Cargando…
Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach
PURPOSE: Multiple myeloma (MM) is a malignancy of plasma cells, with a median survival of 6 years. Despite recent therapeutic advancements, relapse remains mostly inevitable, and the disease is fatal in the majority of patients. A major challenge in the treatment of patients with relapsed MM is the...
Autores principales: | , , , , , , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
American Society of Clinical Oncology
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6350920/ https://www.ncbi.nlm.nih.gov/pubmed/30706044 http://dx.doi.org/10.1200/PO.18.00019 |
_version_ | 1783390513354768384 |
---|---|
author | Laganà, Alessandro Beno, Itai Melnekoff, David Leshchenko, Violetta Madduri, Deepu Ramdas, Dennis Sanchez, Larysa Niglio, Scot Perumal, Deepak Kidd, Brian A. Miotto, Riccardo Houldsworth, Jane Shaknovich, Rita Chari, Ajai Cho, Hearn Jay Barlogie, Bart Jagannath, Sundar Dudley, Joel T. Parekh, Samir |
author_facet | Laganà, Alessandro Beno, Itai Melnekoff, David Leshchenko, Violetta Madduri, Deepu Ramdas, Dennis Sanchez, Larysa Niglio, Scot Perumal, Deepak Kidd, Brian A. Miotto, Riccardo Houldsworth, Jane Shaknovich, Rita Chari, Ajai Cho, Hearn Jay Barlogie, Bart Jagannath, Sundar Dudley, Joel T. Parekh, Samir |
author_sort | Laganà, Alessandro |
collection | PubMed |
description | PURPOSE: Multiple myeloma (MM) is a malignancy of plasma cells, with a median survival of 6 years. Despite recent therapeutic advancements, relapse remains mostly inevitable, and the disease is fatal in the majority of patients. A major challenge in the treatment of patients with relapsed MM is the timely identification of treatment options in a personalized manner. Current approaches in precision oncology aim at matching specific DNA mutations to drugs, but incorporation of genome-wide RNA profiles has not yet been clinically assessed. METHODS: We have developed a novel computational platform for precision medicine of relapsed and/or refractory MM on the basis of DNA and RNA sequencing. Our approach expands on the traditional DNA-based approaches by integrating somatic mutations and copy number alterations with RNA-based drug repurposing and pathway analysis. We tested our approach in a pilot precision medicine clinical trial with 64 patients with relapsed and/or refractory MM. RESULTS: We generated treatment recommendations in 63 of 64 patients. Twenty-six patients had treatment implemented, and 21 were assessable. Of these, 11 received a drug that was based on RNA findings, eight received a drug that was based on DNA, and two received a drug that was based on both RNA and DNA. Sixteen of the 21 evaluable patients had a clinical response (ie, reduction of disease marker ≥ 25%), giving a clinical benefit rate of 76% and an overall response rate of 66%, with five patients having ongoing responses at the end of the trial. The median duration of response was 131 days. CONCLUSION: Our results show that a comprehensive sequencing approach can identify viable options in patients with relapsed and/or refractory myeloma, and they represent proof of principle of how RNA sequencing can contribute beyond DNA mutation analysis to the development of a reliable drug recommendation tool. |
format | Online Article Text |
id | pubmed-6350920 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | American Society of Clinical Oncology |
record_format | MEDLINE/PubMed |
spelling | pubmed-63509202019-01-29 Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach Laganà, Alessandro Beno, Itai Melnekoff, David Leshchenko, Violetta Madduri, Deepu Ramdas, Dennis Sanchez, Larysa Niglio, Scot Perumal, Deepak Kidd, Brian A. Miotto, Riccardo Houldsworth, Jane Shaknovich, Rita Chari, Ajai Cho, Hearn Jay Barlogie, Bart Jagannath, Sundar Dudley, Joel T. Parekh, Samir JCO Precis Oncol Original Report PURPOSE: Multiple myeloma (MM) is a malignancy of plasma cells, with a median survival of 6 years. Despite recent therapeutic advancements, relapse remains mostly inevitable, and the disease is fatal in the majority of patients. A major challenge in the treatment of patients with relapsed MM is the timely identification of treatment options in a personalized manner. Current approaches in precision oncology aim at matching specific DNA mutations to drugs, but incorporation of genome-wide RNA profiles has not yet been clinically assessed. METHODS: We have developed a novel computational platform for precision medicine of relapsed and/or refractory MM on the basis of DNA and RNA sequencing. Our approach expands on the traditional DNA-based approaches by integrating somatic mutations and copy number alterations with RNA-based drug repurposing and pathway analysis. We tested our approach in a pilot precision medicine clinical trial with 64 patients with relapsed and/or refractory MM. RESULTS: We generated treatment recommendations in 63 of 64 patients. Twenty-six patients had treatment implemented, and 21 were assessable. Of these, 11 received a drug that was based on RNA findings, eight received a drug that was based on DNA, and two received a drug that was based on both RNA and DNA. Sixteen of the 21 evaluable patients had a clinical response (ie, reduction of disease marker ≥ 25%), giving a clinical benefit rate of 76% and an overall response rate of 66%, with five patients having ongoing responses at the end of the trial. The median duration of response was 131 days. CONCLUSION: Our results show that a comprehensive sequencing approach can identify viable options in patients with relapsed and/or refractory myeloma, and they represent proof of principle of how RNA sequencing can contribute beyond DNA mutation analysis to the development of a reliable drug recommendation tool. American Society of Clinical Oncology 2018-08-08 /pmc/articles/PMC6350920/ /pubmed/30706044 http://dx.doi.org/10.1200/PO.18.00019 Text en © 2018 by American Society of Clinical Oncology https://creativecommons.org/licenses/by/4.0/ Licensed under the Creative Commons Attribution 4.0 License: https://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Original Report Laganà, Alessandro Beno, Itai Melnekoff, David Leshchenko, Violetta Madduri, Deepu Ramdas, Dennis Sanchez, Larysa Niglio, Scot Perumal, Deepak Kidd, Brian A. Miotto, Riccardo Houldsworth, Jane Shaknovich, Rita Chari, Ajai Cho, Hearn Jay Barlogie, Bart Jagannath, Sundar Dudley, Joel T. Parekh, Samir Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title | Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title_full | Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title_fullStr | Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title_full_unstemmed | Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title_short | Precision Medicine for Relapsed Multiple Myeloma on the Basis of an Integrative Multiomics Approach |
title_sort | precision medicine for relapsed multiple myeloma on the basis of an integrative multiomics approach |
topic | Original Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6350920/ https://www.ncbi.nlm.nih.gov/pubmed/30706044 http://dx.doi.org/10.1200/PO.18.00019 |
work_keys_str_mv | AT laganaalessandro precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT benoitai precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT melnekoffdavid precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT leshchenkovioletta precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT maddurideepu precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT ramdasdennis precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT sanchezlarysa precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT niglioscot precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT perumaldeepak precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT kiddbriana precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT miottoriccardo precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT houldsworthjane precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT shaknovichrita precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT chariajai precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT chohearnjay precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT barlogiebart precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT jagannathsundar precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT dudleyjoelt precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach AT parekhsamir precisionmedicineforrelapsedmultiplemyelomaonthebasisofanintegrativemultiomicsapproach |