.C.); (M.D.)
| | - Maciej Dobosz
- Student Scientific Society, Laboratory of Genetic Diagnostics, Medical University of Lublin, 20-093 Lublin, Poland; (A.C.); (Z.C.); (M.D.)
| |
Collapse
|
17
|
Hangul C, Tokta O, Berker Karauzum S, Akkaya B, Yıldırım H, Tayfun Kupesiz F, Akınel AN. Analysis of DUX4 Expression in Bone Marrow and Re-Discussion of DUX4 Function in the Health and Disease. Turk Patoloji Derg 2022; 38:219-226. [PMID: 34854471 PMCID: PMC10508413 DOI: 10.5146/tjpath.2021.01564] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 11/02/2021] [Indexed: 11/18/2022] Open
Abstract
OBJECTIVE DUX4 is an embryonic transcription factor (TF) later silenced in somatic tissues, while active in germline testis cells. Re-expression in somatic cells has been revealed to be present in pathologic conditions such as dystrophy, leukemia, and other cancer types. Embryonic cells, cancer cells and testis cells that show DUX4 expression are pluri-multipotent cells. This lead us to question "Could DUX4 be a TF that is active in certain types of potent somatic cells?" As a perfect reflection of the potent cell pool, we aimed to reveal DUX4 expression in the bone marrow. MATERIAL AND METHOD Bone marrow aspiration materials of seven healthy donors aged between 3 and 32 (2 males/5 females) were investigated with qPCR analysis after RNA isolation for the presence of DUX4 full length mRNA expression. Samples have been investigated for protein existence of DUX4 via immunohistochemistry in two donors that had sufficient aspiration material. RESULTS DUX4 mRNA expression was present in all donors, with higher expression compared to B-actin. DUX4 positive stained cells were also detected by immunohistochemistry. CONCLUSION With these results, novel expression for DUX4 in hematopoietic tissue is described. Further studies on the function of DUX4 in hematopoietic cells can shed light on DUX4-related pathways, and contribute to the treatment of DUX4-related diseases such as B-ALL, other cancers, and facioscapulohumeral muscular dystrophy.
Collapse
Affiliation(s)
- Ceren Hangul
- Department of Medical Biology and Genetics, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Oznur Tokta
- Department of Medical Biology and Genetics, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Sibel Berker Karauzum
- Department of Medical Biology and Genetics, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Bahar Akkaya
- Department of Pathology, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Hulya Yıldırım
- Department of Pathology, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Funda Tayfun Kupesiz
- Department of Pediatric Hematology and Oncology, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| | - Ayse Nur Akınel
- Department of Pediatric Hematology and Oncology, Akdeniz University, Faculty of Medicine, Antalya, Turkey
| |
Collapse
|
18
|
In vivo inducible reverse genetics in patients' tumors to identify individual therapeutic targets. Nat Commun 2021; 12:5655. [PMID: 34580292 PMCID: PMC8476619 DOI: 10.1038/s41467-021-25963-z] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/18/2020] [Accepted: 09/09/2021] [Indexed: 01/18/2023] Open
Abstract
High-throughput sequencing describes multiple alterations in individual tumors, but their functional relevance is often unclear. Clinic-close, individualized molecular model systems are required for functional validation and to identify therapeutic targets of high significance for each patient. Here, we establish a Cre-ERT2-loxP (causes recombination, estrogen receptor mutant T2, locus of X-over P1) based inducible RNAi- (ribonucleic acid interference) mediated gene silencing system in patient-derived xenograft (PDX) models of acute leukemias in vivo. Mimicking anti-cancer therapy in patients, gene inhibition is initiated in mice harboring orthotopic tumors. In fluorochrome guided, competitive in vivo trials, silencing of the apoptosis regulator MCL1 (myeloid cell leukemia sequence 1) correlates to pharmacological MCL1 inhibition in patients´ tumors, demonstrating the ability of the method to detect therapeutic vulnerabilities. The technique identifies a major tumor-maintaining potency of the MLL-AF4 (mixed lineage leukemia, ALL1-fused gene from chromosome 4) fusion, restricted to samples carrying the translocation. DUX4 (double homeobox 4) plays an essential role in patients’ leukemias carrying the recently described DUX4-IGH (immunoglobulin heavy chain) translocation, while the downstream mediator DDIT4L (DNA-damage-inducible transcript 4 like) is identified as therapeutic vulnerability. By individualizing functional genomics in established tumors in vivo, our technique decisively complements the value chain of precision oncology. Being broadly applicable to tumors of all kinds, it will considerably reinforce personalizing anti-cancer treatment in the future. Preclinical molecular models are useful that mimic a patient´s response to targeted therapy. Here, the authors establish an in vivo inducible RNAi-mediated gene silencing system in patient-derived xenograft models of acute leukemia to identify individual vulnerabilities and therapeutic targets.
Collapse
|
19
|
Lee SHR, Li Z, Tai ST, Oh BLZ, Yeoh AEJ. Genetic Alterations in Childhood Acute Lymphoblastic Leukemia: Interactions with Clinical Features and Treatment Response. Cancers (Basel) 2021; 13:4068. [PMID: 34439222 PMCID: PMC8393341 DOI: 10.3390/cancers13164068] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2021] [Revised: 08/03/2021] [Accepted: 08/08/2021] [Indexed: 12/28/2022] Open
Abstract
Acute lymphoblastic leukemia (ALL) is the most common cancer among children. This aggressive cancer comprises multiple molecular subtypes, each harboring a distinct constellation of somatic, and to a lesser extent, inherited genetic alterations. With recent advances in genomic analyses such as next-generation sequencing techniques, we can now clearly identify >20 different genetic subtypes in ALL. Clinically, identifying these genetic subtypes will better refine risk stratification and determine the optimal intensity of therapy for each patient. Underpinning each genetic subtype are unique clinical and therapeutic characteristics, such as age and presenting white blood cell (WBC) count. More importantly, within each genetic subtype, there is much less variability in treatment response and survival outcomes compared with current risk factors such as National Cancer Institute (NCI) criteria. We review how this new taxonomy of genetic subtypes in childhood ALL interacts with clinical risk factors used widely, i.e., age, presenting WBC, IKZF1del, treatment response, and outcomes.
Collapse
Affiliation(s)
- Shawn H. R. Lee
- VIVA-University Children’s Cancer Centre, Khoo-Teck Puat-National University Children’s Medical Institute, National University Hospital, Singapore 119074, Singapore; (S.H.R.L.); (B.L.Z.O.)
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore; (Z.L.); (S.T.T.)
| | - Zhenhua Li
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore; (Z.L.); (S.T.T.)
| | - Si Ting Tai
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore; (Z.L.); (S.T.T.)
| | - Bernice L. Z. Oh
- VIVA-University Children’s Cancer Centre, Khoo-Teck Puat-National University Children’s Medical Institute, National University Hospital, Singapore 119074, Singapore; (S.H.R.L.); (B.L.Z.O.)
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore; (Z.L.); (S.T.T.)
| | - Allen E. J. Yeoh
- VIVA-University Children’s Cancer Centre, Khoo-Teck Puat-National University Children’s Medical Institute, National University Hospital, Singapore 119074, Singapore; (S.H.R.L.); (B.L.Z.O.)
- Department of Pediatrics, Yong Loo Lin School of Medicine, National University of Singapore, Singapore 119074, Singapore; (Z.L.); (S.T.T.)
| |
Collapse
|
20
|
Algar EM. Rare Childhood Malignancy. Cancers (Basel) 2021; 13:cancers13071504. [PMID: 33805923 PMCID: PMC8037389 DOI: 10.3390/cancers13071504] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2021] [Accepted: 03/08/2021] [Indexed: 11/16/2022] Open
Affiliation(s)
- Elizabeth M Algar
- Hudson Institute of Medical Research, Clayton 3168, Australia;
- Department of Translational Medicine, Monash University, Clayton 3168, Australia
| |
Collapse
|