Abstract Congenital developmental abnormalities in piglets, such as intersex and aproctia, adversely affect survival rates, growth performance, and genetic breeding efficiency in pig populations. To elucidate their genetic basis, we performed a genome-wide association study (GWAS) on 1030 Large White pigs. We combined 50 K SNP chip data with SWIM-based genotype imputation to enhance the resolution of genetic variation detection, followed by MLM analysis. Our results identified 53 significant SNPs, with 52 associated with intersex and 1 with aproctia. Key candidate genes included MAD1L1, ID4, EFNA5, and PPP1R16B for intersex and ARNT2 for aproctia. Functional enrichment analysis highlighted pathways related to gonadal development (e.g., progesterone-mediated oocyte maturation) and embryonic morphogenesis. Collectively, the identification of these SNPs and candidate genes advances our understanding of the genetic architecture of intersex and aproctia in piglets. These findings provide actionable insights for optimizing genetic breeding strategies and improving health management in Large White pig production, with potential implications for reducing economic losses caused by congenital disorders. 1. Introduction In pig genetic breeding programs, intersex and aproctia are critical congenital anomalies that adversely affect population health and productivity. Disorders of sex development (DSD), a group of congenital conditions characterized by chromosomal, gonadal, or anatomical sex abnormalities [[54]1], cause the abnormal development of reproductive organs, thus affecting the reproductive capacity of individuals. Intersex pigs, which exhibit a female chromosomal karyotype (38,XX) but lack the sex-determining region Y (SRY) gene, are classified as 38,XX-DSD (SRY-negative) and represent a type of DSD. These disruptions impair reproductive organ development and individual fertility [[55]2]. Affected individuals often display ambiguous genitalia, including a hypertrophied clitoris, vulvar malformations, and occasionally scrotal-like structures or penile enlargement, despite a predominantly female chromosomal profile [[56]3]. The offspring of carrier boars exhibit intersex incidence rates exceeding 4–5% [[57]3], resulting in infertility, behavioral aggression during fattening, and economic losses due to compromised carcass quality [[58]4]. Although intersexuality has been well studied in horses [[59]5] and cattle [[60]6], the genetic mechanisms underlying porcine DSD remain poorly characterized, with only a few candidate genes identified. Congenital aproctia, a rare gastrointestinal malformation affecting approximately 0.02–0.06% of the global population, exhibits a male-biased sex ratio and familial aggregation in 1–9% of cases. Although environmental influences cannot be ruled out, genetic factors are the primary determinants of aproctia susceptibility, as evidenced by heritability estimates ranging from 0.11 to 0.35 in pig populations [[61]7,[62]8]. Genome-wide studies in Pietrain × Landrace crosses have mapped aproctia-associated loci to sus scrofa chromosome1 (SSC1), SSC9, and SSC12, involving genes such as FMN, BMP4, HOXB5, and HOXB9, suggesting that the disease may be controlled by single-gene or multi-gene inheritance [[63]9]. In addition, other studies have also identified candidate pathogenic genes such as GLI2 [[64]10,[65]11] and IHH [[66]11] on SSC15 of Landrace pigs and Large White pigs. In addition, a survey of congenital malformations in Australia found that the overall incidence of the disease was 0.27% [[67]12]. This disease is particularly serious in boars because it usually causes death, usually within 1 to 3 days. Although surgical correction is the only treatment, the postoperative survival rate is low. For sick sows, some individuals will form rectovaginal fistulas, meaning that feces can be discharged from the vaginal opening, so some sows can survive, and their survival rate within 1 month of age is about 50% [[68]13]. A congenital imperforate anus has adverse effects on pig health, breeding efficiency, and animal welfare, including acute intestinal obstruction, secondary infection, increased mortality, and decreased reproductive efficiency. Despite the economic and welfare implications of intersex and aproctia in pig production, the genetic architecture of these anomalies remains incompletely characterized, hindering the development of molecular screening tools. This study aims to address this gap by conducting a genome-wide association study (GWAS) in a large cohort of 1030 Large White pigs, integrating high-density SNP data and imputation strategies to identify novel candidate genes and pathways underlying these developmental disorders. In addition, since pigs have certain similarities with humans in physiological and genetic characteristics, the results of this study can also provide valuable references for the