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A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer

We aimed to (a) investigate the interplay between depression, symptoms and level of functioning, and (b) understand the paths through which they influence health related quality of life (QOL) during the first year of rehabilitation period of early breast cancer. A network analysis method was used. T...

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Autores principales: Poikonen-Saksela, Paula, Kolokotroni, Eleni, Vehmanen, Leena, Mattson, Johanna, Stamatakos, Georgios, Huovinen, Riikka, Kellokumpu-Lehtinen, Pirkko-Liisa, Blomqvist, Carl, Saarto, Tiina
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8826362/
https://www.ncbi.nlm.nih.gov/pubmed/35136160
http://dx.doi.org/10.1038/s41598-022-06138-2
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author Poikonen-Saksela, Paula
Kolokotroni, Eleni
Vehmanen, Leena
Mattson, Johanna
Stamatakos, Georgios
Huovinen, Riikka
Kellokumpu-Lehtinen, Pirkko-Liisa
Blomqvist, Carl
Saarto, Tiina
author_facet Poikonen-Saksela, Paula
Kolokotroni, Eleni
Vehmanen, Leena
Mattson, Johanna
Stamatakos, Georgios
Huovinen, Riikka
Kellokumpu-Lehtinen, Pirkko-Liisa
Blomqvist, Carl
Saarto, Tiina
author_sort Poikonen-Saksela, Paula
collection PubMed
description We aimed to (a) investigate the interplay between depression, symptoms and level of functioning, and (b) understand the paths through which they influence health related quality of life (QOL) during the first year of rehabilitation period of early breast cancer. A network analysis method was used. The population consisted of 487 women aged 35–68 years, who had recently completed adjuvant chemotherapy or started endocrine therapy for early breast cancer. At baseline and at the first year from randomization QOL, symptomatology and functioning by the EORTC QLQ-C30 and BR-23 questionnaires, and depression by the Finnish version of Beck's 13-item depression scale, were collected. The multivariate interplay between the related scales was analysed via regularized partial correlation networks (graphical LASSO). The median global quality of life (gQoL) at baseline was 69.9 ± 19.0 (16.7–100) and improved to 74.9 ± 19.0 (0–100) after 1 year. Scales related to mental health (emotional functioning, cognitive functioning, depression, insomnia, body image, future perspective) were clustered together at both time points. Fatigue was mediated through a different route, having the strongest connection with physical functioning and no direct connection with depression. Multiple paths existed connecting symptoms and functioning types with gQoL. Factors with the strongest connections to gQoL included: social functioning, depression and fatigue at baseline; emotional functioning and fatigue at month 12. Overall, the most important nodes were depression, gQoL and fatigue. The graphical LASSO network analysis revealed that scales related to fatigue and emotional health had the strongest associations to the EORTC QLQ-C30 gQoL score. When we plan interventions for patients with impaired QOL it is important to consider both psychological support and interventions that improve fatigue and physical function like exercise. Trial registration: http://www.clinicaltrials.gov/ (identifier number NCT00639210).
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spelling pubmed-88263622022-02-10 A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer Poikonen-Saksela, Paula Kolokotroni, Eleni Vehmanen, Leena Mattson, Johanna Stamatakos, Georgios Huovinen, Riikka Kellokumpu-Lehtinen, Pirkko-Liisa Blomqvist, Carl Saarto, Tiina Sci Rep Article We aimed to (a) investigate the interplay between depression, symptoms and level of functioning, and (b) understand the paths through which they influence health related quality of life (QOL) during the first year of rehabilitation period of early breast cancer. A network analysis method was used. The population consisted of 487 women aged 35–68 years, who had recently completed adjuvant chemotherapy or started endocrine therapy for early breast cancer. At baseline and at the first year from randomization QOL, symptomatology and functioning by the EORTC QLQ-C30 and BR-23 questionnaires, and depression by the Finnish version of Beck's 13-item depression scale, were collected. The multivariate interplay between the related scales was analysed via regularized partial correlation networks (graphical LASSO). The median global quality of life (gQoL) at baseline was 69.9 ± 19.0 (16.7–100) and improved to 74.9 ± 19.0 (0–100) after 1 year. Scales related to mental health (emotional functioning, cognitive functioning, depression, insomnia, body image, future perspective) were clustered together at both time points. Fatigue was mediated through a different route, having the strongest connection with physical functioning and no direct connection with depression. Multiple paths existed connecting symptoms and functioning types with gQoL. Factors with the strongest connections to gQoL included: social functioning, depression and fatigue at baseline; emotional functioning and fatigue at month 12. Overall, the most important nodes were depression, gQoL and fatigue. The graphical LASSO network analysis revealed that scales related to fatigue and emotional health had the strongest associations to the EORTC QLQ-C30 gQoL score. When we plan interventions for patients with impaired QOL it is important to consider both psychological support and interventions that improve fatigue and physical function like exercise. Trial registration: http://www.clinicaltrials.gov/ (identifier number NCT00639210). Nature Publishing Group UK 2022-02-08 /pmc/articles/PMC8826362/ /pubmed/35136160 http://dx.doi.org/10.1038/s41598-022-06138-2 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Poikonen-Saksela, Paula
Kolokotroni, Eleni
Vehmanen, Leena
Mattson, Johanna
Stamatakos, Georgios
Huovinen, Riikka
Kellokumpu-Lehtinen, Pirkko-Liisa
Blomqvist, Carl
Saarto, Tiina
A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title_full A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title_fullStr A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title_full_unstemmed A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title_short A graphical LASSO analysis of global quality of life, sub scales of the EORTC QLQ-C30 instrument and depression in early breast cancer
title_sort graphical lasso analysis of global quality of life, sub scales of the eortc qlq-c30 instrument and depression in early breast cancer
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8826362/
https://www.ncbi.nlm.nih.gov/pubmed/35136160
http://dx.doi.org/10.1038/s41598-022-06138-2
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