Response to Valle and Zorello Laporta: Clarifying the Use of Instrumental Variable Methods to Understand the Effects of Environmental Change on Infectious Disease Transmission
- PMID: 34583331
- PMCID: PMC8641305
- DOI: 10.4269/ajtmh.21-0218
Response to Valle and Zorello Laporta: Clarifying the Use of Instrumental Variable Methods to Understand the Effects of Environmental Change on Infectious Disease Transmission
Abstract
Identifying the effects of environmental change on the transmission of vectorborne and zoonotic diseases is of fundamental importance in the face of rapid global change. Causal inference approaches, including instrumental variable (IV) estimation, hold promise in disentangling plausibly causal relationships from observational data in these complex systems. Valle and Zorello Laporta recently critiqued the application of such approaches in our recent study of the effects of deforestation on malaria transmission in the Brazilian Amazon on the grounds that key statistical assumptions were not met. Here, we respond to this critique by 1) deriving the IV estimator to clarify the assumptions that Valle and Zorello Laporta conflate and misrepresent in their critique, 2) discussing these key assumptions as they relate to our original study and how our original approach reasonably satisfies the assumptions, and 3) presenting model results using alternative instrumental variables that can be argued more strongly satisfy key assumptions, illustrating that our results and original conclusion-that deforestation drives malaria transmission-remain unchanged.
Comment on
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Amazon deforestation drives malaria transmission, and malaria burden reduces forest clearing.Proc Natl Acad Sci U S A. 2019 Oct 29;116(44):22212-22218. doi: 10.1073/pnas.1905315116. Epub 2019 Oct 14. Proc Natl Acad Sci U S A. 2019. PMID: 31611369 Free PMC article.
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A Cautionary Tale Regarding the Use of Causal Inference to Study How Environmental Change Influences Tropical Diseases.Am J Trop Med Hyg. 2021 Feb 8;104(6):1960-1962. doi: 10.4269/ajtmh.20-1176. Am J Trop Med Hyg. 2021. PMID: 33556037 Free PMC article.
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