TANH Spline Interpolation for Analytical Modelling of BK Ion Channels in Smooth Muscle

Suranjana Gupta, R. Manchanda
{"title":"TANH Spline Interpolation for Analytical Modelling of BK Ion Channels in Smooth Muscle","authors":"Suranjana Gupta, R. Manchanda","doi":"10.1109/AMS.2014.25","DOIUrl":null,"url":null,"abstract":"Ion channels are molecular entities that are responsible for electrical signal generation in nerve, muscle and other cells. The paper discusses the use of tangent hyperbolic functions (TANH) in the modelling of the Big Conductance Potassium (BK) ion channel, especially for the smooth muscle of the urinary bladder. Ion channels are often modelled using the Hodgkin-Huxley formalism, in which equations governing the dependencies of various state parameters on cellular variables are derived from experimental data. When there is sufficient experimental data, formulating equations that replicate the trend becomes relatively easy. However, where the data for these dependencies is sparse, usual approaches fail. Here, we describe a TANH spline interpolation technique as an efficient means of fitting sparse data. TANH is used to \"braid\" functions in two adjacent regions and is done, unlike with splines, in a way such that a single function operates over the whole region. The resultant function is whole range, continuous and differentiable to any arbitrary order. We have demonstrated the application of this technique in modelling the parameter \"slope factor\" for the BK channel of mammalian smooth muscle. We show that, by the use of this technique, BK channel current outputs thus generated, faithfully replicate physiologically recorded BK currents from the detrusor smooth muscles of guinea-pig bladder. We propose this method as one of the general application in modelling ion channels constrained by sparse experimental data.","PeriodicalId":198621,"journal":{"name":"2014 8th Asia Modelling Symposium","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2014-09-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 8th Asia Modelling Symposium","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AMS.2014.25","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 2

Abstract

Ion channels are molecular entities that are responsible for electrical signal generation in nerve, muscle and other cells. The paper discusses the use of tangent hyperbolic functions (TANH) in the modelling of the Big Conductance Potassium (BK) ion channel, especially for the smooth muscle of the urinary bladder. Ion channels are often modelled using the Hodgkin-Huxley formalism, in which equations governing the dependencies of various state parameters on cellular variables are derived from experimental data. When there is sufficient experimental data, formulating equations that replicate the trend becomes relatively easy. However, where the data for these dependencies is sparse, usual approaches fail. Here, we describe a TANH spline interpolation technique as an efficient means of fitting sparse data. TANH is used to "braid" functions in two adjacent regions and is done, unlike with splines, in a way such that a single function operates over the whole region. The resultant function is whole range, continuous and differentiable to any arbitrary order. We have demonstrated the application of this technique in modelling the parameter "slope factor" for the BK channel of mammalian smooth muscle. We show that, by the use of this technique, BK channel current outputs thus generated, faithfully replicate physiologically recorded BK currents from the detrusor smooth muscles of guinea-pig bladder. We propose this method as one of the general application in modelling ion channels constrained by sparse experimental data.
平滑肌中BK离子通道的TANH样条插值解析建模
离子通道是神经、肌肉和其他细胞中负责电信号产生的分子实体。本文讨论了正切双曲函数(TANH)在大电导钾离子通道(BK)建模中的应用,特别是对膀胱平滑肌的模拟。离子通道通常使用霍奇金-赫胥黎形式建模,其中控制各种状态参数对细胞变量的依赖关系的方程来自实验数据。当有足够的实验数据时,形成复制趋势的方程就相对容易了。但是,如果这些依赖项的数据是稀疏的,通常的方法就会失败。在这里,我们描述了TANH样条插值技术作为拟合稀疏数据的有效手段。TANH用于在两个相邻区域“编织”函数,与样条不同的是,它以一种单一函数在整个区域上运行的方式完成。所得到的函数是全范围的、连续的、对任意阶可微的。我们已经演示了该技术在模拟哺乳动物平滑肌BK通道参数“斜率因子”中的应用。我们表明,通过使用这种技术,由此产生的BK通道电流输出忠实地复制了豚鼠膀胱逼尿肌平滑肌生理记录的BK电流。我们提出这种方法作为一种普遍应用于模拟受稀疏实验数据约束的离子通道。
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
自引率
0.00%
发文量
0
×
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