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Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience

BACKGROUND: IBM Watson for Oncology (WFO) is an artificial intelligence cognitive computing system that provides confidence-ranked, evidence-based treatment recommendations for cancer. We examine the level of agreement for breast cancer chemotherapy between WFO recommended and clinical use in a larg...

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Autores principales: Pan, Hong, Tao, Jing, Qian, Mengjia, Zhou, Wenbin, Qian, Yi, Xie, Hui, Jing, Shengqi, Xu, Tingyu, Zhang, Xin, Dai, Zuolei, You, Mingliang, Liu, Yun, Liu, Xiaoan, Wang, Shui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: AME Publishing Company 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8798315/
https://www.ncbi.nlm.nih.gov/pubmed/35116771
http://dx.doi.org/10.21037/tcr.2019.01.34
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author Pan, Hong
Tao, Jing
Qian, Mengjia
Zhou, Wenbin
Qian, Yi
Xie, Hui
Jing, Shengqi
Xu, Tingyu
Zhang, Xin
Dai, Zuolei
You, Mingliang
Liu, Yun
Liu, Xiaoan
Wang, Shui
author_facet Pan, Hong
Tao, Jing
Qian, Mengjia
Zhou, Wenbin
Qian, Yi
Xie, Hui
Jing, Shengqi
Xu, Tingyu
Zhang, Xin
Dai, Zuolei
You, Mingliang
Liu, Yun
Liu, Xiaoan
Wang, Shui
author_sort Pan, Hong
collection PubMed
description BACKGROUND: IBM Watson for Oncology (WFO) is an artificial intelligence cognitive computing system that provides confidence-ranked, evidence-based treatment recommendations for cancer. We examine the level of agreement for breast cancer chemotherapy between WFO recommended and clinical use in a large population of breast cancer cases. METHODS: A total of 1,301 breast cancer patients were reviewed in The First Affiliated Hospital with Nanjing Medical University, China from June 2013 to December 2017. Patients’ data were entered manually into WFO by the trained senior oncology fellows. Chemotherapy recommendations were provided in 3 categories, “Recommended”, “For Consideration”, and “Not Recommended”. Concordance was achieved when oncologists’ treatment suggestions were in the “Recommended” or “For Consideration” categories. RESULTS: The chemotherapy regimen concordance was 69.4% among all breast cancer cases, 65.0% among the cases in adjuvant chemotherapy (AC) group and 96.7% among the cases in neoadjuvant chemotherapy (NAC) group. The concordance varied greatly in subset analysis with respect to TNM stage and molecular subtype. AC recommendations were concordant in 92.3% of stage III breast cancer and 50.8% of stage I. However, the concordance varied by molecular subtype, which was higher for triple negative breast cancer (89.3%) than others. The chemotherapy regimen concordance declined significantly with increasing age, except for the age group 41–50 years. CONCLUSIONS: Chemotherapy regimens provided by WFO did not exhibit a high degree of agreement with those suggested by oncologists in clinical practice in the hospital in China. The current effort is underway to enhance WFO’s capabilities as a cognitive decision support tool by incorporating regional guidelines, enabling oncologists and patients to benefit from WFO worldwide.
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spelling pubmed-87983152022-02-02 Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience Pan, Hong Tao, Jing Qian, Mengjia Zhou, Wenbin Qian, Yi Xie, Hui Jing, Shengqi Xu, Tingyu Zhang, Xin Dai, Zuolei You, Mingliang Liu, Yun Liu, Xiaoan Wang, Shui Transl Cancer Res Original Article BACKGROUND: IBM Watson for Oncology (WFO) is an artificial intelligence cognitive computing system that provides confidence-ranked, evidence-based treatment recommendations for cancer. We examine the level of agreement for breast cancer chemotherapy between WFO recommended and clinical use in a large population of breast cancer cases. METHODS: A total of 1,301 breast cancer patients were reviewed in The First Affiliated Hospital with Nanjing Medical University, China from June 2013 to December 2017. Patients’ data were entered manually into WFO by the trained senior oncology fellows. Chemotherapy recommendations were provided in 3 categories, “Recommended”, “For Consideration”, and “Not Recommended”. Concordance was achieved when oncologists’ treatment suggestions were in the “Recommended” or “For Consideration” categories. RESULTS: The chemotherapy regimen concordance was 69.4% among all breast cancer cases, 65.0% among the cases in adjuvant chemotherapy (AC) group and 96.7% among the cases in neoadjuvant chemotherapy (NAC) group. The concordance varied greatly in subset analysis with respect to TNM stage and molecular subtype. AC recommendations were concordant in 92.3% of stage III breast cancer and 50.8% of stage I. However, the concordance varied by molecular subtype, which was higher for triple negative breast cancer (89.3%) than others. The chemotherapy regimen concordance declined significantly with increasing age, except for the age group 41–50 years. CONCLUSIONS: Chemotherapy regimens provided by WFO did not exhibit a high degree of agreement with those suggested by oncologists in clinical practice in the hospital in China. The current effort is underway to enhance WFO’s capabilities as a cognitive decision support tool by incorporating regional guidelines, enabling oncologists and patients to benefit from WFO worldwide. AME Publishing Company 2019-04 /pmc/articles/PMC8798315/ /pubmed/35116771 http://dx.doi.org/10.21037/tcr.2019.01.34 Text en 2019 Translational Cancer Research. All rights reserved. https://creativecommons.org/licenses/by-nc-nd/4.0/Open Access Statement: This is an Open Access article distributed in accordance with the Creative Commons Attribution-NonCommercial-NoDerivs 4.0 International License (CC BY-NC-ND 4.0), which permits the non-commercial replication and distribution of the article with the strict proviso that no changes or edits are made and the original work is properly cited (including links to both the formal publication through the relevant DOI and the license). See: https://creativecommons.org/licenses/by-nc-nd/4.0/.
spellingShingle Original Article
Pan, Hong
Tao, Jing
Qian, Mengjia
Zhou, Wenbin
Qian, Yi
Xie, Hui
Jing, Shengqi
Xu, Tingyu
Zhang, Xin
Dai, Zuolei
You, Mingliang
Liu, Yun
Liu, Xiaoan
Wang, Shui
Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title_full Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title_fullStr Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title_full_unstemmed Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title_short Concordance assessment of Watson for Oncology in breast cancer chemotherapy: first China experience
title_sort concordance assessment of watson for oncology in breast cancer chemotherapy: first china experience
topic Original Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8798315/
https://www.ncbi.nlm.nih.gov/pubmed/35116771
http://dx.doi.org/10.21037/tcr.2019.01.34
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