DERM-SUCCESS FDA Pivotal Study: A Multi-Reader Multi-Case Evaluation of Primary Care Physicians' Skin Cancer Detection Using AI-Enabled Elastic Scattering Spectroscopy.

IF 3 Q1 PRIMARY HEALTH CARE
Laura K Ferris, Erik Jaklitsch, Elizabeth V Seiverling, Thomas Agresta, Peggy Cyr, Laurie Caines, Na Wang, Daniel M Siegel
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Abstract

Background: Elastic Scattering Spectroscopy (ESS), an optical tissue sampling technique, distinguishes between benign and malignant tissue in vivo without the need to perform a surgical biopsy. A handheld device that employs ESS enabled with an artificial intelligence algorithm was developed as an objective tool to aid primary care physicians (PCPs) in their management of lesions suspicious for skin cancer. The aim of this study was to assess and compare the diagnostic and management performance of PCPs with and without the use of the ESS device in detecting skin cancer.

Methods: In this clinical utility study, 108 PCPs evaluated 100 skin lesion cases (50 aided with the device output and 50 unaided by the device). For each case, PCPs provided a diagnosis, management decision, and level of confidence in that decision initially without, and then subsequently with, device output. Sensitivity, specificity, AUC, and confidence in their assessment prior to, and then with, device output were compared.

Results: With visual assessment assisted by device output, diagnostic sensitivity increased significantly from 71.1% to 81.7% (P = .0085) and referral sensitivity increased significantly from 82.0% to 91.4% (P = .0027) compared to visual assessment only. Device-aided diagnostic specificity decreased from 60.9% to 54.7% (P = .1896), and referral specificity decreased from 44.2% to 32.4% (P = .0256). Overall management performance (ie, AUC) also increased from 0.708 to 0.762, and increased from 0.567 to 0.682 for lesions which physicians reported low confidence in their unassisted management decision. Physicians reporting high confidence in their management assessment increased from 36.8% to 53.4%.

Conclusion: Use of the ESS device output by PCPs significantly improved their diagnostic and management sensitivities as well as their overall management performance. The findings suggest the ESS device can improve PCP skin cancer detection and confidence in their skin lesion evaluation and management.

DERM-SUCCESS FDA关键研究:使用人工智能支持的弹性散射光谱对初级保健医生的皮肤癌检测进行多阅读器多病例评估。
背景:弹性散射光谱(ESS)是一种光学组织采样技术,可以区分体内良性和恶性组织,而无需进行手术活检。开发了一种采用ESS和人工智能算法的手持设备,作为辅助初级保健医生(pcp)管理疑似皮肤癌病变的客观工具。本研究的目的是评估和比较使用和不使用ESS设备检测皮肤癌的pcp的诊断和管理表现。方法:在这项临床应用研究中,108名pcp评估了100例皮肤病变病例(50例辅助设备输出,50例未辅助设备输出)。对于每个病例,pcp提供了诊断、管理决策和对该决策的信心水平,最初没有设备输出,随后有设备输出。敏感性,特异性,AUC和置信度评估之前,然后与设备输出进行比较。结果:与单纯视觉评估相比,在辅助设备输出的视觉评估下,诊断灵敏度从71.1%显著提高到81.7% (P = 0.0085),转诊灵敏度从82.0%显著提高到91.4% (P = 0.0027)。器械辅助诊断特异性从60.9%下降到54.7% (P = 0.1896),转诊特异性从44.2%下降到32.4% (P = 0.0256)。总体管理绩效(即AUC)也从0.708增加到0.762,并且对于医生报告对其独立管理决策缺乏信心的病变,从0.567增加到0.682。报告对管理评估有高度信心的医生从36.8%增加到53.4%。结论:pcp使用ESS设备输出可显著提高其诊断和管理敏感性及整体管理绩效。研究结果表明,ESS装置可以提高PCP皮肤癌的检出率和对其皮肤病变评估和管理的信心。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
4.80
自引率
2.80%
发文量
183
审稿时长
15 weeks
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