Models of electrical activity: calibration and prediction testing on the same cell.

Abstract:

:Mathematical models are increasingly important in biology, and testability is becoming a critical issue. One limitation is that one model simulation tests a parameter set representing one instance of the biological counterpart, whereas biological systems are heterogeneous in their properties and behavior, and a model often is fitted to represent an ideal average. This is also true for models of a cell's electrical activity; even within a narrowly defined population there can be considerable variation in electrophysiological phenotype. Here, we describe a computational experimental approach for parameterizing a model of the electrical activity of a cell in real time. We combine the inexpensive parallel computational power of a programmable graphics processing unit with the flexibility of the dynamic clamp method. The approach involves 1), recording a cell's electrical activity, 2), parameterizing a model to the recording, 3), generating predictions, and 4), testing the predictions on the same cell used for the calibration. We demonstrate the experimental feasibility of our approach using a cell line (GH4C1). These cells are electrically active, and they display tonic spiking or bursting. We use our approach to predict parameter changes that can convert one pattern to the other.

journal_name

Biophys J

journal_title

Biophysical journal

authors

Tomaiuolo M,Bertram R,Leng G,Tabak J

doi

10.1016/j.bpj.2012.09.034

subject

Has Abstract

pub_date

2012-11-07 00:00:00

pages

2021-32

issue

9

eissn

0006-3495

issn

1542-0086

pii

S0006-3495(12)01075-2

journal_volume

103

pub_type

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