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Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer
This study aims to analyse the risk factors of Peristomal Moisture‐Associated Skin Damage (PMASD) in colorectal cancer patients, construct a prediction model, and verify its effect. A total of 375 patients who underwent rectal cancer stoma surgery at the Liaoning Cancer Hospital between January and...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Blackwell Publishing Ltd
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333012/ https://www.ncbi.nlm.nih.gov/pubmed/36717948 http://dx.doi.org/10.1111/iwj.14098 |
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author | Wang, Hui Jiang, Guichun Wang, Yihan Jia, Hongyu Qu, Huan Yong, Xiuwei Ma, Lina |
author_facet | Wang, Hui Jiang, Guichun Wang, Yihan Jia, Hongyu Qu, Huan Yong, Xiuwei Ma, Lina |
author_sort | Wang, Hui |
collection | PubMed |
description | This study aims to analyse the risk factors of Peristomal Moisture‐Associated Skin Damage (PMASD) in colorectal cancer patients, construct a prediction model, and verify its effect. A total of 375 patients who underwent rectal cancer stoma surgery at the Liaoning Cancer Hospital between January and December 2020 were selected according to the inclusion and exclusion criteria. The clinical data were retrospectively analysed for modelling and internal validation (modelling group). According to the same criteria, the clinical data of 242 patients from January and June 2021 were retrospectively analysed for external validation (validation group). Baseline patient data were recorded. Patients in the modelling group were divided into those with and without PMASD based on the occurrence of PMASD during hospitalisation. Logistic regression analysis was used to examine the factors of PMASD and the PMASD nomogram model of colorectal cancer. Internal model validation was performed with the Bootstrap method, using the ROC and H‐L goodness of fit test to evaluate the differentiation and calibration of the model. Last, external validation of the model was performed. In the modelling group, 212 patients with colorectal cancer developed PMASD. According to the results of the logistic regression analysis, high fasting plasma glucose and fasting blood glucose (FPG), a history of radiotherapy, the height of the stoma opening (i.e., flat or lower than the skin surface), and skin folds around the stoma are risk factors for PMASD (OR > 1, P < 0.05). The stool shaping and colostomy are protective factors for PMASD in patients with colorectal cancer (OR < 1, P < 0.05). To establish the prediction of colorectal cancer, patient development of PMASD line, graph model, and internal verification was carried out using the Bootstrap method: H‐L test P = 0.846, area under curve, area under the ROC curve (0 > 0.75, 95% CI: 0.778–0, AUC = 0.820). The external validation included the H‐L test (P = 0.137, AUC [0.862] > 0.75, 95% CI: 0.815–0.909), with the maximum value of the Youden index as the best cut‐off value for the model. The ROC curve had a Youden index of 0.559, a sensitivity of 0.877, and a specificity of 0.657. The prompt model area showed good calibration and discrimination. The PMASD in patients with colorectal cancer is affected by defecation traits, the stoma opening height, stoma type, FPG, skin folds around the stoma, and previous radiotherapy history. The nomogram model can provide an effective means to reasonably predict the risk of PMASD in patients with colorectal cancer. |
format | Online Article Text |
id | pubmed-10333012 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Blackwell Publishing Ltd |
record_format | MEDLINE/PubMed |
spelling | pubmed-103330122023-07-12 Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer Wang, Hui Jiang, Guichun Wang, Yihan Jia, Hongyu Qu, Huan Yong, Xiuwei Ma, Lina Int Wound J Original Articles This study aims to analyse the risk factors of Peristomal Moisture‐Associated Skin Damage (PMASD) in colorectal cancer patients, construct a prediction model, and verify its effect. A total of 375 patients who underwent rectal cancer stoma surgery at the Liaoning Cancer Hospital between January and December 2020 were selected according to the inclusion and exclusion criteria. The clinical data were retrospectively analysed for modelling and internal validation (modelling group). According to the same criteria, the clinical data of 242 patients from January and June 2021 were retrospectively analysed for external validation (validation group). Baseline patient data were recorded. Patients in the modelling group were divided into those with and without PMASD based on the occurrence of PMASD during hospitalisation. Logistic regression analysis was used to examine the factors of PMASD and the PMASD nomogram model of colorectal cancer. Internal model validation was performed with the Bootstrap method, using the ROC and H‐L goodness of fit test to evaluate the differentiation and calibration of the model. Last, external validation of the model was performed. In the modelling group, 212 patients with colorectal cancer developed PMASD. According to the results of the logistic regression analysis, high fasting plasma glucose and fasting blood glucose (FPG), a history of radiotherapy, the height of the stoma opening (i.e., flat or lower than the skin surface), and skin folds around the stoma are risk factors for PMASD (OR > 1, P < 0.05). The stool shaping and colostomy are protective factors for PMASD in patients with colorectal cancer (OR < 1, P < 0.05). To establish the prediction of colorectal cancer, patient development of PMASD line, graph model, and internal verification was carried out using the Bootstrap method: H‐L test P = 0.846, area under curve, area under the ROC curve (0 > 0.75, 95% CI: 0.778–0, AUC = 0.820). The external validation included the H‐L test (P = 0.137, AUC [0.862] > 0.75, 95% CI: 0.815–0.909), with the maximum value of the Youden index as the best cut‐off value for the model. The ROC curve had a Youden index of 0.559, a sensitivity of 0.877, and a specificity of 0.657. The prompt model area showed good calibration and discrimination. The PMASD in patients with colorectal cancer is affected by defecation traits, the stoma opening height, stoma type, FPG, skin folds around the stoma, and previous radiotherapy history. The nomogram model can provide an effective means to reasonably predict the risk of PMASD in patients with colorectal cancer. Blackwell Publishing Ltd 2023-01-30 /pmc/articles/PMC10333012/ /pubmed/36717948 http://dx.doi.org/10.1111/iwj.14098 Text en © 2023 The Authors. International Wound Journal published by Medicalhelplines.com Inc and John Wiley & Sons Ltd. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Wang, Hui Jiang, Guichun Wang, Yihan Jia, Hongyu Qu, Huan Yong, Xiuwei Ma, Lina Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title | Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title_full | Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title_fullStr | Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title_full_unstemmed | Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title_short | Construction and validation of the perioral moisture‐related skin damage (PMASD) risk prediction model in patients with colorectal cancer |
title_sort | construction and validation of the perioral moisture‐related skin damage (pmasd) risk prediction model in patients with colorectal cancer |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10333012/ https://www.ncbi.nlm.nih.gov/pubmed/36717948 http://dx.doi.org/10.1111/iwj.14098 |
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