{"title":"Quantification of albumin and γ-globulin concentrations by multivariate regression based on admittance relaxation time distribution (<i>mr</i>ARTD).","authors":"Arbariyanto Mahmud Wicaksono, Daisuke Kawashima, Ryoma Ogawa, Shinsuke Akita, Masahiro Takei","doi":"10.1088/2057-1976/adabec","DOIUrl":null,"url":null,"abstract":"<p><p>Albumin and<i>γ</i>-globulin concentrations in subcutaneous adipose tissues (SAT) have been quantified by multivariate regression based on admittance relaxation time distribution (<i>mr</i>ARTD) under the fluctuated background of sodium electrolyte concentration. The<i>mr</i>ARTD formulates<b>P</b>=<b>Ac</b>+<b>Ξ</b>(<b>P</b>: peak matrix of distribution function magnitudeγˆand relaxation timesτˆ,<b>c</b>: concentration matrix of albumin<i>c</i><sub>Alb</sub>,<i>γ</i>-globulin<sub>Glo</sub><i>c</i>, and sodium electrolyte<sup>Na</sup><i>c</i>,<b>A</b>: coefficient matrix of a multivariate regression model, and<b>Ξ</b>: error matrix). The<i>mr</i>ARTD is implemented by two processes which are: (1) the training process of<b>A</b>through the maximum likelihood estimation of<b>P</b>and (2) the quantification process of<i>c</i><sub>Alb</sub>,<sub>Glo</sub><i>c</i>, and<sup>Na</sup><i>c</i>through the model prediction. In the training process, a positive correlation is present between<i>c</i><sub>Alb</sub>,<sub>Glo</sub><i>c</i>, and<sup>Na</sup><i>c</i>toγˆ<sub>1</sub>atτˆ<sub>1</sub>= 0.1 as well asγˆ<sub>2</sub>atτˆ<sub>2</sub>= 1.40 μs as under a fixed concentration of proteins solution into a porcine SAT (<i>c</i><sub>Alb</sub>= 0.800-2.400 g/dL,<sub>Glo</sub><i>c</i>= 0.400-1.200 g dl<sup>-1</sup>and<sup>Na</sup><i>c</i>= 0.700-0.750 g dl<sup>-1</sup>). The<i>mr</i>ARTD method quantifies<i>c</i><sub>Alb</sub>,<sub>Glo</sub><i>c</i>, and<sup>Na</sup><i>c</i>in SAT with an absolute error of 33.79%, 44.60%, and 2.18%, respectively.</p>","PeriodicalId":8896,"journal":{"name":"Biomedical Physics & Engineering Express","volume":" ","pages":""},"PeriodicalIF":1.3000,"publicationDate":"2025-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Biomedical Physics & Engineering Express","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1088/2057-1976/adabec","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING","Score":null,"Total":0}
引用次数: 0
Abstract
Albumin andγ-globulin concentrations in subcutaneous adipose tissues (SAT) have been quantified by multivariate regression based on admittance relaxation time distribution (mrARTD) under the fluctuated background of sodium electrolyte concentration. ThemrARTD formulatesP=Ac+Ξ(P: peak matrix of distribution function magnitudeγˆand relaxation timesτˆ,c: concentration matrix of albumincAlb,γ-globulinGloc, and sodium electrolyteNac,A: coefficient matrix of a multivariate regression model, andΞ: error matrix). ThemrARTD is implemented by two processes which are: (1) the training process ofAthrough the maximum likelihood estimation ofPand (2) the quantification process ofcAlb,Gloc, andNacthrough the model prediction. In the training process, a positive correlation is present betweencAlb,Gloc, andNactoγˆ1atτˆ1= 0.1 as well asγˆ2atτˆ2= 1.40 μs as under a fixed concentration of proteins solution into a porcine SAT (cAlb= 0.800-2.400 g/dL,Gloc= 0.400-1.200 g dl-1andNac= 0.700-0.750 g dl-1). ThemrARTD method quantifiescAlb,Gloc, andNacin SAT with an absolute error of 33.79%, 44.60%, and 2.18%, respectively.
期刊介绍:
BPEX is an inclusive, international, multidisciplinary journal devoted to publishing new research on any application of physics and/or engineering in medicine and/or biology. Characterized by a broad geographical coverage and a fast-track peer-review process, relevant topics include all aspects of biophysics, medical physics and biomedical engineering. Papers that are almost entirely clinical or biological in their focus are not suitable. The journal has an emphasis on publishing interdisciplinary work and bringing research fields together, encompassing experimental, theoretical and computational work.