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Keywords = SNP by SNP interactions

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15 pages, 522 KiB  
Article
Contribution of PNPLA3, GCKR, MBOAT7, NCAN, and TM6SF2 Genetic Variants to Hepatocellular Carcinoma Development in Mexican Patients
by Alejandro Arreola Cruz, Juan Carlos Navarro Hernández, Laura Estela Cisneros Garza, Antonio Miranda Duarte, Viviana Leticia Mata Tijerina, Magda Elizabeth Hernández Garcia, Katia Peñuelas-Urquides, Laura Adiene González-Escalante, Mario Bermúdez de León and Beatriz Silva Ramirez
Int. J. Mol. Sci. 2025, 26(15), 7409; https://doi.org/10.3390/ijms26157409 (registering DOI) - 1 Aug 2025
Abstract
Hepatocellular carcinoma (HCC) is the most prevalent subtype of liver cancer with an increasing incidence worldwide. Single nucleotide polymorphisms (SNPs) may influence disease risk and serve as predictive markers. This study aimed to evaluate the association of PNPLA3 (rs738409 and rs2294918), GCKR (rs780094), [...] Read more.
Hepatocellular carcinoma (HCC) is the most prevalent subtype of liver cancer with an increasing incidence worldwide. Single nucleotide polymorphisms (SNPs) may influence disease risk and serve as predictive markers. This study aimed to evaluate the association of PNPLA3 (rs738409 and rs2294918), GCKR (rs780094), MBOAT7 (rs641738), NCAN (rs2228603), and TM6SF2 (rs58542926) SNPs with the risk of developing HCC in a Mexican population. A case-control study was conducted in unrelated Mexican individuals. Cases were 173 adults with biopsy-confirmed HCC and 346 were healthy controls. Genotyping was performed using TaqMan allelic discrimination assay. Logistic regression was applied to evaluate associations under codominant, dominant, and recessive inheritance models. p-values were corrected using the Bonferroni test (pC). Haplotype and gene–gene interaction were also analyzed. The GG homozygous of rs738409 and rs2294918 of PNPLA3, TT, and TC genotypes of GCKR, as well as the TT genotype of MBOAT7, were associated with a significant increased risk to HCC under different inheritance models (~Two folds in all cases). The genotypes of NCAN and TM6SF2 did not show differences. The haplotype G-G of rs738409 and rs2294918 of PNPLA3 was associated with an increased risk of HCC [OR (95% CI) = 2.2 (1.7–2.9)]. There was a significant gene–gene interaction between PNPLA3 (rs738409), GCKR (rs780094), and MBOAT7 (rs641738) (Cross-validation consistency (CVC): 10/10; Testing accuracy = 0.6084). This study demonstrates for the first time that PNPLA3 (rs738409 and rs2294918), GCKR (rs780094), and MBOAT7 (rs641738) are associated with an increased risk of developing HCC from multiple etiologies in Mexican patients. Full article
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14 pages, 958 KiB  
Article
Adverse Childhood Experiences, Genetic Susceptibility, and the Risk of Osteoporosis: A Cohort Study
by Yanling Shu, Chao Tu, Yunyun Liu, Lulu Song, Youjie Wang and Mingyang Wu
Medicina 2025, 61(8), 1387; https://doi.org/10.3390/medicina61081387 - 30 Jul 2025
Viewed by 161
Abstract
Background and Objectives: Emerging evidence indicates that individuals exposed to adverse childhood experiences (ACEs) face elevated risks for various chronic illnesses. However, the association between ACEs and osteoporosis risk remains underexplored, particularly regarding potential modifications by genetic susceptibility. This prospective cohort study aims [...] Read more.
Background and Objectives: Emerging evidence indicates that individuals exposed to adverse childhood experiences (ACEs) face elevated risks for various chronic illnesses. However, the association between ACEs and osteoporosis risk remains underexplored, particularly regarding potential modifications by genetic susceptibility. This prospective cohort study aims to examine the relationship of ACEs with incident osteoporosis and investigate interactions with polygenic risk score (PRS). Materials and Methods: This study analyzed 124,789 UK Biobank participants initially free of osteoporosis. Cumulative ACE burden (emotional neglect, emotional abuse, physical neglect, physical abuse, sexual abuse) was ascertained through validated questionnaires. Multivariable-adjusted Cox proportional hazards models assessed osteoporosis risk during a median follow-up of 12.8 years. Moderation analysis examined genetic susceptibility interactions using a standardized PRS incorporating osteoporosis-related SNPs. Results: Among 2474 incident osteoporosis cases, cumulative ACEs showed dose–response associations with osteoporosis risk (adjusted hazard ratio [HR]per one-unit increase = 1.07, 95% confidence interval [CI] 1.04–1.11; high ACEs [≥3 types] vs. none: HR = 1.26, 1.10–1.43). Specifically, emotional neglect (HR = 1.14, 1.04–1.25), emotional abuse (HR = 1.14, 1.03–1.27), physical abuse (HR = 1.17, 1.05–1.30), and sexual abuse (HR = 1.15, 1.01–1.31) demonstrated comparable effect sizes. Sex-stratified analysis revealed stronger associations in women. Joint exposure to high ACEs/high PRS tripled osteoporosis risk (HR = 3.04, 2.46–3.76 vs. low ACEs/low PRS) although G × E interaction was nonsignificant (P-interaction = 0.10). Conclusions: These results suggest that ACEs conferred incremental osteoporosis risk independent of genetic predisposition. These findings support the inclusion of ACE screening in osteoporosis prevention strategies and highlight the need for targeted bone health interventions for youth exposed to ACEs. Full article
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26 pages, 3811 KiB  
Article
Development and Validation of Multi-Locus GWAS-Based KASP Markers for Maize Ustilago maydis Resistance
by Tao Shen, Huawei Gao, Chao Wang, Yunxiao Zheng, Weibin Song, Peng Hou, Liying Zhu, Yongfeng Zhao, Wei Song and Jinjie Guo
Plants 2025, 14(15), 2315; https://doi.org/10.3390/plants14152315 - 26 Jul 2025
Viewed by 298
Abstract
Corn smut, caused by Ustilago maydis, significantly threatens maize production. This study evaluated 199 maize inbred lines at the seedling stage under greenhouse conditions for resistance to U. maydis, identifying 39 highly resistant lines. A genome-wide association study (GWAS) using the [...] Read more.
Corn smut, caused by Ustilago maydis, significantly threatens maize production. This study evaluated 199 maize inbred lines at the seedling stage under greenhouse conditions for resistance to U. maydis, identifying 39 highly resistant lines. A genome-wide association study (GWAS) using the mrMLM model detected 19 significant single-nucleotide polymorphism (SNP) loci. Based on a linkage disequilibrium (LD) decay distance of 260 kb, 226 candidate genes were identified. Utilizing the significant loci chr1_244281660 and chr5_220156746, two kompetitive allele-specific PCR (KASP) markers were successfully developed. A PCR-based sequence-specific oligonucleotide probe hybridization technique applied to the 199 experimental lines and 60 validation lines confirmed polymorphism for both markers, with selection efficiencies of 48.12% and 43.33%, respectively. The tested materials were derived from foundational inbred lines of domestic and foreign origin. Analysis of 39 highly resistant lines showed that the advantageous alleles carrying thymine/cytosine (T/C) predominated at frequencies of 94.87% and 53.84%, respectively. The genotype TTCC conferred high resistance, while CCTT was highly susceptible. The resistance exhibited high heritability and significant gene-by-environment interaction. This work systematically dissects the genetic basis of common smut resistance in maize, identifies favorable alleles, and provides a novel KASP marker-based strategy for developing disease-resistant germplasm. Full article
(This article belongs to the Section Plant Genetics, Genomics and Biotechnology)
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17 pages, 810 KiB  
Article
Association Analysis Between Ischemic Stroke Risk Single Nucleotide Polymorphisms and Alzheimer’s Disease
by Wei Dong, Wei Wang and Mingxuan Li
Bioengineering 2025, 12(8), 804; https://doi.org/10.3390/bioengineering12080804 - 26 Jul 2025
Viewed by 219
Abstract
Alzheimer’s disease (AD) and ischemic stroke (IS) are prevalent neurological disorders that frequently co-occur in the same individuals. Recent studies have demonstrated that AD and IS share several common risk factors and pathogenic elements, including an overlapping genomic architecture. However, the relationship between [...] Read more.
Alzheimer’s disease (AD) and ischemic stroke (IS) are prevalent neurological disorders that frequently co-occur in the same individuals. Recent studies have demonstrated that AD and IS share several common risk factors and pathogenic elements, including an overlapping genomic architecture. However, the relationship between IS risk gene polymorphisms and AD has been less extensively studied. We aimed at determining whether IS risk gene polymorphisms were associated with the risk of AD and the severity of AD in AD patients. We utilized data of AD patients and normal controls (NCs) sourced from the Alzheimer’s Disease Neuroimaging Initiative (ADNI) cohort. IS risk single nucleotide polymorphisms (SNPs) were identified through the most recent and largest IS genome-wide association study (GWAS) meta-analysis. Subsequently, we conducted SNP-based association analysis of IS-risk SNPs with the risk of AD, along with amyloid, tau, and neuroimaging for AD. The generalized multifactor dimensionality reduction (GMDR) model was used to assess the interactions among IS-risk SNPs and apolipoprotein E (ApoE) ε4. Protein–protein interactions (PPIs) of the IS-risk genes product and APOE were explored using the STRING database. Seven IS-risk SNPs were involved in the study. Five SNPs were found to be associated with at least one measurement of cerebrospinal fluid (CSF) levels of amyloid-beta 1–42 (Aβ42), total tau (t-tau), and phosphorylated tau 181 (p-tau181), as well as the volumes of the hippocampus, whole brain, entorhinal cortex, and mid-temporal regions. After multiple testing corrections, we found that T allele of rs1487504 contributed to an increased risk of AD in non-ApoE ε4 carriers. The combination of rs1487504 and ApoE ε4 emerged as the optimal two-factor model, and its interaction was significantly related to the risk of AD. Additionally, C allele of rs880315 was significantly associated with elevated levels of CSF Aβ42 in AD patients, and A allele of rs10774625 was significantly related to a reduction in the volume of the entorhinal cortex in AD patients. This study found that IS risk SNPs were associated with both the risk of AD and AD major indicators in the ADNI cohort. These findings elucidated the role of IS in AD from a genetic perspective and provided an innovative approach to predict AD through IS-risk SNPs. Full article
(This article belongs to the Section Biomedical Engineering and Biomaterials)
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17 pages, 1042 KiB  
Article
Association of VAX1, MAFB, WNT3 with Non-Syndromic Cleft Lip with or without Cleft Palate in a Japanese Population
by Tran Phuong Thao, Teruyuki Niimi, Satoshi Suzuki, Toko Hayakawa, Chisato Sakuma, Ken Kitagawa, Hideto Imura, Hisataka Kondo, Nguyen Huu Tu, Tong Minh Son, Vo Truong Nhu Ngoc, Le Kha Anh, Pham Nguyen Gia Loc, Hiroo Furukawa, Nagana Natsume and Nagato Natsume
Genes 2025, 16(8), 862; https://doi.org/10.3390/genes16080862 - 24 Jul 2025
Viewed by 270
Abstract
Background/Objectives: Non-syndromic cleft lip with or without palate (NSCL/P) is a common, multifactorial congenital anomaly. As genetic associations can be population-specific, this study aimed to investigate single-nucleotide polymorphisms (SNPs) in the VAX1, MAFB, and WNT3 genes for association with NSCL/P in [...] Read more.
Background/Objectives: Non-syndromic cleft lip with or without palate (NSCL/P) is a common, multifactorial congenital anomaly. As genetic associations can be population-specific, this study aimed to investigate single-nucleotide polymorphisms (SNPs) in the VAX1, MAFB, and WNT3 genes for association with NSCL/P in a Japanese cohort. Methods: A case–control study was conducted with 310 Japanese patients with NSCL/P and 308 ethnically matched healthy controls from Aichi Gakuin Dental Hospital. We genotyped SNPs rs7078160 (VAX1), rs13041247 (MAFB), and rs3809857 (WNT3) using TaqMan assays. Associations were assessed using chi-squared tests, with results stratified by sex and corrected for multiple comparisons using the Bonferroni method. Results: The VAX1 rs7078160 A allele was significantly associated with an increased risk for NSCL/P (OR = 1.67, p < 0.00001). The association was particularly strong in females (OR = 1.93, p < 0.00001) but not significant in males after correction. The MAFB rs13041247 variant showed a nominal protective association with the NSCLO subtype that was not significant after Bonferroni correction. No significant association was found for WNT3. A notable gene–gene interaction was observed, where carrying risk alleles for both VAX1 and MAFB significantly increased overall NSCL/P risk (OR = 2.65, p = 0.00008). Conclusions: VAX1 rs7078160 is a significant risk factor for NSCL/P in the Japanese population, with a pronounced female-specific effect. A synergistic interaction between VAX1 and MAFB elevates disease risk, whereas WNT3 was not implicated in this cohort. These findings underscore the population-specific genetic architecture of NSCL/P. Full article
(This article belongs to the Section Population and Evolutionary Genetics and Genomics)
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10 pages, 225 KiB  
Article
Gene-Sex Interaction in Non-Syndromic Orofacial Cleft Subtypes: A Case-Control Study Among the Vietnamese Population
by Le Kha Anh, Teruyuki Niimi, Satoshi Suzuki, Toko Hayakawa, Ken Kitagawa, Chisato Sakuma, Hideto Imura, Hisataka Kondo, Nguyen Huu Tu, Tong Minh Son, Vo Truong Nhu Ngoc, Tran Phuong Thao, Nguyen Minh Duc, Pham Nguyen Gia Loc, Hiroo Furukawa, Nagana Natsume and Nagato Natsume
Genes 2025, 16(8), 853; https://doi.org/10.3390/genes16080853 - 22 Jul 2025
Viewed by 244
Abstract
Background: Non-syndromic orofacial clefts (NSOFCs) are one of the common congenital malformations in Vietnam, with 1.4 per 1000 live births, with notable sex differences in occurrence. This case–control study aims to investigate potential sex-specific interactions of WNT3 and NOG polymorphisms across NSOFC subtypes [...] Read more.
Background: Non-syndromic orofacial clefts (NSOFCs) are one of the common congenital malformations in Vietnam, with 1.4 per 1000 live births, with notable sex differences in occurrence. This case–control study aims to investigate potential sex-specific interactions of WNT3 and NOG polymorphisms across NSOFC subtypes in a Vietnamese population. Methods: A total of 720 participants were separated into 4 groups with a male/female ratio of 1:1 (160 individuals with cleft lip and palate (NSCLP), 160 with cleft lip only (NSCLO), 160 with cleft palate only (NSCPO), 240 healthy controls). Two single-nucleotide polymorphisms (SNPs), rs3809857 and rs227731, were genotyped by using the StepOnePlus Real-Time PCR System. Results: The most significant findings were found in the male NSCLO group under a recessive model of WNT3 rs3809857 after applying Bonferroni correction, as a five-fold protective factor with OR = 0.18 (95% confidence interval: 0.05–0.64, p = 0.0033). Additionally, the weak or moderate protective association between rs3809857 and male NSCLP was found with p < 0.05 under the dominant model. However, there were no significant findings in the female NSOFC subtypes associated with WNT3. Conversely, NOG rs227731 results showed a weak increased risk in female NSCLO and NSCPO with p < 0.05. Conclusion: this study identified the critical role of WNT3 rs3809857 in reducing NSCLO risk in males. These findings support the potential influence of sex as a modifying factor in the genetic susceptibility to non-syndromic orofacial clefts. Full article
(This article belongs to the Section Molecular Genetics and Genomics)
15 pages, 1486 KiB  
Article
Genetic Variants in Metabolic Pathways and Their Role in Cardiometabolic Risk: An Observational Study of >4000 Individuals
by Angeliki Kapellou, Thanasis Fotis, Dimitrios Miltiadis Vrachnos, Effie Salata, Eleni Ntoumou, Sevastiani Papailia and Spiros Vittas
Biomedicines 2025, 13(8), 1791; https://doi.org/10.3390/biomedicines13081791 - 22 Jul 2025
Viewed by 344
Abstract
Background/Objectives: Obesity, a major risk factor for cardiometabolic traits, is influenced by both genetic and environmental factors. Genetic studies have identified multiple single-nucleotide polymorphisms (SNPs) associated with obesity and related traits. This study aimed to examine the association between genetic risk score (GRS) [...] Read more.
Background/Objectives: Obesity, a major risk factor for cardiometabolic traits, is influenced by both genetic and environmental factors. Genetic studies have identified multiple single-nucleotide polymorphisms (SNPs) associated with obesity and related traits. This study aimed to examine the association between genetic risk score (GRS) and obesity-associated traits, while incorporating SNPs with established gene–diet interactions to explore their potential role in precision nutrition (PN) strategies. Methods: A total of 4279 participants were stratified into low- and intermediate-/high-GRS groups based on 18 SNPs linked to obesity and cardiometabolic traits. This study followed a case–control design, where cases included individuals with overweight/obesity, T2DM-positive (+), or CVD-positive (+) individuals and controls, which comprised individuals free of these traits. Logistic regression area under the curve (AUC) models were used to assess the predictive power of the GRS and traditional risk factors on BMI, T2DM and CVD. Results: Individuals in the intermediate-/high-GRS group had higher odds of being overweight or obese (OR = 1.23, CI: 1.03–1.48, p = 0.02), presenting as T2DM+ (OR = 1.56, CI: 1.03–2.49, p = 0.03) and exhibiting CVD-related traits (OR = 1.56, CI: 1.25–1.95, p < 0.0001), compared to the low-GRS group. The GRS was the second most predictive factor after age for BMI (AUC = 0.515; 95% CI: 0.462–0.538). The GRS also demonstrated a predictive power of 0.528 (95% CI: 0.508–0.564) for CVD and 0.548 (95% CI: 0.440–0.605) for T2DM. Conclusions: This study supports the potential utility of the GRS in assessing obesity and cardiometabolic risk, while emphasizing the potential of PN approaches in modulating genetic susceptibility. Incorporating gene–diet interactions provides actionable insights for personalized dietary strategies. Future research should integrate multiple gene–diet and gene–gene interactions to enhance risk prediction and targeted interventions. Full article
(This article belongs to the Section Endocrinology and Metabolism Research)
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21 pages, 1662 KiB  
Article
Genetic Variants Linked with the Concentration of Sex Hormone-Binding Globulin Correlate with Uterine Fibroid Risk
by Marina Ponomarenko, Evgeny Reshetnikov, Maria Churnosova, Inna Aristova, Maria Abramova, Vitaly Novakov, Vladimir Churnosov, Alexey Polonikov, Denis Plotnikov, Mikhail Churnosov and Irina Ponomarenko
Life 2025, 15(7), 1150; https://doi.org/10.3390/life15071150 - 21 Jul 2025
Viewed by 237
Abstract
In this study we searched for correlations between polymorphic variants that determine sex hormone-binding globulin concentration (SHBGcon) and uterine fibroids (UFs). The work was performed on a sample of 1542 women (569 with UFs and 973 without UFs [control]), from whom [...] Read more.
In this study we searched for correlations between polymorphic variants that determine sex hormone-binding globulin concentration (SHBGcon) and uterine fibroids (UFs). The work was performed on a sample of 1542 women (569 with UFs and 973 without UFs [control]), from whom we obtained experimental data on the distribution of nine single-nucleotide polymorphisms (SNPs) affecting the SHBGcon (data confirmed in genome-wide association studies [GWASs]). When searching for associations with UFs, both the independent effects of SNPs and the effects of their SNP–SNP interactions (SNP-SNPints) were taken into account during the “deep study” of the functionality of seven important UF loci and 115 strongly linked [r2 ≥ 0.80] variants (an in silico methodology was used). As the results show, two SHBGcon-related SNPs correlated with UF risk: rs3779195 [T/A] BAIAP2L1 (ORAA = 0.38; 95%CIAA = 0.20–0.91; pperm(AA) = 0.023) and rs440837 [A/G] ZBTB10 (ORGG = 1.93; 95%CIGG = 1.17–3.14; pperm(GG) = 0.010). At the same time, seven SHBGcon-related SNPs interacting with each other (four models of such SNP-SNPints [pperm ≤ 0.01)] were found to influence UF risk. These SHBGcon-related SNPs, determining susceptibility to UF, showed strong functional relevance and were involved in pathways of gene transcription regulation, interactions with hormone ligand-binding receptors, the content control of SHBG, testosterone, liver enzymes, lipids, etc. This study’s results demonstrate the effect of significant SHBGcon-related genetic determinants of UF risk. Full article
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21 pages, 2094 KiB  
Article
Dysregulated Neuroimmune and Anhedonia-like Behavioral Response Following Peripheral Immune Challenge in Mice Carrying the Val66Met Brain-Derived Neurotrophic Factor Polymorphism
by Mustafa N. Mithaiwala, Allison M. Dugan, Miguel A. de la Flor, Sandeep K. Subramanian, Ashley Acheson and Jason C. O’Connor
Psychiatry Int. 2025, 6(3), 87; https://doi.org/10.3390/psychiatryint6030087 - 21 Jul 2025
Viewed by 313
Abstract
Dysregulated inflammatory processes contribute to depression, and gene–environment interactions may influence an individual’s risk and resilience. Reduced brain-derived neurotrophic factor (BDNF) expression increases susceptibility for developing depressive symptoms, and the Val66Met (rs6265) single-nucleotide polymorphism (SNP) on the BDNF gene is linked to mood [...] Read more.
Dysregulated inflammatory processes contribute to depression, and gene–environment interactions may influence an individual’s risk and resilience. Reduced brain-derived neurotrophic factor (BDNF) expression increases susceptibility for developing depressive symptoms, and the Val66Met (rs6265) single-nucleotide polymorphism (SNP) on the BDNF gene is linked to mood disorders. However, whether Val66Met confers increased vulnerability to inflammation-induced depressive tendencies is unknown. Here, we tested the hypothesis that the Val66Met SNP increases vulnerability to inflammation-induced depressive symptoms in a mouse model of lipopolysaccharide (LPS)-induced depression-like behavior. Behavior and neuroinflammation, following a 24 h LPS challenge, were measured in mice expressing the human BDNF Val66Met gene variant or Val66Val littermates (control). The Val66Met genotype did not affect the peripheral inflammatory response, acute neuroinflammation, or the acute sickness behavior response. Val66Met mice exhibited anhedonia-like behavioral responses following LPS challenge, and we found increased mRNA expression of IL-1β and TNFα in the cerebrum compared to controls. The mRNA expression of IL-1β and TNFα in the hippocampus and the nucleus accumbens of Val66Met mice was increased following LPS, and a significant genotype × LPS interaction was detected for CD68 expression in the nucleus accumbens. In summary, these data suggest that immune activation in Val66Met mice increased susceptibility to anhedonic behavior and dysregulated negative regulation of inflammation. Full article
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23 pages, 2349 KiB  
Article
Prognostic Differences of Adjuvant Radiotherapy in Breast Cancer Cohorts Based on PRLR Genotypes, Expression, and Transcriptional Network Regulation
by Floor Munnik, Kelin Gonçalves de Oliveira, Christopher Godina, Karolin Isaksson and Helena Jernström
Cancers 2025, 17(14), 2378; https://doi.org/10.3390/cancers17142378 - 17 Jul 2025
Viewed by 354
Abstract
Background: Prolactin receptor (PRLR) signaling affects breastfeeding and potentially breast cancer treatment response. Methods: The prognostic impact of 20 PRLR single nucleotide polymorphisms (SNPs) in relation to adjuvant treatment groups in patients with primary breast cancer (n = 1701, 2002–2016, Sweden) was [...] Read more.
Background: Prolactin receptor (PRLR) signaling affects breastfeeding and potentially breast cancer treatment response. Methods: The prognostic impact of 20 PRLR single nucleotide polymorphisms (SNPs) in relation to adjuvant treatment groups in patients with primary breast cancer (n = 1701, 2002–2016, Sweden) was evaluated. Genomic DNA was genotyped on Illumina OncoArray, and survival analyses with up to 15-year follow-up were performed. Interaction models, adjusted for potential confounders, were created with different adjuvant treatment modalities: chemotherapy, radiotherapy, tamoxifen, and aromatase inhibitors. Results: Five SNPs (rs7734558, rs6860397, rs2962101, rs7732013, and rs4703503) showed interactions with radiotherapy and were utilized to create seven combined genotypes: six unique and one ‘rare’. Patients carrying combined genotype AG/GG/TT/CC/TC or ‘rare’ combinations derived greater benefits from radiotherapy than other patient groups (both HRadj ≤ 0.29, Bonferroni-adjusted Pint ≤ 0.039). Expression Quantitative Trait Loci (eQTL) analysis revealed that three PRLR SNPs were associated with decreased PRLR expression. To explore potential SNP-associated effects, gene expression and transcriptional networks were analyzed in the METABRIC cohort and indicated that PRLR-low tumors were associated with reduced DNA repair signaling and enhanced anti-tumoral immunity. Conclusions: PRLR merits further evaluation as a putative pharmacogenomic biomarker in relation to radiotherapy for breast cancer patients. Full article
(This article belongs to the Special Issue Transcription Factors in Breast Cancer)
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19 pages, 2517 KiB  
Article
In Silico Analysis of Post-COVID-19 Condition (PCC) Associated SNP rs9367106 Predicts the Molecular Basis of Abnormalities in the Lungs and Brain Functions
by Amit K. Maiti
Int. J. Mol. Sci. 2025, 26(14), 6680; https://doi.org/10.3390/ijms26146680 - 11 Jul 2025
Viewed by 415
Abstract
Long- or post-COVID-19 syndrome, which is also designated by WHO as Post COVID-19 Condition (PCC), is characterized by the persistent symptoms that remain after recovery from SARS-CoV-2 infection. A worldwide consortium of Long COVID-19 Host Genetics Initiative (Long COVID-19 HGI) identified an SNP [...] Read more.
Long- or post-COVID-19 syndrome, which is also designated by WHO as Post COVID-19 Condition (PCC), is characterized by the persistent symptoms that remain after recovery from SARS-CoV-2 infection. A worldwide consortium of Long COVID-19 Host Genetics Initiative (Long COVID-19 HGI) identified an SNP rs9367106 (G>C; chr6:41,515,652, GRCh38, p = 1.76 × 10−10, OR = 1.63, 95% CI: 1.40–1.89) that is associated with PCC. Unraveling the functional significance of this SNP is of prime importance to understanding the development of the PCC phenotypes and their therapy. Here, in Silico, I explored how the risk allele of this SNP alters the functional mechanisms and molecular pathways leading to the development of PCC phenotypes. Bioinformatic methods include physical interactions using HI-C and Chia-PET analysis, Transcription Factors (TFs) binding ability, RNA structure modeling, epigenetic, and pathway analysis. This SNP resides within two long RNA genes, LINC01276 and FOXP4-AS1, and is located at ~31 kb upstream of a transcription factor FOXP4. This DNA region, including this SNP, physically interacts with FOXP4-AS1 and FOXP4, implying that this regulatory SNP could alter the normal cellular function of FOXP4-AS1 and FOXP4. Furthermore, rs9367106 is in eQTL with the FOXP4 gene in lung tissue. rs9367106 carrying DNA sequences act as distant enhancers and bind with several transcription factors (TFs) including YY1, PPAR-α, IK-1, GR-α, and AP2αA. The G>C transition extensively modifies the RNA structure that may affect the TF bindings and enhancer functions to alter the interactions and functions of these RNA molecules. This SNP also includes an ALU/SINE sequence and alteration of which by the G>C transition may prevent IFIH1/MDA5 activation, leading to suppression of host innate immune responses. LINC01276 targets the MED20 gene that expresses mostly in brain tissues, associated with sleep disorders and basal ganglia abnormalities similar to some of the symptoms of PCC phenotypes. Taken together, G>C transition of rs9367601 may likely alter the function of all three genes to explain the molecular basis of developing the long-term symptomatic abnormalities in the lungs and brain observed after COVID-19 recovery. Full article
(This article belongs to the Special Issue Genetic Variations in Human Diseases: 2nd Edition)
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21 pages, 1768 KiB  
Article
FST Polymorphisms Associate with Musculoskeletal Traits and Modulate Exercise Response Differentially by Sex and Modality in Northern Han Chinese Adults
by Wei Cao, Zhuangzhuang Gu, Ronghua Fu, Yiru Chen, Yong He, Rui Yang, Xiaolin Yang and Zihong He
Genes 2025, 16(7), 810; https://doi.org/10.3390/genes16070810 - 10 Jul 2025
Viewed by 331
Abstract
Background/Objectives: To investigate associations between Follistatin (FST) gene polymorphisms (SNPs) and baseline musculoskeletal traits, and their interactions with 16-week exercise interventions. Methods: A cohort of 470 untrained Northern Han Chinese adults (208 males, 262 females), sourced from the “Research [...] Read more.
Background/Objectives: To investigate associations between Follistatin (FST) gene polymorphisms (SNPs) and baseline musculoskeletal traits, and their interactions with 16-week exercise interventions. Methods: A cohort of 470 untrained Northern Han Chinese adults (208 males, 262 females), sourced from the “Research on Key Technologies for an Exercise and Fitness Expert Guidance System” project, was analyzed. These participants were previously randomly assigned to one of four exercise groups (Hill, Running, Cycling, Combined) or a non-exercising Control group, and completed their respective 16-week protocols. Body composition, bone mineral content (BMC), bone mineral density (BMD), and serum follistatin levels were all assessed pre- and post-intervention. Dual-energy X-ray absorptiometry (DXA) was utilized for the body composition, BMC, and BMD measurements. FST SNPs (rs3797296, rs3797297) were genotyped using matrix assisted laser desorption/ionization time-of-flight mass spectrometer (MALDI-TOF MS) or microarrays. To elucidate the biological mechanisms, we performed in silico functional analyses for rs3797296 and rs3797297. Results: Baseline: In females only, the rs3797297 T allele was associated with higher muscle mass (β = 1.159, 95% confidence interval (CI): 0.202–2.116, P_adj = 0.034) and BMC (β = 0.127, 95% CI: 0.039–0.215, P_adj = 0.009), with the BMC effect significantly mediated by muscle mass. Exercise Response: Interventions improved body composition, particularly in females. Gene-Exercise Interaction: A significant interaction occurred exclusively in women undertaking hill climbing: the rs3797296 G allele was associated with attenuated muscle mass gains (β = −1.126 kg, 95% CI: −1.767 to −0.485, P_adj = 0.034). Baseline follistatin correlated with body composition (stronger in males) and increased post-exercise (primarily in males, Hill/Running groups) but did not mediate SNP effects on exercise adaptation. Functional annotation revealed that rs3797297 is a likely causal variant, acting as a skeletal muscle eQTL for the mitochondrial gene NDUFS4, suggesting a mechanism involving muscle bioenergetics. Conclusions: Findings indicate that FST polymorphisms associate with musculoskeletal traits in Northern Han Chinese. Mechanistic insights from functional annotation reveal potential pathways for these associations, highlighting the potential utility of these genetic markers for optimizing training program design. Full article
(This article belongs to the Section Human Genomics and Genetic Diseases)
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26 pages, 785 KiB  
Review
Exploring the Role of Genetic and Genomic Factors in Therapeutic Response to Heart Failure: A Comprehensive Analytical Review
by Aurora Ferro, Andrea Segreti, Simone Pasquale Crispino, Riccardo Cricco, Anna Di Cristo, Martina Ciancio, Fiorella Gurrieri, Gian Paolo Ussia and Francesco Grigioni
Genes 2025, 16(7), 801; https://doi.org/10.3390/genes16070801 - 4 Jul 2025
Viewed by 679
Abstract
Heart failure (HF) remains a leading cause of morbidity and mortality worldwide. Despite significant advances in pharmacological therapies, responses to treatment vary widely among patients. Growing evidence suggests that genetic factors play a crucial role in influencing individual responses to HF therapies. Genetic [...] Read more.
Heart failure (HF) remains a leading cause of morbidity and mortality worldwide. Despite significant advances in pharmacological therapies, responses to treatment vary widely among patients. Growing evidence suggests that genetic factors play a crucial role in influencing individual responses to HF therapies. Genetic variations, including single-nucleotide polymorphisms (SNPs), gene expression profiles, and epigenetic modifications, have been shown to affect drug metabolism, receptor sensitivity, and the molecular pathways involved in HF progression. These genetic determinants may not only predict the efficacy of common therapeutic agents such as angiotensin-converting enzyme inhibitors, beta-blockers, mineralocorticoid receptor antagonists, and sodium-glucose cotransporter-2 inhibitors, but also help identify patients at risk of adverse drug reactions. As personalized medicine continues to advance, a deeper understanding of the genetic basis of drug response in HF could enable more tailored treatment strategies, improving clinical outcomes and minimizing adverse effects. This review explores the current evidence on the genetic underpinnings of response to HF treatment and discusses its potential implications in clinical practice, highlighting current knowledge gaps. Full article
(This article belongs to the Section Human Genomics and Genetic Diseases)
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22 pages, 1702 KiB  
Article
Enhancing Grape Seed Germination and Seedling Development Through Varietal Responses to Sodium Nitroprusside and Gibberellic Acid Applications
by Özcan Kesen, Adem Yagci, Harlene Hatterman-Valenti and Ozkan Kaya
Horticulturae 2025, 11(7), 754; https://doi.org/10.3390/horticulturae11070754 - 1 Jul 2025
Viewed by 393
Abstract
Germination ability and seedling development of grape (Vitis vinifera L.) seeds show significant differences depending on cultivar characteristics and germination conditions, and this situation is known to create significant difficulties in grape breeding programs and vegetative propagation. In this study, we explored [...] Read more.
Germination ability and seedling development of grape (Vitis vinifera L.) seeds show significant differences depending on cultivar characteristics and germination conditions, and this situation is known to create significant difficulties in grape breeding programs and vegetative propagation. In this study, we explored the effects of different concentrations of sodium nitroprusside (SNP; 500–3000 ppm) and gibberellic acid (GA3) on seed germination and seedling growth in several grape cultivars. Our findings show that cultivar, treatment type, and their interaction had significant effects on both germination and growth. The 5 BB rootstock stood out with consistently high germination rates, reaching up to 95% with 1500 ppm SNP. Overall, SNP treatments outperformed both the control and GA3 applications, although the most effective concentration differed by cultivar. The most beneficial SNP doses ranged between 1000 and 3000 ppm, with 1500 ppm yielding the highest improvement, up to a 21.6% increase compared to the control. Notably, the ‘Çeliksu’ cultivar responded strongly to SNP, while ‘Rizpem’ showed weak germination, regardless of treatment. Seedling growth, as measured by plant height and node number, was also influenced by both treatment and cultivar, with 5 BB again showing the most robust development. Multivariate analyses revealed strong correlations across germination dates and growth traits. Higher SNP concentrations (1500–3000 ppm) consistently promoted better germination and seedling vigor than GA3 and untreated controls. These results highlight the importance of considering cultivar-specific responses and suggest that well-calibrated SNP applications could be a valuable tool for improving seed-based propagation in grape breeding programs. Full article
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14 pages, 271 KiB  
Communication
Novel Genetic Variants Associated with Diabetic Neuropathy Risk in Type 2 Diabetes: A Whole-Exome Sequencing Approach
by Noémi Hajdú, Dóra Zsuzsanna Tordai, Ramóna Rácz, Zsófia Ludvig, Ildikó Istenes, Magdolna Békeffy, Orsolya Erzsébet Vági, Anna Erzsébet Körei, Bálint Tóbiás, Anett Illés, Henriett Pikó, János P. Kósa, Kristóf Árvai, Péter András Lakatos, Péter Kempler and Zsuzsanna Putz
Int. J. Mol. Sci. 2025, 26(13), 6239; https://doi.org/10.3390/ijms26136239 - 28 Jun 2025
Viewed by 338
Abstract
The pathogenesis of diabetic neuropathy involves complex interactions between metabolic and genetic factors. This study aimed to identify novel genetic variants associated with neuropathy risk in type 2 diabetes through reanalysis of whole-exome sequencing data. We identified seven new SNPs with significant associations, [...] Read more.
The pathogenesis of diabetic neuropathy involves complex interactions between metabolic and genetic factors. This study aimed to identify novel genetic variants associated with neuropathy risk in type 2 diabetes through reanalysis of whole-exome sequencing data. We identified seven new SNPs with significant associations, including intronic variants in TTN, PLCB1, CCNI, and CDC34 and a 5′-upstream variant in BTG2. These variants are implicated in muscle elasticity, neurotransmission, endothelial regeneration, and apoptosis resistance, suggesting multifaceted genetic contributions to neuropathy development. These findings enhance our understanding of diabetic neuropathy and may support future advances in risk stratification and therapy development. Full article
(This article belongs to the Special Issue Genetic Variations in Human Diseases: 2nd Edition)
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