Time-frequency analysis of serum with proton nuclear magnetic resonance for diagnosis of pancreatic cancer

被引:4
|
作者
Sato, Asahi [1 ,2 ]
Masui, Toshihiko [1 ]
Yogo, Akitada [1 ]
Ito, Takashi [1 ]
Hirakawa, Keiko [3 ,4 ]
Kanawaku, Yoshimasa [3 ,4 ]
Koike, Kaoru [5 ]
Uemoto, Shinji [1 ]
机构
[1] Kyoto Univ, Div Hepatobiliary Pancreat Surg & Transplantat, Dept Surg, Postgrad Sch Med,Sakyo Ku, 54 Shogoin Kawaharacho, Kyoto, Japan
[2] Shiga Gen Hosp, Dept Surg, Moriyama, Shiga, Japan
[3] Nippon Med Sch, Res Lab Magnet Resonance, Tokyo, Japan
[4] Nippon Med Sch, Dept Legal Med, Tokyo, Japan
[5] Kyoto Univ, Postgrad Sch Med, Dept Primary Care & Emergency Med, Kyoto, Japan
基金
日本学术振兴会;
关键词
MODAL IDENTIFICATION; FOURIER-TRANSFORM; CA19-9; LEVELS; CEA; EPIDEMIOLOGY; VALIDATION; BIOMARKERS; CARCINOMA; SURVIVAL; OUTPUT;
D O I
10.1038/s41598-020-79087-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Although serum markers such as carcinoembryonic antigen (CEA) and carbohydrate antigen (CA19-9) have been widely used in screening for pancreatic cancer (PC), their sensitivity and specificity are unsatisfactory. Recently, a novel tool of analyzing serum using the short-time Fourier transform (STFT) of free induction decays (FIDs) obtained by H-1-NMR has been introduced. We for the first time evaluated the utility of this technology as a diagnostic tool for PC. Serum was obtained from PC patients before starting any treatments. Samples taken from individuals with benign diseases or donors for liver transplantation were obtained as controls. Serum samples from both groups underwent H-1-NMR and STFT of FIDs. STFT data were analyzed by partial least squares discriminant analysis (PLS-DA) to clarify whether differences were apparent between groups. As a result, PLS-DA score plots indicated that STFT of FIDs enabled effective classification of groups with and without PC. Additionally, in a subgroup of PC, long-term survivors (>= 2 years) could be discriminated from short-term survivors (<2 years), regardless of pathologic stage or CEA or CA19-9 levels. In conclusion, STFT of FIDs obtained from H-1-NMR have a potential to be a diagnostic and prognostic tool of PC.
引用
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页数:6
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