Evidence map›Paper›PMID 18510656›Full record

ArticleBiometrics2009

Differential equation modeling of HIV viral fitness experiments: model identification, model selection, and multimodel inference.

Hongyu Miao, Carrie Dykes, Lisa M Demeter, Hulin Wu

Abstract read
In one paragraph

Article in Biometrics, 2009. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 25 papers.

0numbers the graph read from it
0cells of the map it votes in
25citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

25 citing papers in PubMed.

  1. Modelling HIV-1 2-LTR dynamics following raltegravir intensification.Journal of the Royal Society, Interface · 2013
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  6. Inference of dynamic systems from noisy and sparse data via manifold-constrained Gaussian processes.Proceedings of the National Academy of Sciences of the United States of America · 2021
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors.

Hongyu MiaoDepartment of Biostatistics and Computational Biology, University of Rochester School of Medicine and Dentistry, 601 Elmwood Avenue, Box 630, Rochester, New York 14642, USA.
Carrie Dykes
Lisa M Demeter
Hulin Wu

Funding

Virology/Immunology CoreP30AI078498 · NIAID · UNIVERSITY OF ROCHESTER · PI DEWHURST, STEPHEN · 2008 to 2018
$14.6M
WOMEN'S HEALTH AGENDAU01AI027658 · NIAID · UNIVERSITY OF ROCHESTER · PI REICHMAN, RICHARD C. · 1988 to 2006
$13.4M
AIDS Clinical Trail Modeling and StimulatinosR01AI055290 · NIAID · UNIVERSITY OF ROCHESTER · PI WU, HULIN · 2003 to 2007
$1.9M
Nonparametric Modeling of Long-term HIV/Cell DynamicsR01AI052765 · NIAID · UNIVERSITY OF ROCHESTER · PI WU, HULIN · 2002 to 2005
$1.4M
Clinical Significance of HIV Replication FitnessR01AI065217 · NIAID · UNIVERSITY OF ROCHESTER · PI DEMETER, LISA M. · 2006 to 2008
$1.1M
NIAID NIH HHS AI052765NIAID NIH HHS AI055290NIAID NIH HHS AI 065217NIAID NIH HHS AI27658NIAID NIH HHS AI50020NIAID NIH HHS N01 AI050020NIAID NIH HHS P30 AI078498NIAID NIH HHS R01 AI052765NIAID NIH HHS R01 AI055290NIAID NIH HHS R01 AI065217NIAID NIH HHS U01 AI027658
6 · The paper itself

Abstract

Many biological processes and systems can be described by a set of differential equation (DE) models. However, literature in statistical inference for DE models is very sparse. We propose statistical estimation, model selection, and multimodel averaging methods for HIV viral fitness experiments in vitro that can be described by a set of nonlinear ordinary differential equations (ODE). The parameter identifiability of the ODE models is also addressed. We apply the proposed methods and techniques to experimental data of viral fitness for HIV-1 mutant 103N. We expect that the proposed modeling and inference approaches for the DE models can be widely used for a variety of biomedical studies.

Indexed as

Virus Physiological PhenomenaBiometryHIV-1Models, BiologicalMutation

Identifiers

PMID18510656
PMCPMC2838508

What OpenQuestion holds

Textmetadata
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.