Cargando…

Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach

BACKGROUND: We studied the relationship between time to ipsilateral breast tumor recurrence (IBTR) and distant metastasis-free survival (DMFS) in patients with breast cancer treated by neoadjuvant chemotherapy (NAC). METHODS: Between 2002 and 2012, 1199 patients with primary breast cancer were treat...

Descripción completa

Detalles Bibliográficos
Autores principales: Laas, Enora, Hamy, Anne-Sophie, Michel, Anne-Sophie, Panchbhaya, Nabilah, Faron, Matthieu, Lam, Thanh, Carrez, Sophie, Pierga, Jean-Yves, Rouzier, Roman, Lerebours, Florence, Feron, Jean-Guillaume, Reyal, Fabien
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344020/
https://www.ncbi.nlm.nih.gov/pubmed/30673703
http://dx.doi.org/10.1371/journal.pone.0208807
_version_ 1783389371221671936
author Laas, Enora
Hamy, Anne-Sophie
Michel, Anne-Sophie
Panchbhaya, Nabilah
Faron, Matthieu
Lam, Thanh
Carrez, Sophie
Pierga, Jean-Yves
Rouzier, Roman
Lerebours, Florence
Feron, Jean-Guillaume
Reyal, Fabien
author_facet Laas, Enora
Hamy, Anne-Sophie
Michel, Anne-Sophie
Panchbhaya, Nabilah
Faron, Matthieu
Lam, Thanh
Carrez, Sophie
Pierga, Jean-Yves
Rouzier, Roman
Lerebours, Florence
Feron, Jean-Guillaume
Reyal, Fabien
author_sort Laas, Enora
collection PubMed
description BACKGROUND: We studied the relationship between time to ipsilateral breast tumor recurrence (IBTR) and distant metastasis-free survival (DMFS) in patients with breast cancer treated by neoadjuvant chemotherapy (NAC). METHODS: Between 2002 and 2012, 1199 patients with primary breast cancer were treated with NAC. Clinical, radiological and pathological data were retrieved from medical records. Multivariate analysis was performed with the random survival forest (RSF) method, to evaluate the relationship between time to local recurrence and DMFS. RESULTS: Time to IBTR, local recurrence and molecular subtype were the factors most strongly associated with DMFS. In the total population, DMFS increased linearly with recurrence time, up to 50 months. For recurrences after 50 months, DMFS was similar for all times to recurrence. Considering molecular subtypes separately, the threshold was similar for the TNBC subtype (50 months), but appeared to occur later for the luminal and HER2-positive subtypes (75 months). CONCLUSION: A threshold of 50 months seems to differentiate between early and late recurrences and could be used to guide the medical management of local breast tumour recurrences.
format Online
Article
Text
id pubmed-6344020
institution National Center for Biotechnology Information
language English
publishDate 2019
publisher Public Library of Science
record_format MEDLINE/PubMed
spelling pubmed-63440202019-02-02 Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach Laas, Enora Hamy, Anne-Sophie Michel, Anne-Sophie Panchbhaya, Nabilah Faron, Matthieu Lam, Thanh Carrez, Sophie Pierga, Jean-Yves Rouzier, Roman Lerebours, Florence Feron, Jean-Guillaume Reyal, Fabien PLoS One Research Article BACKGROUND: We studied the relationship between time to ipsilateral breast tumor recurrence (IBTR) and distant metastasis-free survival (DMFS) in patients with breast cancer treated by neoadjuvant chemotherapy (NAC). METHODS: Between 2002 and 2012, 1199 patients with primary breast cancer were treated with NAC. Clinical, radiological and pathological data were retrieved from medical records. Multivariate analysis was performed with the random survival forest (RSF) method, to evaluate the relationship between time to local recurrence and DMFS. RESULTS: Time to IBTR, local recurrence and molecular subtype were the factors most strongly associated with DMFS. In the total population, DMFS increased linearly with recurrence time, up to 50 months. For recurrences after 50 months, DMFS was similar for all times to recurrence. Considering molecular subtypes separately, the threshold was similar for the TNBC subtype (50 months), but appeared to occur later for the luminal and HER2-positive subtypes (75 months). CONCLUSION: A threshold of 50 months seems to differentiate between early and late recurrences and could be used to guide the medical management of local breast tumour recurrences. Public Library of Science 2019-01-23 /pmc/articles/PMC6344020/ /pubmed/30673703 http://dx.doi.org/10.1371/journal.pone.0208807 Text en © 2019 Laas et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
spellingShingle Research Article
Laas, Enora
Hamy, Anne-Sophie
Michel, Anne-Sophie
Panchbhaya, Nabilah
Faron, Matthieu
Lam, Thanh
Carrez, Sophie
Pierga, Jean-Yves
Rouzier, Roman
Lerebours, Florence
Feron, Jean-Guillaume
Reyal, Fabien
Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title_full Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title_fullStr Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title_full_unstemmed Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title_short Impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: A random forest survival approach
title_sort impact of time to local recurrence on the occurrence of metastasis in breast cancer patients treated with neoadjuvant chemotherapy: a random forest survival approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6344020/
https://www.ncbi.nlm.nih.gov/pubmed/30673703
http://dx.doi.org/10.1371/journal.pone.0208807
work_keys_str_mv AT laasenora impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT hamyannesophie impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT michelannesophie impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT panchbhayanabilah impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT faronmatthieu impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT lamthanh impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT carrezsophie impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT piergajeanyves impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT rouzierroman impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT lereboursflorence impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT feronjeanguillaume impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach
AT reyalfabien impactoftimetolocalrecurrenceontheoccurrenceofmetastasisinbreastcancerpatientstreatedwithneoadjuvantchemotherapyarandomforestsurvivalapproach