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Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis

Statistical analysis to evaluate mechanistic pathways can be limited by non-causal associations as well as co-linearity of high-dimensional data. Here, we present a protocol evaluating statistical associations between multiple exposure variables (sociodemographic and behavioral), immune biomarkers,...

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Autores principales: Dasgupta, Sayan, Ulrich, Angela K., Duerr, Ann, Bender Ignacio, Rachel A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10568409/
https://www.ncbi.nlm.nih.gov/pubmed/37792538
http://dx.doi.org/10.1016/j.xpro.2023.102628
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author Dasgupta, Sayan
Ulrich, Angela K.
Duerr, Ann
Bender Ignacio, Rachel A.
author_facet Dasgupta, Sayan
Ulrich, Angela K.
Duerr, Ann
Bender Ignacio, Rachel A.
author_sort Dasgupta, Sayan
collection PubMed
description Statistical analysis to evaluate mechanistic pathways can be limited by non-causal associations as well as co-linearity of high-dimensional data. Here, we present a protocol evaluating statistical associations between multiple exposure variables (sociodemographic and behavioral), immune biomarkers, and HIV acquisition. We describe steps for study setup, combining Least Absolute Shrinkage and Selective Operator with the standard regression approach, and building nested models. This approach can determine to what extent associations between risks for exposure contributes to HIV acquisition with or without associated changes in immune activation. For complete details on the use and execution of this protocol, please refer to Bender Ignacio et al.(1)
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spelling pubmed-105684092023-10-13 Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis Dasgupta, Sayan Ulrich, Angela K. Duerr, Ann Bender Ignacio, Rachel A. STAR Protoc Protocol Statistical analysis to evaluate mechanistic pathways can be limited by non-causal associations as well as co-linearity of high-dimensional data. Here, we present a protocol evaluating statistical associations between multiple exposure variables (sociodemographic and behavioral), immune biomarkers, and HIV acquisition. We describe steps for study setup, combining Least Absolute Shrinkage and Selective Operator with the standard regression approach, and building nested models. This approach can determine to what extent associations between risks for exposure contributes to HIV acquisition with or without associated changes in immune activation. For complete details on the use and execution of this protocol, please refer to Bender Ignacio et al.(1) Elsevier 2023-10-03 /pmc/articles/PMC10568409/ /pubmed/37792538 http://dx.doi.org/10.1016/j.xpro.2023.102628 Text en © 2023 The Author(s) https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/).
spellingShingle Protocol
Dasgupta, Sayan
Ulrich, Angela K.
Duerr, Ann
Bender Ignacio, Rachel A.
Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title_full Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title_fullStr Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title_full_unstemmed Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title_short Protocol for evaluating mechanistic pathways associated with HIV acquisition via nested Least Absolute Shrinkage and Selective Operator analysis
title_sort protocol for evaluating mechanistic pathways associated with hiv acquisition via nested least absolute shrinkage and selective operator analysis
topic Protocol
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10568409/
https://www.ncbi.nlm.nih.gov/pubmed/37792538
http://dx.doi.org/10.1016/j.xpro.2023.102628
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