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Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model
Background. Previous research has reported inconsistent evidence of the trajectory of depressive symptoms across the adult lifespan. We investigated how the distributions of each item score change with age and determined whether the trajectory of depressive symptoms varied with the scoring methods o...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
PeerJ Inc.
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4715442/ https://www.ncbi.nlm.nih.gov/pubmed/26788427 http://dx.doi.org/10.7717/peerj.1547 |
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author | Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Yamada, Hiroshi Furukawa, Toshiaki A. Ono, Yutaka |
author_facet | Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Yamada, Hiroshi Furukawa, Toshiaki A. Ono, Yutaka |
author_sort | Tomitaka, Shinichiro |
collection | PubMed |
description | Background. Previous research has reported inconsistent evidence of the trajectory of depressive symptoms across the adult lifespan. We investigated how the distributions of each item score change with age and determined whether the trajectory of depressive symptoms varied with the scoring methods of the questionnaire. Methods. We analyzed data collected from 21,040 subjects who participated in the national survey in Japan. Depressive symptoms were assessed using the Center for Epidemiologic Studies Depression Scale (CES-D). The CES-D has 20 items, each of which is scored in four grades of “rarely,” “some,” “much,” and “most of the time.” We used the exponential distribution model which fits the distributions of 16 negative symptom items of CES-D, with the probabilities of “some,” “much,” “most,” and “rarely” expressed as P, Pr, Pr(2), and 1 − P × (r(2) + r + 1). Results. The distributions of the responses to 16 negative symptom items followed the common exponential model across all age groups. The mean of the estimated parameter r of 16 negative items showed a U-shape pattern, being high during 12–29 years, remaining low during 30–50 years, and then increasing again over 60 years. The trajectory of depressive symptom scores simulating the binary method was different from that of the empirical scores using the Likert method. Conclusions. Our findings show that the increase in the depressive symptoms score during older age is based on the increase of the parameter r. The differences in the scoring method may contribute to the different age-related patterns across the adult lifespan. |
format | Online Article Text |
id | pubmed-4715442 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | PeerJ Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-47154422016-01-19 Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Yamada, Hiroshi Furukawa, Toshiaki A. Ono, Yutaka PeerJ Mathematical Biology Background. Previous research has reported inconsistent evidence of the trajectory of depressive symptoms across the adult lifespan. We investigated how the distributions of each item score change with age and determined whether the trajectory of depressive symptoms varied with the scoring methods of the questionnaire. Methods. We analyzed data collected from 21,040 subjects who participated in the national survey in Japan. Depressive symptoms were assessed using the Center for Epidemiologic Studies Depression Scale (CES-D). The CES-D has 20 items, each of which is scored in four grades of “rarely,” “some,” “much,” and “most of the time.” We used the exponential distribution model which fits the distributions of 16 negative symptom items of CES-D, with the probabilities of “some,” “much,” “most,” and “rarely” expressed as P, Pr, Pr(2), and 1 − P × (r(2) + r + 1). Results. The distributions of the responses to 16 negative symptom items followed the common exponential model across all age groups. The mean of the estimated parameter r of 16 negative items showed a U-shape pattern, being high during 12–29 years, remaining low during 30–50 years, and then increasing again over 60 years. The trajectory of depressive symptom scores simulating the binary method was different from that of the empirical scores using the Likert method. Conclusions. Our findings show that the increase in the depressive symptoms score during older age is based on the increase of the parameter r. The differences in the scoring method may contribute to the different age-related patterns across the adult lifespan. PeerJ Inc. 2016-01-05 /pmc/articles/PMC4715442/ /pubmed/26788427 http://dx.doi.org/10.7717/peerj.1547 Text en ©2016 Tomitaka 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, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited. |
spellingShingle | Mathematical Biology Tomitaka, Shinichiro Kawasaki, Yohei Ide, Kazuki Yamada, Hiroshi Furukawa, Toshiaki A. Ono, Yutaka Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title | Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title_full | Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title_fullStr | Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title_full_unstemmed | Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title_short | Age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
title_sort | age-related changes in the distributions of depressive symptom items in the general population: a cross-sectional study using the exponential distribution model |
topic | Mathematical Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4715442/ https://www.ncbi.nlm.nih.gov/pubmed/26788427 http://dx.doi.org/10.7717/peerj.1547 |
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