... The selected studies (detailed in Supplemental Table 4) encompass 38 cohort studies [16, 31, 33-37, 39, 40, 42-49, 51, 52, 54, 55, 57-62, 65-67, 69-71, 73-75, 78], 11 case-control studies [17,18,30,32,34,50,63,66,68,72,77], and five cross-sectional studies [38,46,64,76,79]. These articles, conducted between 1988 and 2023, originated from different countries including the USA [33,36,53,58,60,62,69,74,78], the UK [16], China [43,49,51,71,73], Brazil [31,59,63,64,68,79], Spain [39,40,42,55,57], Iran [17,18,30,32,48,54,66,76,77], Malaysia [75], Palestine [72], Australia [45,46,65], Singapore [37,38], Norway [35,44,47], Japan [41,67], Czech Republic [34], Iceland [70] and Denmark [61]. The study-specific, maximally adjusted RR was reported for 552,686 individuals across the included articles and was pooled for metaanalysis to assess the association between UPFs and the risk GDM [16, 32-34, 36, 38-41, 43, 48-51, 53-56, 59, 60, 64-66, 70-75, 77-79], PE [17,18,30,35,48,52,62,69,74,76], PTB [31, 37, 44-46, 48, 52, 58, 61, 67], LBW [45,63,67] and SGA infants [46,67,68]. ...