PubMed Health⌕ Search
Home/Archive/PubMed

PubMed · 10750063

A robust mixed linear model analysis for longitudinal data.

P S Gill
View original source ↗Export metadata ↓

Abstract

This paper describes robust procedures for estimating parameters of a mixed effects linear model as applied to longitudinal data. In addition to fixed regression parameters, the model incorporates random subject effects to accommodate between-subjects variability and autocorrelation for within-subject variability. Robust empirical Bayesian estimation of subject effects is briefly discussed. As an illustration, the procedures are applied to data from a multiple sclerosis clinical trial.

Explore related subjects

Adjuvants, ImmunologicBayes TheoremCohort StudiesHumansInterferon-betaLinear ModelsLongitudinal StudiesMultiple SclerosisRandomized Controlled Trials as TopicJournal ArticleResearch Support, Non-U.S. Gov't

Keep this discovery

Explore connections, maps & timelines

BibTeXRIS

P S Gill. 2000-04-15. A robust mixed linear model analysis for longitudinal data.. https://doi.org/10.1002/(sici)1097-0258(20000415)19%3A7%3C975%3A%3Aaid-sim381%3E3.0.co%3B2-9

Cite the original work for its findings. Save a collection to share your selection of sources.

KEEP EXPLORING

Related citations

PubMed2002

A DNA vaccine encoding the 42 kDa C-terminus of merozoite surface protein 1 of Plasmodium falciparum induces antibody, interferon-gamma and cytotoxic T cell responses in rhesus monkeys: immuno-stimulatory effects of granulocyte macrophage-colony stimulating factor.

We have constructed a DNA plasmid vaccine encoding the C-terminal 42-kDa region of the merozoite surface protein 1 (pMSP1(42)) from the 3D7 strain of Plasmodium falciparum (Pf3D7). This plasmid expressed recombinant MSP1(42) after in vitro transfection in mouse VM92 cells. Rhesus monkeys immunized with pMSP1(42) produced antibodies reactive with Pf3D7 infected erythrocytes by IFAT, and by ELISA against yeast produced MSP1(19) (yMSP1(19)). Immunization also induced antigen specific T cell responses as measured by interferon-gamma production, and by classical CTL chromium release assays. In addition, immunization with pMSP1(42) primed animals for an enhanced antibody response to a subsequent boost with the recombinant yMSP1(19). We also evaluated Granulocyte-Macrophage Colony-Stimulating Factor (GM-CSF) as an adjuvant for pMSP1(42.) We tested both rhesus GM-CSF expressed from a DNA plasmid, and E. coli produced recombinant human GM-CSF. Plasmids encoding rhesus GM-CSF (prhGM-CSF) and human GM-CSF (phuGM-CSF) were constructed; these plasmids expressed bio-active recombinant GMCSF. Co-immunization with a mixture of prhGM-CSF and pMSP1(42) induced higher specific antibody responses after the first dose of plasmid, but after three doses of DNA monkeys immunized with or without prhGM-CSF had the same final antibody titers and T cell responses. In comparison, rhuGM-CSF protein did not lead to accelerated antibody production after the first DNA dose. However, antibody titers were maintained at a slightly higher level in monkeys receiving GM-CSF protein, and they had a higher response to boosting with recombinant MSP1(19). The GM-CSF plasmid or protein appears to be less potent as an adjuvant in rhesus monkeys than each is in mice, and more work is needed to determine if GM-CSF can be a useful adjuvant in DNA vaccination of primates.

Adjuvants, Immunologic↗
PubMed2002

Unique immunomodulation by electro-acupuncture in humans possibly via stimulation of the autonomic nervous system.

Cumulative evidence suggests that immunologic responses are under the regulation of the autonomic nervous system. Since acupuncture has recently been reported to modulate the autonomic nervous system, we investigated the possibility that acupuncture eventually modulates the immune system. In the present study, electro-acupuncture was applied in young volunteer subjects. As for the proportions of granulocytes and lymphocytes in the blood, there were three groups: (1) granulocytosis and lymphocytopenia; (2) granulocytopenia and lymphocytosis; and (3) normal pattern. Interestingly, with the administration of acupuncture, the status of subjects with relatively low levels of granulocytes and high levels of lymphocytes shifted to Group 1, whereas that of subjects with high levels of granulocytes and low levels of lymphocytes shifted to Group 2. In other words, acupuncture tended to normalize the pattern of leukocytes. We confirmed that acupuncture induced parasympathetic nerve stimulation, resulting in a decrease in the heart rate. These results suggest possible mechanisms underlying how acupuncture ameliorates the condition of patients with many chronic diseases.

Adjuvants, Immunologic↗