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

Sayan Dasgupta, Angela K. Ulrich, Ann Duerr, Rachel A. Bender Ignacio

Research output: Contribution to journalArticlepeer-review

Abstract

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

Original languageEnglish (US)
Article number102628
JournalSTAR Protocols
Volume4
Issue number4
DOIs
StatePublished - Dec 15 2023

Bibliographical note

Publisher Copyright:
© 2023 The Author(s)

Keywords

  • Clinical Protocol
  • Computer Sciences
  • Health Sciences
  • Immunology

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