Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution

Background Preoperatively determining those patients who are at high risk of encountering breast cancer-related lymphedema (BCRL) is still not well understood. Objective This study aimed to develop a simple intraoperative nomogram for BCRL, incorporating a protective factor. Methods Overall, 320 bre...

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Veröffentlicht in:Annals of surgical oncology 2021-11, Vol.28 (12), p.7319-7328
Hauptverfasser: Yuan, Qianqian, Hou, Jinxuan, Zhou, Rui, Liao, Yiqin, Zheng, Lewei, Jiao, Chong, Zhou, Wenbo, Wu, Gaosong
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container_end_page 7328
container_issue 12
container_start_page 7319
container_title Annals of surgical oncology
container_volume 28
creator Yuan, Qianqian
Hou, Jinxuan
Zhou, Rui
Liao, Yiqin
Zheng, Lewei
Jiao, Chong
Zhou, Wenbo
Wu, Gaosong
description Background Preoperatively determining those patients who are at high risk of encountering breast cancer-related lymphedema (BCRL) is still not well understood. Objective This study aimed to develop a simple intraoperative nomogram for BCRL, incorporating a protective factor. Methods Overall, 320 breast cancer patients at Zhongnan Hospital (training set) and 221 patients at Dongfeng General Hospital (external validation cohort) treated between November 2017 and December 2018 were included. Prior to axillary lymph node dissection (ALND), 1 mL (2.5 mg) of indocyanine green was administered to the area of the internal bicipital sulcus of the upper limb. The fluorescence image was obtained and the proportion of arm lymph flow above the level of the axillary vein was calculated. Multivariate logistic regression was performed using this proportion together with clinical data. A nomogram was then constructed and assessed for its discrimination and calibration ability and clinical utility in the training and external validation sets. Results The cumulative incidence of BCRL was 18.7% (60/320), with a median follow-up of 29 months (20–34). In the multivariate logistic regression analysis, body mass index, taxane, radiotherapy, and proportion of arm lymph flow above the level of the axillary vein were identified as independent risk factors. In the training and validation cohorts, the calibration curve performed well ( p  = 0.721 and p  = 0.315, respectively), and the area under the receiver operating characteristic curve values were 0.829 (95% confidence interval [CI] 0.773–0.885) and 0.804 (95% CI 0.732–0.877), respectively. Conclusion High-risk patients could be identified intraoperatively with this nomogram, and timely intervention could be performed with preservation of the arm lymphatics.
doi_str_mv 10.1245/s10434-021-09982-0
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Objective This study aimed to develop a simple intraoperative nomogram for BCRL, incorporating a protective factor. Methods Overall, 320 breast cancer patients at Zhongnan Hospital (training set) and 221 patients at Dongfeng General Hospital (external validation cohort) treated between November 2017 and December 2018 were included. Prior to axillary lymph node dissection (ALND), 1 mL (2.5 mg) of indocyanine green was administered to the area of the internal bicipital sulcus of the upper limb. The fluorescence image was obtained and the proportion of arm lymph flow above the level of the axillary vein was calculated. Multivariate logistic regression was performed using this proportion together with clinical data. A nomogram was then constructed and assessed for its discrimination and calibration ability and clinical utility in the training and external validation sets. Results The cumulative incidence of BCRL was 18.7% (60/320), with a median follow-up of 29 months (20–34). In the multivariate logistic regression analysis, body mass index, taxane, radiotherapy, and proportion of arm lymph flow above the level of the axillary vein were identified as independent risk factors. In the training and validation cohorts, the calibration curve performed well ( p  = 0.721 and p  = 0.315, respectively), and the area under the receiver operating characteristic curve values were 0.829 (95% confidence interval [CI] 0.773–0.885) and 0.804 (95% CI 0.732–0.877), respectively. Conclusion High-risk patients could be identified intraoperatively with this nomogram, and timely intervention could be performed with preservation of the arm lymphatics.</description><identifier>ISSN: 1068-9265</identifier><identifier>EISSN: 1534-4681</identifier><identifier>DOI: 10.1245/s10434-021-09982-0</identifier><identifier>PMID: 33891201</identifier><language>eng</language><publisher>Cham: Springer International Publishing</publisher><subject>Arm ; Body mass index ; Breast cancer ; Breast Oncology ; Lymph nodes ; Lymphedema ; Medicine ; Medicine &amp; Public Health ; Nomograms ; Oncology ; Patients ; Radiation therapy ; Risk factors ; Risk groups ; Surgery ; Surgical Oncology</subject><ispartof>Annals of surgical oncology, 2021-11, Vol.28 (12), p.7319-7328</ispartof><rights>Society of Surgical Oncology 2021</rights><rights>Society of Surgical Oncology 2021.</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c375t-8d0362637d888c99afb085a6141a63d0f844c3d2d4f30204f296642914e2ea3e3</citedby><cites>FETCH-LOGICAL-c375t-8d0362637d888c99afb085a6141a63d0f844c3d2d4f30204f296642914e2ea3e3</cites></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://link.springer.com/content/pdf/10.1245/s10434-021-09982-0$$EPDF$$P50$$Gspringer$$H</linktopdf><linktohtml>$$Uhttps://link.springer.com/10.1245/s10434-021-09982-0$$EHTML$$P50$$Gspringer$$H</linktohtml><link.rule.ids>314,780,784,27924,27925,41488,42557,51319</link.rule.ids><backlink>$$Uhttps://www.ncbi.nlm.nih.gov/pubmed/33891201$$D View this record in MEDLINE/PubMed$$Hfree_for_read</backlink></links><search><creatorcontrib>Yuan, Qianqian</creatorcontrib><creatorcontrib>Hou, Jinxuan</creatorcontrib><creatorcontrib>Zhou, Rui</creatorcontrib><creatorcontrib>Liao, Yiqin</creatorcontrib><creatorcontrib>Zheng, Lewei</creatorcontrib><creatorcontrib>Jiao, Chong</creatorcontrib><creatorcontrib>Zhou, Wenbo</creatorcontrib><creatorcontrib>Wu, Gaosong</creatorcontrib><title>Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution</title><title>Annals of surgical oncology</title><addtitle>Ann Surg Oncol</addtitle><addtitle>Ann Surg Oncol</addtitle><description>Background Preoperatively determining those patients who are at high risk of encountering breast cancer-related lymphedema (BCRL) is still not well understood. Objective This study aimed to develop a simple intraoperative nomogram for BCRL, incorporating a protective factor. Methods Overall, 320 breast cancer patients at Zhongnan Hospital (training set) and 221 patients at Dongfeng General Hospital (external validation cohort) treated between November 2017 and December 2018 were included. Prior to axillary lymph node dissection (ALND), 1 mL (2.5 mg) of indocyanine green was administered to the area of the internal bicipital sulcus of the upper limb. The fluorescence image was obtained and the proportion of arm lymph flow above the level of the axillary vein was calculated. Multivariate logistic regression was performed using this proportion together with clinical data. A nomogram was then constructed and assessed for its discrimination and calibration ability and clinical utility in the training and external validation sets. Results The cumulative incidence of BCRL was 18.7% (60/320), with a median follow-up of 29 months (20–34). In the multivariate logistic regression analysis, body mass index, taxane, radiotherapy, and proportion of arm lymph flow above the level of the axillary vein were identified as independent risk factors. In the training and validation cohorts, the calibration curve performed well ( p  = 0.721 and p  = 0.315, respectively), and the area under the receiver operating characteristic curve values were 0.829 (95% confidence interval [CI] 0.773–0.885) and 0.804 (95% CI 0.732–0.877), respectively. Conclusion High-risk patients could be identified intraoperatively with this nomogram, and timely intervention could be performed with preservation of the arm lymphatics.</description><subject>Arm</subject><subject>Body mass index</subject><subject>Breast cancer</subject><subject>Breast Oncology</subject><subject>Lymph nodes</subject><subject>Lymphedema</subject><subject>Medicine</subject><subject>Medicine &amp; Public Health</subject><subject>Nomograms</subject><subject>Oncology</subject><subject>Patients</subject><subject>Radiation therapy</subject><subject>Risk factors</subject><subject>Risk groups</subject><subject>Surgery</subject><subject>Surgical Oncology</subject><issn>1068-9265</issn><issn>1534-4681</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2021</creationdate><recordtype>article</recordtype><sourceid>ABUWG</sourceid><sourceid>AFKRA</sourceid><sourceid>BENPR</sourceid><sourceid>CCPQU</sourceid><recordid>eNp9kc1u1TAQhS0EoqXwAiyQJTbdBMa_11m2t_xUugKEgK3lG0_aVHEcbKdSH4J3xpcUkFiwmtGZb86MdAh5zuAV41K9zgykkA1w1kDbGt7AA3LMVJWkNuxh7UGbpuVaHZEnOd8AsI0A9ZgcCWFaxoEdkx8XeItjnANOhbrJ029uHLwrQ5xo7KtCL6eSXJwxVfEW6YcY4lVygZZIPyX0Q1foeUKXC926qcPUfMbRFfR0dxfma_QYHD13uQrVslwjPUthnVXDLtOLIZc07JfDyafkUe_GjM_u6wn5-vbNl-37Zvfx3eX2bNd0YqNKYzwIzbXYeGNM17au34NRTjPJnBYeeiNlJzz3shfAQfa81Vrylknk6ASKE3K6-s4pfl8wFxuG3OE4ugnjki1XzHDOQKmKvvwHvYlLmup3laqQkYYfKL5SXYo5J-ztnIbg0p1lYA9h2TUsW8Oyv8KyUJde3Fsv-4D-z8rvdCogViDX0XSF6e_t_9j-BJnmn5I</recordid><startdate>20211101</startdate><enddate>20211101</enddate><creator>Yuan, Qianqian</creator><creator>Hou, Jinxuan</creator><creator>Zhou, Rui</creator><creator>Liao, Yiqin</creator><creator>Zheng, Lewei</creator><creator>Jiao, Chong</creator><creator>Zhou, Wenbo</creator><creator>Wu, Gaosong</creator><general>Springer International Publishing</general><general>Springer Nature B.V</general><scope>NPM</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>3V.</scope><scope>7TO</scope><scope>7X7</scope><scope>7XB</scope><scope>88E</scope><scope>8AO</scope><scope>8FI</scope><scope>8FJ</scope><scope>8FK</scope><scope>ABUWG</scope><scope>AFKRA</scope><scope>BENPR</scope><scope>CCPQU</scope><scope>FYUFA</scope><scope>GHDGH</scope><scope>H94</scope><scope>K9.</scope><scope>M0S</scope><scope>M1P</scope><scope>PQEST</scope><scope>PQQKQ</scope><scope>PQUKI</scope><scope>PRINS</scope><scope>7X8</scope></search><sort><creationdate>20211101</creationdate><title>Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution</title><author>Yuan, Qianqian ; 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Objective This study aimed to develop a simple intraoperative nomogram for BCRL, incorporating a protective factor. Methods Overall, 320 breast cancer patients at Zhongnan Hospital (training set) and 221 patients at Dongfeng General Hospital (external validation cohort) treated between November 2017 and December 2018 were included. Prior to axillary lymph node dissection (ALND), 1 mL (2.5 mg) of indocyanine green was administered to the area of the internal bicipital sulcus of the upper limb. The fluorescence image was obtained and the proportion of arm lymph flow above the level of the axillary vein was calculated. Multivariate logistic regression was performed using this proportion together with clinical data. A nomogram was then constructed and assessed for its discrimination and calibration ability and clinical utility in the training and external validation sets. Results The cumulative incidence of BCRL was 18.7% (60/320), with a median follow-up of 29 months (20–34). In the multivariate logistic regression analysis, body mass index, taxane, radiotherapy, and proportion of arm lymph flow above the level of the axillary vein were identified as independent risk factors. In the training and validation cohorts, the calibration curve performed well ( p  = 0.721 and p  = 0.315, respectively), and the area under the receiver operating characteristic curve values were 0.829 (95% confidence interval [CI] 0.773–0.885) and 0.804 (95% CI 0.732–0.877), respectively. Conclusion High-risk patients could be identified intraoperatively with this nomogram, and timely intervention could be performed with preservation of the arm lymphatics.</abstract><cop>Cham</cop><pub>Springer International Publishing</pub><pmid>33891201</pmid><doi>10.1245/s10434-021-09982-0</doi><tpages>10</tpages></addata></record>
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source SpringerNature Journals
subjects Arm
Body mass index
Breast cancer
Breast Oncology
Lymph nodes
Lymphedema
Medicine
Medicine & Public Health
Nomograms
Oncology
Patients
Radiation therapy
Risk factors
Risk groups
Surgery
Surgical Oncology
title Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution
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