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Global Translational Medicine                                           Deep learning by NMR-biochemical



               suspected breast cancer due to limited peer-reviewed   xiii. The   19 F MRS used SR4554 (fluorinated
               clinical literature on cancer MRS use in theranosis.  2-nitroimidazole) as a hypoxia intra-tumoral marker in
                                                                                  1
                                                                                    19
              The diagnostic value of  H-MRS in cancer is based   the phase I trial. The  H/ F surface coils and localized
                                   1
            on the detection of elevated choline levels as a marker of   19 F MRS acquisition spectra showed different signals in
            active tumors. The  H-MRS with breast MRI improves the   post-SR4554 infusion (MRS no.1) after 16 h (MRS no. 2)
                           1
            specificity to distinguish  benign from  malignant lesions   and 20 h (MRS no. 3) in both unlocalized and localized
                                                                                                 [89]
            and monitors to predict the neoadjuvant chemotherapy   MRS indicating different grades of hypoxia .
            response to treat patients. Integrating MRI with  H-MRS   6. Clinical trial reports on MRSI in the years
                                                   1
            evaluation cuts down the need for multiple benign biopsies,   2010 – 2022
            and MRS may predict response within 24 h after the first
            dose of neoadjuvant chemotherapy given .           The present consensus on clinical MRS acceptance was
                                            [84]
              The non-invasive  in vivo  H-MRS differentiated the   focused on new guidelines and meta-analyses.  MRI
                                    1
            benign and malignant breast lesions as different increased   generates an image, while MRS generates a graph or peak
            levels of choline (Cho) compounds and increased Cho   “spectrum”  array  of  metabolite  types  to  quantify  them
            metabolism in breast pre-cancer cells showing infiltrating   in the brain or other organs. The present consensus on
            ductal carcinoma, infiltrating medullary, mucinous, and   MRS  metabolite  interpretation  is  in  favor  of  theranosis
            lobular adenoid cystic carcinoma as active lesions by   and treatment planning in neurological and other human
            1 H-MRS. However,  H-MRS showed no change or normal   diseases. Documented meta-analysis and review studies
                            1
            metabolites in benign breast lesions, including cysts,   in recent years (2010 – 2022) recommend the need for
                                                               investigative and reproducible  multicentric cost-effective
            galactoceles, ductal carcinoma, papilloma, fibroadenoma,   clinical trials on large patient numbers with diagnostic
            fibrocystic changes, tubular adenoma, and phyllodes   accuracy and validation before clinical practice. Still, MRS
            tumors . The author suggests stronger ultrahigh field   evaluation in primary brain tumors or metastases remains
                  [85]
            MR imagers with advanced coils will increase the  H-MRS   investigational/experimental due to the lack of peer-
                                                   1
            sensitivity. Ultrahigh field  H-MRS will detect the smallest   reviewed clinical literature on the effectiveness of MRS.
                                 1
            malignant lesions to characterize the malignant lesions into
            non-invasive or invasive disease progression monitoring.  The Food and Drug Administration (FDA) granted 510
                                                               (k) clearance to prescribe MRS to cancer patients. However,
              The clinical evidence is insufficient for MRS in the
            evaluation of leukoencephalopathy and childhood white   MRI and MRS use different postprocessing software to
                                                               acquire data, integrate, and manipulate the spectroscopic
            matter diseases because both disorders show similar MRI   image signal.
            signal intensity changes despite different pathologies.
            The  H-MRSI distinguished three conditions of white   6.1. Malignancy and tumors in human
                1
            matter rarefaction, hypomyelination, and demyelination.
            Neurochemicals from six white matter rarefaction and   6.1.1. The clinical evidence is inconclusive on the MRS
            intra-intervoxel (relative to gray matter) neurochemical   of prostate cancer
            ratios  showed significant pathophysiological differences   MRS offers prostate gland choline and citrate metabolic
            in high Cho/NAA, Cho/Cr, and low NAA/Cr ratios.    information as prognostic information that is useful for
            These measurements serve as accurate linear discriminant   treatment planning. Combined proton MRSI with T2wt
            parameters for classifying hypomyelinating conditions .   MRI to T2wt MRI improves tumor localization, volume
                                                        [86]
            Combined MRI/MRS explored risk profiles in prostate   estimation, tumor staging, tissue characterization, and
            cancer and can be a promising cost-effective screening test   identification of  recurrent  disease after  therapy.  The
            for low-risk patients .                            American College of Radiology Imaging Network showed
                            [87]
                                                                              1
              In a prospective, multicenter trial on patients   that the combined  H-MRSI and T2wt MR images do not
            undergoing radical prostatectomy and visualized with   improve tumor detection in patients with low-grade, low-
            endorectal 1.5 tesla MRI and MRS reported an accurate   volume diseases selected to undergo radical prostatectomy.
                                                                         1
            sextant localization of peripheral zone (PZ) in prostate   Thus positive  H-MRSI reflects only higher tumor grade and/
            cancer tissue matched with biopsy-confirmed prostate   or volume. In a retrospective trial, MRI and MRS predicted
            adenocarcinoma to schedule the removal of prostate or   the normal prostate or suggestive of progressive prostate
            radical prostatectomy . T1-weighted, T2wt, and 1.5 tesla   cancer malignancy risk of the Gleason score and subsequent
                             [88]
                                                                                                    [89]
            MRS with pelvic-phased array coil in combination with an   biopsy. MRSI did not predict cancer progression .
            endorectal coil improved the diagnostic accuracy of MRI-  A retrospective MRSI study with T2wt MRI images
            MRS over MRI alone.                                showed recurrent prostate cancer after androgen therapy

            Volume 2 Issue 3 (2023)                         16                        https://doi.org/10.36922/gtm.337
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