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Global Translational Medicine                                           Deep learning by NMR-biochemical



            hypomyelination  and  congenital  cataract  (high  glucose   other diseases affecting the brain. MRS also examines
            peak, low valine, lysine, and tyrosine peaks), Krabbe disease   the metabolism of other human organs. The role of MRS
            (globoid cell leukodystrophy) (low NAA peak), X-linked   in medical diagnosis and therapeutic planning is not yet
            adrenoleukodystrophy (X-ALD) and cerebral X-linked   established  for  clinical  trials  or  clinical  practice.  Now,
            adrenoleukodystrophy (cALD) (low NAA/Cr and Glx/Cr,   advanced techniques of high-resolution MRI and MRSI
            high MI/Cr and Cho/Cr ratio), mitochondrial disorders   favor routine clinical practice with the following evidence
            (Kearns‑Sayre syndrome, Leigh’s syndrome, mitochondrial   in  the  literature.  Still,  MRI  with  MRSI  use  remains
            encephalomyopathy, lactic acidosis, and stroke-like   inconclusive as per new guidelines.
            episodes [MELAS]) (low Cr peak), Alexander disease   i.   At Massachusetts, Tuft’s Agency on Healthcare
            (ALX, AxD, and demyelinogenic leukodystrophy) (elevated   Research and Quality (AHRQ) indicated concern
            Glx/tCr  ratios),  megalencephalic  leukoencephalopathy   about diagnostic thinking and therapeutic decision-
            with subcortical cysts (low NAA, low Cr peaks), wasted   making in light of the paucity of high-quality evidence.
            white matter disease (leukoencephalopathy childhood   Still, MRS spectra interpretation is not standardized.
            ataxia with central hypomyelination [CACH]/vanishing   MRS technical feasibility, study plan flaws of
            white matter [VWM] syndrome) (low NAA peak), and      inadequate sample size, retrospective design, and
            neuroborreliosis (low NAA peak, high mI/Cr, Lipid/Cr and   other limitations bias the results and decision-making.
            Cho/Cr ratios, and normal NAA/Cr and Lac/Cr ratios).  A review of MRS of brain tumors by Blue Cross Blue
              While MRI findings are inconclusive in deciding the   Shield Association Technology Evaluation Center
            change in treatment, MRS becomes mandatory in disease   (2003) indicated that weak evidence is insufficient to
                                                                                                           [67]
            monitoring and evaluation by MRS-based spectromics    draw conclusions on MRSI use on health outcomes .
            in the following diseases: (i) cancers of breast, prostate,   Centers for Medicare and Medicaid Services (CMS)
            colon, esophagus, liver, brain, and bone tissues; (ii) coma   has concluded that there is insufficient support to
            and  cerebrovascular  diseases/injuries  and  disorders;   deem MRS reasonable and necessary for diagnosing
            (iii)  cognitive  disorders,  movement  disorders,  and   brain lesions. As a result, CMS maintained its decision
            dementia (frontotemporal dementia, vascular dementia,   of the non-coverage of MRS-based diagnosis of brain
                                                                                         [67]
            Alzheimer’s disease with Lewy bodies, motor neuron    lesions on the national scale .
            disease, Huntington’s disease (HD), motor neuron disease,   ii.  Patients with neuroborreliosis disease showed non-
            and   Parkinson’s   disease/Parkinsonian   syndromes);   specific MRS changes in assessing central nervous
                                                                                        1
            (iv) psychiatric disorders (autism disorder, attention-deficit/  system tissue damage. In  H-MRS, a point-resolved
            hyperactivity disorder, bipolar disorder, schizophrenia,   spectroscopic sequence (PRESS) was used by placing
                                                                         3
            emotional dysregulation, depression, and obsessive-   an 8 cm  voxel box on the NAWM region of the frontal
                                                                      [68]
            compulsive  disorder);  (v)  MS;  (vi)  dermatomyositis;   lobe .
                                                                      1
            (vii) hepatic steatosis in liver donor survivors; (viii) central   iii.  The  H-MRS was described for epilepsy surgery as
            nervous  system  with  autoimmune  rheumatic  diseases;   a research tool with a correlation of ipsilateral MRS
            (ix)  esophagus  squamous  cell  carcinoma;  (x)  mesial   abnormality as a good outcome. However, prospective
            temporal  sclerosis;  (xi)  primary  central  nervous  system   studies on both localized and non-localized ictal
            (CNS) lymphoma lesions; (xii) epilepsy juvenile myoclonic   scalp electroencephalopathy in MRI-negative patients
                                                                                           1
            epilepsy, mesial lobe epilepsy, and temporal lobe     need validation. Furthermore,  H-MRS is an adjunct
            epilepsy;  (xiii)  hepatic  encephalopathy;  (xiv)  migraine   to MRI characterization of brain tumors to convince
                                                                             [69]
            pathophysiology;  (xv)  head  trauma;  (xvi)  low  back   policymakers .
            pain;  (xvii)  hepatic  carcinoma;  (xviii)  liver  cirrhosis;   iv.  Male  fragile  X  syndrome  (FRAX)  patients  are  at
            (xix) Lyme neuroborreliosis; (xx) mucopolysaccharidosis;   risk of significant cognitive and behavioral deficits,
            (xxi)  radiation  encephalopathy;  (xxii)  polymyositis;   specifically those that impact executive prefrontal
            (xxiii) sport injuries; (xxiv) substance abuse disorders; and   systems. The cholinergic system damage secondary
            (xxv) brain trauma injury.                            to FRAX mental retardation shows protein deficiency
                                                                  and contributes to cognitive behavior impairments.
              All these diseases need evidence of MRS metabolite   The  H-MRS showed a low choline/Cr ratio in the right
                                                                      1
            specificity and accuracy, as reported in recent years and   dorsolateral prefrontal cortex in male FRAX versus
            summarized below.                                     controls, with a negative correlation to intelligence
              Now, MRS is an established as non-invasive analytical   and age in the left cortex. The donepezil improved
            technique to study metabolite changes in depression,   cognitive-behavioral function . The author believes
                                                                                          [70]
            Alzheimer’s disease, stroke, seizures, brain  tumors,  and   that biochemical-MRI neuroimaging approach has

            Volume 2 Issue 3 (2023)                         14                        https://doi.org/10.36922/gtm.337
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