Utilization of artificial intelligence to triage patients with delayed follow-up of probably benign breast ultrasound findings

被引:0
|
作者
Amir, Tali [1 ]
Coffey, Kristen [1 ]
Reiner, Jeffrey S. [1 ]
Sevilimedu, Varadan [2 ]
Mango, Victoria L. [1 ]
机构
[1] Mem Sloan Kettering Canc Ctr, Dept Radiol, Breast Imaging Serv, 300 East 66Th St, New York, NY 10065 USA
[2] Mem Sloan Kettering Canc Ctr, Dept Epidemiol & Biostat, New York, NY USA
关键词
Artificial intelligence; Breast ultrasonography; Decision support systems; clinical; COVID-19; Triage;
D O I
10.14366/usg.24206
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
Purpose: This study aimed to evaluate our institution's experience in using artificial intelligence (AI) decision support (DS) as part of the clinical workflow to triage patients with Breast Imaging Reporting and Data System (BI-RADS) 3 sonographic lesions whose follow-up was delayed during the coronavirus disease 2019 (COVID-19) pandemic, against subsequent imaging and/or pathologic follow-up results. Methods: This retrospective study included patients with a BI-RADS category 3 (i.e., probably benign) breast ultrasound assessment from August 2019-December 2019 whose follow-up was delayed during the COVID-19 pandemic and whose breast ultrasounds were re-reviewed using Koios DS Breast AI as part of the clinical workflow for triaging these patients. The output of Koios DS was compared with the true outcome of a presence or absence of breast cancer defined by resolution/stability on imaging follow-up for at least 2 years or pathology results. Results: The study included 161 women (mean age, 52 years) with 221 BI-RADS category 3 sonographic lesions. Of the 221 lesions, there were two confirmed cancers (0.9% malignancy rate). Koios DS assessed 112/221 lesions (50.7%) as benign, 42/221 lesions (19.0%) as probably benign, 64/221 lesions (29.0%) as suspicious, and 3/221 lesions (1.4%) as probably malignant. Koios DS had a sensitivity of 100% (2/2; 95% confidence interval [CI], 16% to 100%), specificity of 70% (154/219; 95% CI, 64% to 76%), negative predictive value of 100% (154/154; 95% CI, 98% to 100%), and false-positive rate of 30% (65/219; 95% CI, 24% to 36%). Conclusion: When many follow-up appointments are delayed, e.g., natural disaster, or scenarios where resources are limited, breast ultrasound AI DS can help triage patients with probably benign breast ultrasounds.
引用
收藏
页码:145 / 152
页数:8
相关论文
共 50 条
  • [1] Follow-up of probably benign breast lesions
    Hall, FM
    RADIOLOGY, 2000, 217 (01) : 303 - 304
  • [2] Follow-up of probably benign breast lesions - Response
    Sickles, EA
    RADIOLOGY, 2000, 217 (01) : 304 - 305
  • [3] Follow-up Frequency and Compliance in Women with Probably Benign Findings on Breast Magnetic Resonance Imaging
    Marshall, Ariela L.
    Domchek, Susan M.
    Weinstein, Susan P.
    ACADEMIC RADIOLOGY, 2012, 19 (04) : 406 - 411
  • [4] Interval growth of probably benign breast lesions on follow-up ultrasound: how can these be managed?
    Moon, Hee Jung
    Kim, Eun-Kyung
    Kwak, Jin Young
    Yoon, Jung Hyun
    Kim, Min Jung
    EUROPEAN RADIOLOGY, 2011, 21 (05) : 908 - 918
  • [5] Interval growth of probably benign breast lesions on follow-up ultrasound: how can these be managed?
    Hee Jung Moon
    Eun-Kyung Kim
    Jin Young Kwak
    Jung Hyun Yoon
    Min Jung Kim
    European Radiology, 2011, 21 : 908 - 918
  • [6] Probably benign breast lesions: When should follow-up be recommended and what is the optimal follow-up protocol?
    Sickles, EA
    RADIOLOGY, 1999, 213 (01) : 11 - 14
  • [7] Ultrasound follow-up of palpable solid, probably benign breast lesions (BI-RADS™ category III)
    Graf, O
    Helbich, TH
    Fuchsjäger, MH
    Hopf, G
    Morgun, M
    Graf, C
    Mallek, R
    ROFO-FORTSCHRITTE AUF DEM GEBIET DER RONTGENSTRAHLEN UND DER BILDGEBENDEN VERFAHREN, 2004, 176 (09): : 1251 - 1256
  • [8] Follow-up of probably benign lesions in non-screening breast diagnostics
    Kapsimalakou, Smaragda
    Waldmann, Annika
    Katalinic, Alexander
    Grande-Nagel, Isabell
    Fischer, Dorothea
    Barkhausen, Joerg
    Vogt, Florian M.
    ARCHIVES OF GYNECOLOGY AND OBSTETRICS, 2014, 290 (03) : 543 - 551
  • [9] Follow-up of probably benign lesions in non-screening breast diagnostics
    Smaragda Kapsimalakou
    Annika Waldmann
    Alexander Katalinic
    Isabell Grande-Nagel
    Dorothea Fischer
    Joerg Barkhausen
    Florian M. Vogt
    Archives of Gynecology and Obstetrics, 2014, 290 : 543 - 551
  • [10] Probably benign breast masses at US: Is follow-up an acceptable alternative to biopsy?
    Graf, Oswald
    Helbich, Thomas H.
    Hopf, Gottfried
    Graf, Claudia
    Sickles, Edward A.
    RADIOLOGY, 2007, 244 (01) : 87 - 93