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Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis
Background: Pediatric low-grade glioma [PLGG] is often a chronic progressive disease requiring multiple treatments, i.e. surgery, chemotherapy and irradiation. The multi-state model [MSM] allows an extended analysis of disease-states, that patients may undergo, incorporating competing risks over the...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6856735/ https://www.ncbi.nlm.nih.gov/pubmed/31772664 http://dx.doi.org/10.7150/jca.33463 |
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author | Goebel, Anna-Maria Gnekow, Astrid K. Kandels, Daniela Witt, Olaf Schmidt, Rene Hernáiz Driever, Pablo |
author_facet | Goebel, Anna-Maria Gnekow, Astrid K. Kandels, Daniela Witt, Olaf Schmidt, Rene Hernáiz Driever, Pablo |
author_sort | Goebel, Anna-Maria |
collection | PubMed |
description | Background: Pediatric low-grade glioma [PLGG] is often a chronic progressive disease requiring multiple treatments, i.e. surgery, chemotherapy and irradiation. The multi-state model [MSM] allows an extended analysis of disease-states, that patients may undergo, incorporating competing risks over the course of time. Purpose: We studied disease-state-probabilities of the German SIOP-LGG 2004 cohort from the initial state “diagnosis” to the final state “death”. Transient “disease-states” incorporated successive surgical and non-surgical treatments. We evaluated clinical risk factors for highly progressive disease requiring multiple interventions and death. Results: We identified 22 states within 1587 patients (median follow-up 6.3 years). For robust statistical calculation, we reduced the model to 7 states and eventually to three levels of disease-progressiveness: non, low and highly progressive. Five years after diagnosis state-probabilities were: 0.11 no therapy, 0.49 one and 0.11 two or more surgeries only, 0.19 one and 0.06 two or more non-surgical interventions with or without prior surgery. At this time point higher probability for highly progressive disease was found in infants (0.30), supratentorial-midline location (0.17) and diffuse astrocytoma WHO-grade II (0.12). Neurofibromatosis type-1 patients were most likely not to be treated (0.36) or to have received only non-surgical therapy (0.45). Two years after diagnosis 3-year predictions for highly progressive disease and death increased with the number of interventions patients underwent in the first 2 years after diagnosis. Conclusion: In this first MSM analysis we delineated a refined description of PLGG disease course over time, identifying three levels of progressiveness. Growth behavior in the first two years predicted future progressiveness and death. |
format | Online Article Text |
id | pubmed-6856735 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-68567352019-11-26 Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis Goebel, Anna-Maria Gnekow, Astrid K. Kandels, Daniela Witt, Olaf Schmidt, Rene Hernáiz Driever, Pablo J Cancer Research Paper Background: Pediatric low-grade glioma [PLGG] is often a chronic progressive disease requiring multiple treatments, i.e. surgery, chemotherapy and irradiation. The multi-state model [MSM] allows an extended analysis of disease-states, that patients may undergo, incorporating competing risks over the course of time. Purpose: We studied disease-state-probabilities of the German SIOP-LGG 2004 cohort from the initial state “diagnosis” to the final state “death”. Transient “disease-states” incorporated successive surgical and non-surgical treatments. We evaluated clinical risk factors for highly progressive disease requiring multiple interventions and death. Results: We identified 22 states within 1587 patients (median follow-up 6.3 years). For robust statistical calculation, we reduced the model to 7 states and eventually to three levels of disease-progressiveness: non, low and highly progressive. Five years after diagnosis state-probabilities were: 0.11 no therapy, 0.49 one and 0.11 two or more surgeries only, 0.19 one and 0.06 two or more non-surgical interventions with or without prior surgery. At this time point higher probability for highly progressive disease was found in infants (0.30), supratentorial-midline location (0.17) and diffuse astrocytoma WHO-grade II (0.12). Neurofibromatosis type-1 patients were most likely not to be treated (0.36) or to have received only non-surgical therapy (0.45). Two years after diagnosis 3-year predictions for highly progressive disease and death increased with the number of interventions patients underwent in the first 2 years after diagnosis. Conclusion: In this first MSM analysis we delineated a refined description of PLGG disease course over time, identifying three levels of progressiveness. Growth behavior in the first two years predicted future progressiveness and death. Ivyspring International Publisher 2019-10-17 /pmc/articles/PMC6856735/ /pubmed/31772664 http://dx.doi.org/10.7150/jca.33463 Text en © The author(s) This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Goebel, Anna-Maria Gnekow, Astrid K. Kandels, Daniela Witt, Olaf Schmidt, Rene Hernáiz Driever, Pablo Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title | Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title_full | Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title_fullStr | Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title_full_unstemmed | Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title_short | Natural History of Pediatric Low-Grade Glioma Disease - First Multi-State Model Analysis |
title_sort | natural history of pediatric low-grade glioma disease - first multi-state model analysis |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6856735/ https://www.ncbi.nlm.nih.gov/pubmed/31772664 http://dx.doi.org/10.7150/jca.33463 |
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