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The Development of Circadian Rhythms in Human Infants

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Further peripheral gene graphical representation<br />

Follow<strong>in</strong>g the <strong>in</strong>itial visual <strong>in</strong>spection, the peripheral circadian gene data were<br />

analysed <strong>in</strong> two further stages:<br />

i) Fitt<strong>in</strong>g a diurnal pattern to the observed data, separately for each week at which<br />

each <strong>in</strong>fant was sampled, and calculat<strong>in</strong>g the amplitude as a measure <strong>of</strong> the<br />

strength <strong>of</strong> the diurnal relationship.<br />

ii) Modell<strong>in</strong>g the amplitude <strong>of</strong> the diurnal pattern <strong>of</strong> peripheral gene expression<br />

aga<strong>in</strong>st the <strong>in</strong>fant‟s age (<strong>in</strong> weeks), <strong>in</strong> order to assess whether there is a „natural‟<br />

change-po<strong>in</strong>t that might be <strong>in</strong>terpreted as the age <strong>of</strong> „gene expression‟ maturity<br />

and also, more generally, to exam<strong>in</strong>e changes <strong>in</strong> amplitude with age.<br />

More detailed data analysis was done by fitt<strong>in</strong>g the data po<strong>in</strong>ts for each <strong>in</strong>fant to a<br />

s<strong>in</strong>usoidal curve. <strong>The</strong> diurnal pattern chosen to represent gene expression was the<br />

s<strong>in</strong>e-wave (or cos<strong>in</strong>e wave) with a pre def<strong>in</strong>ed period <strong>of</strong> 24 hours (Bjarnason et al.,<br />

2001). This is a rout<strong>in</strong>e manner used for report<strong>in</strong>g clock gene expression.<br />

<strong>The</strong> diurnal s<strong>in</strong>e-wave pattern that was fitted - separately for each <strong>in</strong>fant - conta<strong>in</strong>ed<br />

three parameters, to allow for i) the mean value <strong>of</strong> expression, ii) the amplitude <strong>of</strong> the<br />

diurnal variation, and iii) the phase <strong>of</strong> the diurnal variation, correspond<strong>in</strong>g to the time<br />

<strong>of</strong> day at which the s<strong>in</strong>usoidal pattern estimated the maximum level <strong>of</strong> expression to<br />

occur. <strong>The</strong> estimated amplitude for any <strong>in</strong>fant at any given week was taken as the<br />

primary measure <strong>of</strong> „goodness <strong>of</strong> fit‟ <strong>of</strong> the data to a s<strong>in</strong>usoidal pattern as it represents<br />

estimated strength <strong>of</strong> the diurnal relationship <strong>in</strong> natural units <strong>of</strong> gene expression. <strong>The</strong><br />

secondary measure <strong>of</strong> goodness <strong>of</strong> fit used <strong>in</strong> this study is the „R squared‟ statistic<br />

conventionally used with l<strong>in</strong>ear regression, which may be <strong>in</strong>terpreted as the<br />

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