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Data availability The data of molecular traits used to proxy GLP-1R expression were available via deCODE genetics website ( the eQTL Gen website ( the GoDMC website ( the MetaBrain website ( and the Genotype-Tissue Expression (GTEx) Portal website ( The summary statistics of ovarian cancer for GWAS meta-analyses used in this study are deposited in the IEU OpenGWAS database (GWAS IDs ieu-a-1120 and ieu-b-4963) and FinnGen r12 defined as II Neoplasms, from cancer register (ICD-O-3) ( The GWAS summary statistics for the ovarian cancer subtypes are available at with their GWAS IDs listed in the Supplementary Data

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