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DERM-SUCCESS FDA关键研究:一项针对初级保健医生使用人工智能弹性散射光谱技术进行皮肤癌检测的多读者多病例评估。

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

作者信息

Ferris Laura K, Jaklitsch Erik, Seiverling Elizabeth V, Agresta Thomas, Cyr Peggy, Caines Laurie, Wang Na, Siegel Daniel M

机构信息

Department of Dermatology, University of North Carolina, Chapel Hill, USA.

University of Pittsburgh School of Medicine, PA, USA.

出版信息

J Prim Care Community Health. 2025 Jan-Dec;16:21501319251342106. doi: 10.1177/21501319251342106. Epub 2025 May 30.

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% ( = .0085) and referral sensitivity increased significantly from 82.0% to 91.4% ( = .0027) compared to visual assessment only. Device-aided diagnostic specificity decreased from 60.9% to 54.7% ( = .1896), and referral specificity decreased from 44.2% to 32.4% ( = .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.

摘要

背景

弹性散射光谱学(ESS)是一种光学组织采样技术,能够在无需进行手术活检的情况下在体内区分良性和恶性组织。一种采用了人工智能算法的ESS手持设备被开发出来,作为一种客观工具,以协助初级保健医生(PCP)对可疑皮肤癌病变进行管理。本研究的目的是评估和比较在使用和不使用ESS设备的情况下,PCP在检测皮肤癌方面的诊断和管理表现。

方法

在这项临床效用研究中,108名PCP评估了100例皮肤病变病例(50例借助设备输出结果,50例未借助设备)。对于每个病例,PCP最初在不借助设备输出结果的情况下,然后在借助设备输出结果的情况下,提供诊断、管理决策以及对该决策的信心水平。比较了在有设备输出结果之前和之后,他们评估的敏感性、特异性、AUC以及信心。

结果

与仅通过视觉评估相比,在设备输出结果辅助下的视觉评估中,诊断敏感性从71.1%显著提高到81.7%(P = 0.0085),转诊敏感性从82.0%显著提高到91.4%(P = 0.0027)。设备辅助诊断的特异性从60.9%降至54.7%(P = 0.1896),转诊特异性从44.2%降至32.4%(P = 0.0256)。总体管理表现(即AUC)也从0.708提高到0.762,对于医生在无辅助管理决策时信心较低的病变,AUC从0.567提高到0.682。对管理评估有高信心的医生比例从36.8%提高到53.4%。

结论

PCP使用ESS设备输出结果显著提高了他们的诊断和管理敏感性以及总体管理表现。研究结果表明,ESS设备可以改善PCP对皮肤癌的检测以及他们对皮肤病变评估和管理的信心。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f765/12126654/a361373d6fe3/10.1177_21501319251342106-fig1.jpg

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