{"title":"<ArticleTitle xmlns:ns0=\"http://www.w3.org/1998/Math/MathML\">Sensitivity of Literature <ns0:math> <ns0:semantics> <ns0:mrow> <ns0:msub><ns0:mrow><ns0:mi>T</ns0:mi></ns0:mrow> <ns0:mrow><ns0:mn>1</ns0:mn></ns0:mrow> </ns0:msub> </ns0:mrow> <ns0:annotation>$$ {T}_1 $$</ns0:annotation></ns0:semantics> </ns0:math> Mapping Methods to the Underlying Magnetization Transfer Parameters.","authors":"Jakob Assländer","doi":"10.1002/nbm.70246","DOIUrl":null,"url":null,"abstract":"<p><p>Magnetization transfer (MT) has been identified as the principal source of <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> variability in the MRI literature. This study assesses the sensitivity of established <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> mapping techniques to variations in the underlying MT parameters. For each <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> -mapping method, the observed <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> was simulated as a function of the underlying MT parameters <math> <semantics> <mrow> <msubsup><mrow><mi>p</mi></mrow> <mrow><mi>i</mi></mrow> <mrow><mtext>MT</mtext></mrow> </msubsup> </mrow> <annotation>$$ {p}_i^{\\mathrm{MT}} $$</annotation></semantics> </math> , corresponding to different brain regions of interest (ROIs) at 3T. As measures of sensitivity, the derivatives <math> <semantics><mrow><mi>∂</mi> <msubsup><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> <mrow><mtext>observed</mtext></mrow> </msubsup> <mo>/</mo> <mi>∂</mi> <msubsup><mrow><mi>p</mi></mrow> <mrow><mi>i</mi></mrow> <mrow><mtext>MT</mtext></mrow> </msubsup> </mrow> <annotation>$$ \\partial {T}_1^{\\mathrm{observed}}/\\partial {p}_i^{\\mathrm{MT}} $$</annotation></semantics> </math> were computed and analyzed with a linear mixed-effects model as a function of <math> <semantics> <mrow> <msubsup><mrow><mi>p</mi></mrow> <mrow><mi>i</mi></mrow> <mrow><mtext>MT</mtext></mrow> </msubsup> </mrow> <annotation>$$ {p}_i^{\\mathrm{MT}} $$</annotation></semantics> </math> , ROI, pulse sequence type (e.g., inversion-recovery and variable-flip angle), and the individual sequences. The analyzed <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> -mapping sequences have a considerable sensitivity to changes in the semisolid spin pool size <math> <semantics> <mrow> <msubsup><mrow><mi>m</mi></mrow> <mrow><mn>0</mn></mrow> <mrow><mtext>s</mtext></mrow> </msubsup> <mo>,</mo> <mspace></mspace> <msubsup><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> <mrow><mtext>f</mtext></mrow> </msubsup> </mrow> <annotation>$$ {m}_0^{\\mathrm{s}},\\kern0.3em {T}_1^{\\mathrm{f}} $$</annotation></semantics> </math> of the free, <math> <semantics> <mrow> <msubsup><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> <mrow><mtext>s</mtext></mrow> </msubsup> </mrow> <annotation>$$ {T}_1^{\\mathrm{s}} $$</annotation></semantics> </math> of the semisolid spin pool, and the (inverse) exchange rate <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mtext>x</mtext></mrow> </msub> </mrow> <annotation>$$ {T}_{\\mathrm{x}} $$</annotation></semantics> </math> . All derivatives vary considerably with the underlying MT parameters and between pulse sequences. In general, the derivatives cannot be determined by the sequence type but rather depend on the implementation details of the sequence. One notable exception is that variable-flip-angle methods are, in general, more sensitive to the exchange rate than inversion-recovery methods. Variations in the observed <math> <semantics> <mrow> <msub><mrow><mi>T</mi></mrow> <mrow><mn>1</mn></mrow> </msub> </mrow> <annotation>$$ {T}_1 $$</annotation></semantics> </math> can be caused by several underlying MT parameters, and the sensitivity to each parameter depends on both the underlying MT parameters and the sequence.</p>","PeriodicalId":19309,"journal":{"name":"NMR in Biomedicine","volume":"39 4","pages":"e70246"},"PeriodicalIF":2.7000,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13037397/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"NMR in Biomedicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1002/nbm.70246","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"BIOPHYSICS","Score":null,"Total":0}
引用次数: 0
Abstract
Magnetization transfer (MT) has been identified as the principal source of variability in the MRI literature. This study assesses the sensitivity of established mapping techniques to variations in the underlying MT parameters. For each -mapping method, the observed was simulated as a function of the underlying MT parameters , corresponding to different brain regions of interest (ROIs) at 3T. As measures of sensitivity, the derivatives were computed and analyzed with a linear mixed-effects model as a function of , ROI, pulse sequence type (e.g., inversion-recovery and variable-flip angle), and the individual sequences. The analyzed -mapping sequences have a considerable sensitivity to changes in the semisolid spin pool size of the free, of the semisolid spin pool, and the (inverse) exchange rate . All derivatives vary considerably with the underlying MT parameters and between pulse sequences. In general, the derivatives cannot be determined by the sequence type but rather depend on the implementation details of the sequence. One notable exception is that variable-flip-angle methods are, in general, more sensitive to the exchange rate than inversion-recovery methods. Variations in the observed can be caused by several underlying MT parameters, and the sensitivity to each parameter depends on both the underlying MT parameters and the sequence.
期刊介绍:
NMR in Biomedicine is a journal devoted to the publication of original full-length papers, rapid communications and review articles describing the development of magnetic resonance spectroscopy or imaging methods or their use to investigate physiological, biochemical, biophysical or medical problems. Topics for submitted papers should be in one of the following general categories: (a) development of methods and instrumentation for MR of biological systems; (b) studies of normal or diseased organs, tissues or cells; (c) diagnosis or treatment of disease. Reports may cover work on patients or healthy human subjects, in vivo animal experiments, studies of isolated organs or cultured cells, analysis of tissue extracts, NMR theory, experimental techniques, or instrumentation.