Comprehensive analysis of anatomical sites for transcutaneous bilirubin measurements in neonates using Monte Carlo multi-layered simulations

IF 2.3 4区 医学 Q3 ENGINEERING, BIOMEDICAL
Umme Abiha , Harsh Saxena , Dip Sankar Banerjee , Saptarshi Mandal
{"title":"Comprehensive analysis of anatomical sites for transcutaneous bilirubin measurements in neonates using Monte Carlo multi-layered simulations","authors":"Umme Abiha ,&nbsp;Harsh Saxena ,&nbsp;Dip Sankar Banerjee ,&nbsp;Saptarshi Mandal","doi":"10.1016/j.medengphy.2025.104417","DOIUrl":null,"url":null,"abstract":"<div><div>The study utilises the Monte Carlo Multi-Layered (MCML) simulation framework to investigate the anatomical-site-specific variation in transcutaneous bilirubin (TcB) measurements in neonates. Neonatal skin was modelled as a three-layered turbid medium, and simulations were conducted to evaluate the spectral reflectance response to varying concentrations of bilirubin, melanin, and blood across four anatomical sites: forehead, abdomen, palm, and sole. The findings reveal that spectral changes are most pronounced in chromophore-dependent spectral bands, particularly between 420–520 nm for bilirubin and 500–600 nm for haemoglobin. An inverse algorithm was proposed to calculate bilirubin concentration from light reflection and validated using both simulation-generated spectra and physical skin phantoms. Results demonstrate that the forehead consistently yields the lowest relative error in bilirubin estimation, while the abdomen exhibits significant inaccuracies. The study highlights the utility of MCML in informing algorithm development and guiding sensor placement for non-invasive neonatal monitoring. These insights provide a foundational framework for the design of clinically deployable, multi-parametric TcB devices and emphasise the need for anatomical site optimisation, algorithmic calibration, and eventual clinical validation.</div></div>","PeriodicalId":49836,"journal":{"name":"Medical Engineering & Physics","volume":"145 ","pages":"Article 104417"},"PeriodicalIF":2.3000,"publicationDate":"2025-08-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Medical Engineering & Physics","FirstCategoryId":"5","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S1350453325001365","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"ENGINEERING, BIOMEDICAL","Score":null,"Total":0}
引用次数: 0

Abstract

The study utilises the Monte Carlo Multi-Layered (MCML) simulation framework to investigate the anatomical-site-specific variation in transcutaneous bilirubin (TcB) measurements in neonates. Neonatal skin was modelled as a three-layered turbid medium, and simulations were conducted to evaluate the spectral reflectance response to varying concentrations of bilirubin, melanin, and blood across four anatomical sites: forehead, abdomen, palm, and sole. The findings reveal that spectral changes are most pronounced in chromophore-dependent spectral bands, particularly between 420–520 nm for bilirubin and 500–600 nm for haemoglobin. An inverse algorithm was proposed to calculate bilirubin concentration from light reflection and validated using both simulation-generated spectra and physical skin phantoms. Results demonstrate that the forehead consistently yields the lowest relative error in bilirubin estimation, while the abdomen exhibits significant inaccuracies. The study highlights the utility of MCML in informing algorithm development and guiding sensor placement for non-invasive neonatal monitoring. These insights provide a foundational framework for the design of clinically deployable, multi-parametric TcB devices and emphasise the need for anatomical site optimisation, algorithmic calibration, and eventual clinical validation.
利用蒙特卡罗多层模拟对新生儿经皮胆红素测量的解剖部位进行综合分析
该研究利用蒙特卡罗多层(MCML)模拟框架来研究新生儿经皮胆红素(TcB)测量的解剖部位特异性变化。将新生儿皮肤建模为三层浑浊介质,并进行模拟,以评估四个解剖部位(前额、腹部、手掌和鞋底)对不同浓度胆红素、黑色素和血液的光谱反射响应。研究结果表明,光谱变化在发色团依赖的光谱带中最为明显,特别是在胆红素的420-520 nm和血红蛋白的500-600 nm之间。提出了一种从光反射计算胆红素浓度的逆算法,并使用模拟生成的光谱和物理皮肤幻影进行了验证。结果表明,在胆红素估计中,前额始终产生最低的相对误差,而腹部则表现出显著的不准确性。该研究强调了MCML在为非侵入性新生儿监测提供算法开发和指导传感器放置方面的效用。这些见解为设计临床可部署的多参数TcB设备提供了基础框架,并强调了解剖部位优化、算法校准和最终临床验证的必要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Medical Engineering & Physics
Medical Engineering & Physics 工程技术-工程:生物医学
CiteScore
4.30
自引率
4.50%
发文量
172
审稿时长
3.0 months
期刊介绍: Medical Engineering & Physics provides a forum for the publication of the latest developments in biomedical engineering, and reflects the essential multidisciplinary nature of the subject. The journal publishes in-depth critical reviews, scientific papers and technical notes. Our focus encompasses the application of the basic principles of physics and engineering to the development of medical devices and technology, with the ultimate aim of producing improvements in the quality of health care.Topics covered include biomechanics, biomaterials, mechanobiology, rehabilitation engineering, biomedical signal processing and medical device development. Medical Engineering & Physics aims to keep both engineers and clinicians abreast of the latest applications of technology to health care.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信