Literature DB >> 23280822

A linear mixed model approach to compare the evolution of multiple biological rhythms.

Andrea Fontana1, Massimiliano Copetti, Gianluigi Mazzoccoli, Theodore Kypraios, Fabio Pellegrini.   

Abstract

The assessment and comparison of multiple biological rhythms represent an important challenge in chronobiology. They allow the investigation of whether a well-defined time-qualified relationship between biorhythms of the same frequency range is maintained in the presence of functional alterations, which may lead to chronodisruption or internal desynchronization. We propose a multivariate linear mixed model approach where functions of several biorhythms are jointly modeled in a multivariate longitudinal fashion, handling both the correlation between biorhythms of multiple outcomes and the correlation between measurements collected over time within the same biological entity. Furthermore, between-subject heterogeneity is also taken into account with the inclusion of random effects. Pairwise comparisons between biorhythms are performed by means of proper contrasts. As an example, we define contrasts which allow us testing whether or not two biorhythms are identical or opposing, providing additional support in clinical practice. Moreover, we illustrate the proposed method using both simulated and biological real data, concerning the comparison of three specific lymphocytes profiles which modulate the function of immune system between healthy subjects and non-small lung cancer patients. Finally, the corresponding SAS syntax is provided.
Copyright © 2012 John Wiley & Sons, Ltd.

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Year:  2012        PMID: 23280822     DOI: 10.1002/sim.5712

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


  7 in total

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Authors:  Thomas C Erren; Russel J Reiter
Journal:  Naturwissenschaften       Date:  2013-03-14

2.  Irregular consumption of energy intake in meals is associated with a higher cardiometabolic risk in adults of a British birth cohort.

Authors:  G K Pot; R Hardy; A M Stephen
Journal:  Int J Obes (Lond)       Date:  2014-03-28       Impact factor: 5.095

3.  The kSORT assay to detect renal transplant patients at high risk for acute rejection: results of the multicenter AART study.

Authors:  Silke Roedder; Tara Sigdel; Nathan Salomonis; Sue Hsieh; Hong Dai; Oriol Bestard; Diana Metes; Adriana Zeevi; Andrea Zeevi; Albin Gritsch; Jennifer Cheeseman; Camila Macedo; Ram Peddy; Mara Medeiros; Flavio Vincenti; Nancy Asher; Oscar Salvatierra; Ron Shapiro; Allan Kirk; Elaine F Reed; Elaine Reed; Minnie M Sarwal
Journal:  PLoS Med       Date:  2014-11-11       Impact factor: 11.069

4.  Effectiveness of Acupressure on the Taichong Acupoint in Lowering Blood Pressure in Patients with Hypertension: A Randomized Clinical Trial.

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Journal:  Evid Based Complement Alternat Med       Date:  2016-10-10       Impact factor: 2.629

5.  Time related variations in stem cell harvesting of umbilical cord blood.

Authors:  Gianluigi Mazzoccoli; Giuseppe Miscio; Andrea Fontana; Massimiliano Copetti; Massimo Francavilla; Alberto Bosi; Federico Perfetto; Alice Valoriani; Angelo De Cata; Michele Santodirocco; Angela Totaro; Rosa Rubino; Lazzaro di Mauro; Roberto Tarquini
Journal:  Sci Rep       Date:  2016-02-24       Impact factor: 4.379

6.  Circadian variations in electric current responses at ryodoraku points across the waking stage: A prospective observational study.

Authors:  Jang-Han Bae; Boncho Ku; Se-Eun Bae; Jaeuk U Kim
Journal:  Medicine (Baltimore)       Date:  2019-03       Impact factor: 1.889

7.  Morning surge in blood pressure using a random-effects multiple-component cosinor model.

Authors:  J M Madden; L D Browne; X Li; P M Kearney; A P Fitzgerald
Journal:  Stat Med       Date:  2018-01-29       Impact factor: 2.373

  7 in total

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