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Independent Component Analysis of Intracellular Calcium Spike Data

 Klaus Prank, Julia Borger, Alexander von zur Muhlen, Georg Brabant and Christof Schofl
  
 

Abstract:
Calcium (Ca) is an ubiquitous intracellular messenger which regulates cellular processes, such as secretion, contraction, and cell proliferation. A number of different cell types respond to hormonal stimuli with periodic oscillations of the intracelluar free calcium concentration ([). These signals are often organized in complex temporal and spatial patterns even under conditions of sustained stimulation. Here we study the spatio-temporal aspects of intracelluar calcium () oscillations in clonal -cells (hamster insulin secreting cells, HIT) under pharmacological stimulation (Schofl et al., 1994). We use a novel fast fixed-point algorithm (Hyvarinen and Oja, 1997) for Independent Component Analysis (ICA) to blind source separation of the spatio-temporal dynamics of in a HIT-cell. Using this approach we find two significant independent components out of five differently mixed input signals: one signal with a mean oscillatory period of 68 s and a high frequency signal with a broadband power spectrum with considerable spectral density. This result is in good agreement with a study on high-frequency oscillations (Palus et al., 1998). Further theoretical and experimental studies have to be performed to resolve the question on the functional impact of intracellular signaling of these independent signals.

 
 


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