statistics

statistical analysis code

Description

This repository is for STATA code written by Larisa Tereshchenko for statistical analysis of the data. I provide this code in the spirit of openness, to enable replication of my analyses. The details of used data, and full descriptions of statistical methods are provided in the manuscripts. This repository is a technical repository of STATA code. See my manuscripts for Methods, Citations, and References. Note: See study-specific or manuscript-specific repositories for statistical analyses code if a manuscript shares data, ECG signal processing code, or any other data analyses code, which is provided in a corresponding repository.

Author

Larisa Tereshchenko, MD, PhD.

Manuscript:

See file

Manuscript: Prevention of Heart Failure in Hypertension – the Role of Coronary Heart Disease Events Treated with Versus without Revascularization: the ALLHAT Study.

See file CHDevent_mediation_ALLHAT_github.do

Manuscript: HCHS/SOL approved MS# 0924 Global Electrical Heterogeneity in Hispanic/Latino Adults: Implications for Subclinical Cardiovascular Disease and Sex Differences: The Hispanic Community Health Study/Study of Latinos.

See file HCHS_SOL_MS_0924_svy_LCA GEH_GitHub_5_7_23.do

Manuscript: An electrophysiological substrate of COVID-19.

See file CaVaR-Co19_ECG_github.do Multiple imputations of panel data. Adjusted linear random effect panel data models. Published: https://pubmed.ncbi.nlm.nih.gov/36963283/

Manuscript: Protection Against the Omicron Variant Offered by Previous SARS-CoV-2 Infection: A Retrospective Cohort Study

See file Omicron_CCF_2_7_22_github.do (adjusted preventable fraction). Published: https://pubmed.ncbi.nlm.nih.gov/35867678/.

Manuscript: Risk of Cardiovascular Events after Covid-19: a double-cohort study (https://clinicaltrials.gov/ct2/show/NCT04555187).

See File Covid19 study analysis GitHub.do (survival analysis, including causal inference). Published: https://pubmed.ncbi.nlm.nih.gov/35843735.

Manuscript: MESA approved manuscript AM084

See file MESA_AM084.do (Bland-Altman analysis). Preprint: https://doi.org/10.1101/2021.06.07.21258521. Published: https://pubmed.ncbi.nlm.nih.gov/34626835/

Manuscript: JHS approved manuscript P1224

See files: JHS P1224 V3 crossectional ML.do (machine learning analyses) and JHS P1224 V3 crossectional.do (mixed models with random intercept). Preprint: https://doi.org/10.1101/2020.07.02.20145128. Published: https://doi.org/10.1093/ehjdh/ztab003 and https://bmjopen.bmj.com/content/11/1/e042899.

Manuscript: ARIC approved manuscript #3333

See file ARIC MS3333 GEH_stroke.do - Survival analysis. Cox regression. Preprint: https://doi.org/10.1101/2020.05.04.20090910. Published: https://pubmed.ncbi.nlm.nih.gov/34479935/

Manuscript: ARIC approved manuscript #3293

See files ARIC MS3293 sex_SCD_GEH.do - Survival analysis. Cox and competing risk regression. Preprint: https://doi.org/10.1101/674689 Published: https://doi.org/10.1016/j.cvdhj.2020.08.003

Manuscript: ARIC approved manuscript #3292

See files ARIC MS3292 race_SCD_GEH.do - Survival analysis. Cox and competing risk regression. Preprint: https://doi.org/10.1101/19009167. Published: https://doi.org/10.1161/JAHA.119.015012

Manuscript: ALLHAT causal mediation analysis by dynamic eGFR

See file mediation dynamic GFR ALLHAT.do Causal mediation analysis. Preprint: https://doi.org/10.1101/2020.06.15.20132241 . Published: https://www.jacc.org/doi/10.1016/j.jchf.2020.09.006

Manuscript: SMART-AV machine learning and sex differences

See file SMART_AV_sex.do -(1) counterfactual framework for causal inference: augmented-inverse-probability-weighted (AIPW) estimators, and entropy balancing approach. (2) machine learning analyses. Preprint: https://doi.org/10.1101/2020.07.16.20155424. Published: https://pubmed.ncbi.nlm.nih.gov/34706949/ and https://pubmed.ncbi.nlm.nih.gov/34454883/.