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 |
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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 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_proquest_miscellaneous_2518221055</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><sourcerecordid>2582284825</sourcerecordid><originalsourceid>FETCH-LOGICAL-c375t-8d0362637d888c99afb085a6141a63d0f844c3d2d4f30204f296642914e2ea3e3</originalsourceid><addsrcrecordid>eNp9kc1u1TAQhS0EoqXwAiyQJTbdBMa_11m2t_xUugKEgK3lG0_aVHEcbKdSH4J3xpcUkFiwmtGZb86MdAh5zuAV41K9zgykkA1w1kDbGt7AA3LMVJWkNuxh7UGbpuVaHZEnOd8AsI0A9ZgcCWFaxoEdkx8XeItjnANOhbrJ029uHLwrQ5xo7KtCL6eSXJwxVfEW6YcY4lVygZZIPyX0Q1foeUKXC926qcPUfMbRFfR0dxfma_QYHD13uQrVslwjPUthnVXDLtOLIZc07JfDyafkUe_GjM_u6wn5-vbNl-37Zvfx3eX2bNd0YqNKYzwIzbXYeGNM17au34NRTjPJnBYeeiNlJzz3shfAQfa81Vrylknk6ASKE3K6-s4pfl8wFxuG3OE4ugnjki1XzHDOQKmKvvwHvYlLmup3laqQkYYfKL5SXYo5J-ztnIbg0p1lYA9h2TUsW8Oyv8KyUJde3Fsv-4D-z8rvdCogViDX0XSF6e_t_9j-BJnmn5I</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2582284825</pqid></control><display><type>article</type><title>Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution</title><source>SpringerNature Journals</source><creator>Yuan, Qianqian ; Hou, Jinxuan ; Zhou, Rui ; Liao, Yiqin ; Zheng, Lewei ; Jiao, Chong ; Zhou, Wenbo ; Wu, Gaosong</creator><creatorcontrib>Yuan, Qianqian ; Hou, Jinxuan ; Zhou, Rui ; Liao, Yiqin ; Zheng, Lewei ; Jiao, Chong ; Zhou, Wenbo ; Wu, Gaosong</creatorcontrib><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><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 & 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 & 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 ; Hou, Jinxuan ; Zhou, Rui ; Liao, Yiqin ; Zheng, Lewei ; Jiao, Chong ; Zhou, Wenbo ; Wu, Gaosong</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c375t-8d0362637d888c99afb085a6141a63d0f844c3d2d4f30204f296642914e2ea3e3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2021</creationdate><topic>Arm</topic><topic>Body mass index</topic><topic>Breast cancer</topic><topic>Breast Oncology</topic><topic>Lymph nodes</topic><topic>Lymphedema</topic><topic>Medicine</topic><topic>Medicine & Public Health</topic><topic>Nomograms</topic><topic>Oncology</topic><topic>Patients</topic><topic>Radiation therapy</topic><topic>Risk factors</topic><topic>Risk groups</topic><topic>Surgery</topic><topic>Surgical Oncology</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><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><collection>PubMed</collection><collection>CrossRef</collection><collection>ProQuest Central (Corporate)</collection><collection>Oncogenes and Growth Factors Abstracts</collection><collection>Health & Medical Collection</collection><collection>ProQuest Central (purchase pre-March 2016)</collection><collection>Medical Database (Alumni Edition)</collection><collection>ProQuest Pharma Collection</collection><collection>Hospital Premium Collection</collection><collection>Hospital Premium Collection (Alumni Edition)</collection><collection>ProQuest Central (Alumni) (purchase pre-March 2016)</collection><collection>ProQuest Central (Alumni Edition)</collection><collection>ProQuest Central UK/Ireland</collection><collection>ProQuest Central</collection><collection>ProQuest One Community College</collection><collection>Health Research Premium Collection</collection><collection>Health Research Premium Collection (Alumni)</collection><collection>AIDS and Cancer Research Abstracts</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Health & Medical Collection (Alumni Edition)</collection><collection>Medical Database</collection><collection>ProQuest One Academic Eastern Edition (DO NOT USE)</collection><collection>ProQuest One Academic</collection><collection>ProQuest One Academic UKI Edition</collection><collection>ProQuest Central China</collection><collection>MEDLINE - Academic</collection><jtitle>Annals of surgical oncology</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Yuan, Qianqian</au><au>Hou, Jinxuan</au><au>Zhou, Rui</au><au>Liao, Yiqin</au><au>Zheng, Lewei</au><au>Jiao, Chong</au><au>Zhou, Wenbo</au><au>Wu, Gaosong</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Development and Validation of an Intraoperative Nomogram to Predict Breast Cancer-Related Lymphedema Based on the Arm Lymphatics Distribution</atitle><jtitle>Annals of surgical oncology</jtitle><stitle>Ann Surg Oncol</stitle><addtitle>Ann Surg Oncol</addtitle><date>2021-11-01</date><risdate>2021</risdate><volume>28</volume><issue>12</issue><spage>7319</spage><epage>7328</epage><pages>7319-7328</pages><issn>1068-9265</issn><eissn>1534-4681</eissn><abstract>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.</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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