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JMIR Mental Health

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Currently submitted to: JMIR Mental Health

Date Submitted: Sep 23, 2017
Open Peer Review Period: Sep 24, 2017 - Nov 19, 2017 (Under Review)

NOTE: This is an unreviewed Preprint

Peer-Review Me

Lamotrigine therapy for bipolar depression: Analysis of self-reported patient data

  • Antoine Nzeyimana; 
  • Kate EA Saunders; 
  • John R Geddes; 
  • Patrick E McSharry

ABSTRACT

Unstructured:

Lamotrigine is an anticonvulsant used for the treatment of bipolar disorder, especially for depressive episodes. A randomized placebo controlled trial was conducted and self-reported mood scores were collected over a period of 52 weeks. Different features were computed from the weekly time series produced by each subject. The coefficient of variation (σ/μ) and detrended fluctuation analysis scaling exponent (α), a measure of scaling and long-range persistence (long memory) in time series, were selected as having the most explanatory power. Data from patients taking lamotrigine show a general decrease in depression score in comparison to the patients taking placebo. The time series of lamotrigine patients tend to be rougher than the placebo group. A classifier was built and, based on the two chosen metrics, we are able to achieve a classification accuracy of more than 60% in predicting the treatment mode.


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