Development of a Noninvasive Device to Predict Postoperative Ileus Using Acoustic Biomarkers

IF 0.8 4区 医学 Q4 ENGINEERING, BIOMEDICAL
J. Hrabe, I. Gribovskaja-Rupp, K. Guyton, Muneera R. Kapadia, J. Cromwell
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引用次数: 0

Abstract

Purpose: For patients undergoing gastrointestinal surgery, postoperative ileus (POI) is difficult to predict and occurs at rates up to 30%. We hypothesized that discrete gastrointestinal acoustic biomarkers correlating to POI development may present in early postoperative hours. To test this hypothesis, we conducted a two-phase investigation to record and analyze intestinal sounds, then prospectively test the feasibility of predicting POI using a noninvasive device trained with an algorithm developed from Phase 1 results. Methods: In Phase 1, a library of intestinal sounds from normal volunteer subjects and patients undergoing intestinal resection were recorded. An acoustic biomarker most correlated with POI was identified and used to develop a predictive algorithm. In Phase 2, an autonomous, wearable device possessing listening and signal processing capability was developed and prospectively tested for prediction of POI in patients undergoing bowel resection. Results: In Phase 1, 30 patients undergoing resection were studied, 9 of whom developed POI, from which an acoustic biomarker was identified and analyzed. In Phase 2, prospective prediction of POI in 75 enrolled subjects undergoing bowel resection was assessed. POI was correctly predicted in 12 of 14 subjects who developed POI; prediction that POI would not occur was correct in 39 of 51 subjects. Sensitivity and specificity were 85.7% and 63.9%, respectively. Negative predictive value and accuracy were 95.1%, and 68%, respectively. Conclusions: Our study demonstrates feasibility of POI prediction based on gastrointestinal sounds using a noninvasive device. This device may help risk stratify patients likely to develop POI.
利用声学生物标记物预测术后Ileus的无创装置的研制
目的:对于接受胃肠手术的患者,术后肠梗阻(POI)难以预测,发生率高达30%。我们假设与POI发展相关的离散胃肠道声学生物标志物可能在术后早期出现。为了验证这一假设,我们进行了两阶段的调查,记录和分析肠道声音,然后前瞻性地测试了使用无创设备预测POI的可行性,该设备使用了根据第一阶段结果开发的算法进行训练。方法:在第一阶段,记录正常志愿者和肠切除术患者的肠道声音库。与POI最相关的声学生物标志物被确定并用于开发预测算法。在第二阶段,开发了一种具有听力和信号处理能力的自主可穿戴设备,并对其进行了前瞻性测试,用于预测肠切除术患者的POI。结果:在一期研究中,30例接受手术切除的患者,其中9例发展为POI,从中鉴定并分析了声学生物标志物。在第二阶段,对75名接受肠切除术的受试者进行POI的前瞻性预测。在14名出现POI的受试者中,有12人正确预测了POI;51名受试者中有39人预测POI不会发生。敏感性为85.7%,特异性为63.9%。阴性预测值为95.1%,准确率为68%。结论:我们的研究证明了使用无创设备基于胃肠道声音预测POI的可行性。该装置可以帮助对可能发生POI的患者进行风险分层。
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来源期刊
CiteScore
1.80
自引率
11.10%
发文量
56
审稿时长
6-12 weeks
期刊介绍: The Journal of Medical Devices presents papers on medical devices that improve diagnostic, interventional and therapeutic treatments focusing on applied research and the development of new medical devices or instrumentation. It provides special coverage of novel devices that allow new surgical strategies, new methods of drug delivery, or possible reductions in the complexity, cost, or adverse results of health care. The Design Innovation category features papers focusing on novel devices, including papers with limited clinical or engineering results. The Medical Device News section provides coverage of advances, trends, and events.
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