BACKGROUNDTo address the shortcomings of digital rectal examinations (DRE), serum prostate-specific antigen (PSA), and trans-rectal ultrasound (TRUS) for precise determination of prostate cancer (PC) and differentiation from benign prostatic hyperplasia (BPH), we applied H-1-nuclear magnetic resonance (NMR) spectroscopy as a surrogate tactic for probing and prediction of PC and BPH. METHODSThe study comprises 210 filtered sera from suspected PC, BPH, and a healthy subjects' cohort (HC). The filtered serum approach delineates to identify and quantify 52 metabolites using H-1 NMR spectroscopy. All subjects had undergone clinical evaluations (DRE, PSA, and TRUS) followed by biopsy for Gleason score, if needed. NMR-measured metabolites and clinical evaluation data were examined separately using linear multivariate discriminant function analysis (DFA) to probe the signature descriptors for each cohort. RESULTSDFA indicated that glycine, sarcosine, alanine, creatine, xanthine, and hypoxanthine were able to determine abnormal prostate (BPH+PC). DFA-based classification presented high precision (86.2% by NMR and 68.1% by clinical laboratory method) in discriminating HC from BPH+PC. DFA reveals that alanine, sarcosine, creatinine, glycine, and citrate were able to discriminate PC from BPH. DFA-based categorization exhibited high accuracy (88.3% by NMR and 75.2% by clinical laboratory method) to differentiate PC from BPH. (CONCLUSIONSH)-H-1 NMR-based metabolic profiling of filtered-serum sample appears to be assuring, swift, and least-invasive for probing and prediction of PC and BPH with its signature metabolic profile. This novel technique is not only on a par with histopathological evaluation of PC determination but is also comparable to liquid chromatography-based mass spectrometry to identify the metabolites. Prostate 76:1106-1119, 2016. (c) 2016 Wiley Periodicals, Inc.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Albers, Mark J.
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Bok, Robert
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Bok, Robert
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Chen, Albert P.
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Chen, Albert P.
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Cunningham, Charles H.
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Sunny Brook Hlth Sci Ctr, Toronto, ON, CanadaUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Cunningham, Charles H.
;
Zierhut, Matt L.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Zierhut, Matt L.
;
Zhang, Vickie Yi
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Zhang, Vickie Yi
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Kohler, Susan J.
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Union Coll, Schenectady, NY 12308 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Kohler, Susan J.
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Tropp, James
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Tropp, James
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Hurd, Ralph E.
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Hurd, Ralph E.
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Yen, Yi-Fen
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Yen, Yi-Fen
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Nelson, Sarah J.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Nelson, Sarah J.
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Vigneron, Daniel B.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Vigneron, Daniel B.
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Kurhanewicz, John
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
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机构:
King Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Bansal, Navneeta
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Gupta, Ashish
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Ctr Biomed Res, Dept Metabol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Gupta, Ashish
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Mitash, Nilay
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Sanjay Gandhi Post Grad Inst Med Sci, Dept Urol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mitash, Nilay
;
Shakya, Prashant Singh
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Ctr Biomed Res, Dept Metabol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Shakya, Prashant Singh
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Mandhani, Anil
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Sanjay Gandhi Post Grad Inst Med Sci, Dept Urol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mandhani, Anil
;
Mahdi, Abbas Ali
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King Georges Med Univ, Dept Biochem, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mahdi, Abbas Ali
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Sankhwar, Satya Narain
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King Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Sankhwar, Satya Narain
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Mandal, Sudhir Kumar
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Ctr Biomed Res, Dept Biostat, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Albers, Mark J.
;
Bok, Robert
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Bok, Robert
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Chen, Albert P.
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Chen, Albert P.
;
Cunningham, Charles H.
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机构:
Sunny Brook Hlth Sci Ctr, Toronto, ON, CanadaUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Cunningham, Charles H.
;
Zierhut, Matt L.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Zierhut, Matt L.
;
Zhang, Vickie Yi
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Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Zhang, Vickie Yi
;
Kohler, Susan J.
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机构:
Union Coll, Schenectady, NY 12308 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Kohler, Susan J.
;
Tropp, James
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h-index: 0
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Tropp, James
;
Hurd, Ralph E.
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Hurd, Ralph E.
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Yen, Yi-Fen
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GE Healthcare, Menlo Pk, CA USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Yen, Yi-Fen
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Nelson, Sarah J.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Nelson, Sarah J.
;
Vigneron, Daniel B.
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Vigneron, Daniel B.
;
Kurhanewicz, John
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Univ Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
Univ Calif Berkeley, San Francisco, CA USA
Univ Calif San Francisco, Dept Radiol & Biomed Imaging, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Bioengn, San Francisco, CA 94158 USA
机构:
King Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Bansal, Navneeta
;
Gupta, Ashish
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机构:
Ctr Biomed Res, Dept Metabol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Gupta, Ashish
;
Mitash, Nilay
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h-index: 0
机构:
Sanjay Gandhi Post Grad Inst Med Sci, Dept Urol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mitash, Nilay
;
Shakya, Prashant Singh
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机构:
Ctr Biomed Res, Dept Metabol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Shakya, Prashant Singh
;
Mandhani, Anil
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机构:
Sanjay Gandhi Post Grad Inst Med Sci, Dept Urol, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mandhani, Anil
;
Mahdi, Abbas Ali
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h-index: 0
机构:
King Georges Med Univ, Dept Biochem, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Mahdi, Abbas Ali
;
Sankhwar, Satya Narain
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King Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India
Sankhwar, Satya Narain
;
Mandal, Sudhir Kumar
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Ctr Biomed Res, Dept Biostat, Lucknow 226014, Uttar Pradesh, IndiaKing Georges Med Univ, Dept Urol, Lucknow 226003, Uttar Pradesh, India