Exploratory Study on Screening Chronic Renal Failure Based on Fourier Transform Infrared Spectroscopy and a Support Vector Machine Algorithm
المؤلفون المشاركون
Tang, Jun
Gao, Rui
Yuan, Yushuai
Lv, Xiaoyi
Yan, Ziwei
Li, Min
Yang, Li
Chen, Cheng
المصدر
العدد
المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-7، 7ص.
الناشر
Hindawi Publishing Corporation
تاريخ النشر
2020-09-09
دولة النشر
مصر
عدد الصفحات
7
التخصصات الرئيسية
الملخص EN
Chronic renal failure (CRF) is a clinically serious kidney disease.
If the patient is not treated in a timely manner, CRF will develop into uremia.
However, current diagnostic methods, such as routine blood examinations and medical imaging, have low sensitivity.
Therefore, it is important to explore new and effective diagnostic methods for CRF, such as serum spectroscopy.
This study proposes a cost-effective and reliable method for detecting CRF based on Fourier transform infrared (FT-IR) spectroscopy and a support vector machine (SVM) algorithm.
We measured and analyzed the FT-IR spectra of serum from 44 patients with CRF and 54 individuals with normal renal function.
The partial least squares (PLS) algorithm was applied to reduce the dimensionality of the high-dimensional spectral data.
The samples were input into the SVM after division by the Kennard–Stone (KS) algorithm.
Compared with other models, the SVM optimized by a grid search (GS) algorithm performed the best.
The sensitivity of our diagnostic model was 93.75%, the specificity was 100%, and the accuracy was 96.97%.
The results demonstrate that FT-IR spectroscopy combined with a pattern recognition algorithm has great potential in screening patients with CRF.
نمط استشهاد جمعية علماء النفس الأمريكية (APA)
Yuan, Yushuai& Yang, Li& Gao, Rui& Chen, Cheng& Li, Min& Tang, Jun…[et al.]. 2020. Exploratory Study on Screening Chronic Renal Failure Based on Fourier Transform Infrared Spectroscopy and a Support Vector Machine Algorithm. Journal of Spectroscopy،Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1190823
نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)
Yuan, Yushuai…[et al.]. Exploratory Study on Screening Chronic Renal Failure Based on Fourier Transform Infrared Spectroscopy and a Support Vector Machine Algorithm. Journal of Spectroscopy No. 2020 (2020), pp.1-7.
https://search.emarefa.net/detail/BIM-1190823
نمط استشهاد الجمعية الطبية الأمريكية (AMA)
Yuan, Yushuai& Yang, Li& Gao, Rui& Chen, Cheng& Li, Min& Tang, Jun…[et al.]. Exploratory Study on Screening Chronic Renal Failure Based on Fourier Transform Infrared Spectroscopy and a Support Vector Machine Algorithm. Journal of Spectroscopy. 2020. Vol. 2020, no. 2020, pp.1-7.
https://search.emarefa.net/detail/BIM-1190823
نوع البيانات
مقالات
لغة النص
الإنجليزية
الملاحظات
Includes bibliographical references
رقم السجل
BIM-1190823
قاعدة معامل التأثير والاستشهادات المرجعية العربي "ارسيف Arcif"
أضخم قاعدة بيانات عربية للاستشهادات المرجعية للمجلات العلمية المحكمة الصادرة في العالم العربي
تقوم هذه الخدمة بالتحقق من التشابه أو الانتحال في الأبحاث والمقالات العلمية والأطروحات الجامعية والكتب والأبحاث باللغة العربية، وتحديد درجة التشابه أو أصالة الأعمال البحثية وحماية ملكيتها الفكرية. تعرف اكثر