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Volz C, Zerjatke T, Gottschalk A, Semper S, Suttorp M, Glauche I, Krumbholz M, Metzler M. Continuous therapy response references for BCR::ABL1 monitoring in pediatric chronic myeloid leukemia. Sci Rep 2023; 13:18199. [PMID: 37875583 PMCID: PMC10598002 DOI: 10.1038/s41598-023-45364-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 10/18/2023] [Indexed: 10/26/2023] Open
Abstract
Response to tyrosine kinase inhibitor (TKI) therapy in patients with chronic myeloid leukemia (CML) is monitored by quantification of BCR::ABL1 transcript levels. Milestones for assessing optimal treatment response have been defined in adult CML patients and are applied to children and adolescents although it is questionable whether transferability to pediatric patients is appropriate regarding genetic and clinical differences. Therefore, we analyzed the molecular response kinetics to TKI therapy in 129 pediatric CML patients and investigated whether response assessment based on continuous references can support an early individual therapy adjustment. We applied a moving quantiles approach to establish a high-resolution response target curve and contrasted the median responses in all patients with the median of the ideal target curve obtained from a subgroup of optimal responders. The high-resolution response target curve of the optimal responder group presents a valuable tool for continuous therapy monitoring of individual pediatric CML patients in addition to the fixed milestones. By further comparing BCR::ABL1 transcript levels with BCR::ABL1 fusion gene copy numbers, it is also possible to model the differential dynamics of BCR::ABL1 expression and cell number under therapy. The developed methodology can be transferred to other biomarkers for continuous therapy monitoring.
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Affiliation(s)
- Christian Volz
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany
- Friedrich-Alexander-Universität Erlangen-Nürnberg, Erlangen, Germany
| | - Thomas Zerjatke
- Faculty of Medicine Carl Gustav Carus, Institute for Medical Informatics and Biometry, Technische Universität Dresden, Dresden, Germany
| | - Andrea Gottschalk
- Faculty of Medicine Carl Gustav Carus, Institute for Medical Informatics and Biometry, Technische Universität Dresden, Dresden, Germany
| | - Sabine Semper
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany
| | - Meinolf Suttorp
- Pediatric Hemato-Oncology, Faculty of Medicine Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Ingmar Glauche
- Faculty of Medicine Carl Gustav Carus, Institute for Medical Informatics and Biometry, Technische Universität Dresden, Dresden, Germany
| | - Manuela Krumbholz
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany.
- Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany.
- Bavarian Cancer Research Center (BZKF), Erlangen, Germany.
| | - Markus Metzler
- Department of Pediatrics and Adolescent Medicine, University Hospital Erlangen, Erlangen, Germany
- Comprehensive Cancer Center Erlangen-EMN (CCC ER-EMN), Erlangen, Germany
- Bavarian Cancer Research Center (BZKF), Erlangen, Germany
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Eiblwieser J, Krumbholz M, Semper S, Frey B, Nagel L, Bäuerle T, Metzler M. CtDNA release mechanisms in a therapeutic Ewing Sarcoma mouse
model. KLINISCHE PADIATRIE 2022. [DOI: 10.1055/s-0042-1748696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- J Eiblwieser
- Department of Pediatrics and Adolescent Medicine, University Hospital
Erlangen, Germany
| | - M Krumbholz
- Department of Pediatrics and Adolescent Medicine, University Hospital
Erlangen, Germany
| | - S Semper
- Department of Pediatrics and Adolescent Medicine, University Hospital
Erlangen, Germany
| | - B Frey
- Department of Radiation Oncology, University Hospital Erlangen,
Germany
| | - L Nagel
- Department of Radiology, University Hospital Erlangen,
Germany
| | - T Bäuerle
- Department of Radiology, University Hospital Erlangen,
Germany
| | - M Metzler
- Department of Pediatrics and Adolescent Medicine, University Hospital
Erlangen, Germany
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Peneder P, Stütz AM, Surdez D, Krumbholz M, Semper S, Chicard M, Sheffield NC, Pierron G, Lapouble E, Tötzl M, Ergüner B, Barreca D, Rendeiro AF, Agaimy A, Boztug H, Engstler G, Dworzak M, Bernkopf M, Taschner-Mandl S, Ambros IM, Myklebost O, Marec-Bérard P, Burchill SA, Brennan B, Strauss SJ, Whelan J, Schleiermacher G, Schaefer C, Dirksen U, Hutter C, Boye K, Ambros PF, Delattre O, Metzler M, Bock C, Tomazou EM. Multimodal analysis of cell-free DNA whole-genome sequencing for pediatric cancers with low mutational burden. Nat Commun 2021; 12:3230. [PMID: 34050156 PMCID: PMC8163828 DOI: 10.1038/s41467-021-23445-w] [Citation(s) in RCA: 77] [Impact Index Per Article: 25.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2020] [Accepted: 04/29/2021] [Indexed: 12/19/2022] Open
Abstract
Sequencing of cell-free DNA in the blood of cancer patients (liquid biopsy) provides attractive opportunities for early diagnosis, assessment of treatment response, and minimally invasive disease monitoring. To unlock liquid biopsy analysis for pediatric tumors with few genetic aberrations, we introduce an integrated genetic/epigenetic analysis method and demonstrate its utility on 241 deep whole-genome sequencing profiles of 95 patients with Ewing sarcoma and 31 patients with other pediatric sarcomas. Our method achieves sensitive detection and classification of circulating tumor DNA in peripheral blood independent of any genetic alterations. Moreover, we benchmark different metrics for cell-free DNA fragmentation analysis, and we introduce the LIQUORICE algorithm for detecting circulating tumor DNA based on cancer-specific chromatin signatures. Finally, we combine several fragmentation-based metrics into an integrated machine learning classifier for liquid biopsy analysis that exploits widespread epigenetic deregulation and is tailored to cancers with low mutation rates. Clinical associations highlight the potential value of cfDNA fragmentation patterns as prognostic biomarkers in Ewing sarcoma. In summary, our study provides a comprehensive analysis of circulating tumor DNA beyond recurrent genetic aberrations, and it renders the benefits of liquid biopsy more readily accessible for childhood cancers.
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Affiliation(s)
- Peter Peneder
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Adrian M Stütz
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Didier Surdez
- INSERM U830, Équipe Labellisée LNCC, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France
- Balgrist University Hospital, University of Zurich, Zurich, Switzerland
| | - Manuela Krumbholz
- Department of Pediatrics, University Hospital Erlangen, Erlangen, Germany
| | - Sabine Semper
- Department of Pediatrics, University Hospital Erlangen, Erlangen, Germany
| | - Mathieu Chicard
- INSERM U830, Équipe Labellisée LNCC, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France
| | - Nathan C Sheffield
- Center for Public Health Genomics, University of Virginia, Charlottesville, VA, USA
| | - Gaelle Pierron
- Unité de Génétique Somatique, Service d'oncogénétique, Institut Curie, Centre Hospitalier, Paris, France
| | - Eve Lapouble
- Unité de Génétique Somatique, Service d'oncogénétique, Institut Curie, Centre Hospitalier, Paris, France
| | - Marcus Tötzl
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Bekir Ergüner
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Daniele Barreca
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - André F Rendeiro
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria
| | - Abbas Agaimy
- Institute of Pathology, University Hospital Erlangen, Erlangen, Germany
| | - Heidrun Boztug
- St. Anna Kinderspital, Department of Pediatrics, Medical University, Vienna, Austria
| | - Gernot Engstler
- St. Anna Kinderspital, Department of Pediatrics, Medical University, Vienna, Austria
| | - Michael Dworzak
- St. Anna Kinderspital, Department of Pediatrics, Medical University, Vienna, Austria
| | - Marie Bernkopf
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | | | - Inge M Ambros
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Ola Myklebost
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
- Department of Clinical Science, University of Bergen, Bergen, Norway
| | - Perrine Marec-Bérard
- Pediatric Department, Hematology and Oncology Pediatric Institute, Centre Léon Bérard, Lyon, France
| | - Susan Ann Burchill
- Children's Cancer Research Group, Leeds Institute of Medical Research, St. James's University Hospital, Leeds, UK
| | - Bernadette Brennan
- Department of Pediatric Oncology, Royal Manchester Children's Hospital, Manchester, UK
| | - Sandra J Strauss
- Department of Oncology, UCL Cancer Institute, London, UK
- Department of Oncology, University College London Hospital, London, UK
| | - Jeremy Whelan
- Department of Oncology, University College London Hospital, London, UK
| | - Gudrun Schleiermacher
- INSERM U830, Équipe Labellisée LNCC, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France
| | - Christiane Schaefer
- University Hospital Essen, Pediatrics III, West German Cancer Centre, Essen, Germany
| | - Uta Dirksen
- University Hospital Essen, Pediatrics III, West German Cancer Centre, Essen, Germany
| | - Caroline Hutter
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
- St. Anna Kinderspital, Department of Pediatrics, Medical University, Vienna, Austria
| | - Kjetil Boye
- Department of Oncology, Oslo University Hospital, The Norwegian Radium Hospital, Oslo, Norway
| | - Peter F Ambros
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria
| | - Olivier Delattre
- INSERM U830, Équipe Labellisée LNCC, PSL Research University, SIREDO Oncology Centre, Institut Curie Research Centre, Paris, France
- Unité de Génétique Somatique, Service d'oncogénétique, Institut Curie, Centre Hospitalier, Paris, France
| | - Markus Metzler
- Department of Pediatrics, University Hospital Erlangen, Erlangen, Germany
| | - Christoph Bock
- CeMM Research Center for Molecular Medicine of the Austrian Academy of Sciences, Vienna, Austria.
- Institute of Artificial Intelligence, Center for Medical Statistics, Informatics, and Intelligent Systems, Medical University of Vienna, Vienna, Austria.
- Ludwig Boltzmann Institute for Rare and Undiagnosed Diseases, Vienna, Austria.
| | - Eleni M Tomazou
- St. Anna Children's Cancer Research Institute (CCRI), Vienna, Austria.
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