Identification of novel pathogenic variants in genes related to pancreatic β cell function: A multi-center study in Chinese with young-onset diabetes

To the Editor: Maturity-onset diabetes of the young (MODY) is characterized as a non-autoimmune form of diabetes with an autosomal dominant inheritance pattern. Due to the overlapping clinical phenotypes among MODY, such as type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM), over 80% of MODY patients are initially misdiagnosed.[1] In recent decades, the advent and development of next-generation sequencing technology have facilitated a deeper understanding of MODY. High-throughput sequencing has remarkably expanded our knowledge of the pathogenic patterns of MODY across diverse populations.[2,3] Given that the prevalence of MODY varies by ethnicity, clinical or research setting, selection criteria for identifying cases, and sequencing methods, the detection rate of causative genes differs among various study populations.[4] Since the majority of previous studies on monogenic diabetes have primarily focused on populations of European descent, particularly in pediatric groups, a lack of comprehensive understanding of the clinical and genetic architecture of MODY in Chinese patients constrains the development of relevant genetic services within the health care system. Therefore, in this multi-center study, we aimed to identify novel pathogenic variants in MODY genes in three cohorts from three centers, and thereby obtain essential information for effective implementation of risk assessment, genetic counseling, and personalized therapies for those with MODY in China. A total of 834 patients with early onset diabetes, including three cohorts and two new pedigrees, were included in this multi-center study [Supplementary Figure 1, https://links.lww.com/CM9/C343]. With reference to previous monogenic diabetes,[1] 23 genes related to MODY were included [Supplementary Table 1, https://links.lww.com/CM9/C343]. The criteria for selecting participants, high-throughput sequencing, genetic variation analysis, and pathogenicity assessment, and Sanger sequencing can be found in Supplementary Methods, https://links.lww.com/CM9/C343. This study was approved by the Ethics Committee of Shanghai Sixth People’s Hospital (No. Approval No. 2022-KY-164 [K]). In cohort 1, the detection rate of rare variants of MODY genes (minor allele frequency [MAF] <0.1% in East Asians) was 27.3% (56/205), and no rare variants were detected in the remaining 149 patients. The clinical characteristics of patients with or without MODY gene diabetes are summarized in Supplementary Table 2, https://links.lww.com/CM9/C343. According to the American College of Medical Genetics and Genomics (ACMG) guidelines, 24 rare variants were categorized as pathogenic (P), 13 as likely pathogenic (LP), and 20 as variants of uncertain significance (VUS) [Supplementary Table 3, https://links.lww.com/CM9/C343]. These variants included 46 missenses, three nonsenses, three frames shift deletion/insertion, four in-frame deletion/insertion, and one splice site [Supplementary Figure 2, https://links.lww.com/CM9/C343]. According to the final variant classification, 25 P and 13 LP were identified in 56 patients, and defined as “Positive cases (N = 38)”, achieving a diagnostic rate of 18.5% (38/205) [Supplementary Figure 3A, https://links.lww.com/CM9/C343]. Additionally, 18 patients with VUS were defined as “VUS cases (N = 18)”, and the remaining 149 patients with no rare variants were defined as “Negative cases (N = 149)”. Moreover, seven patients had rare variants in two different MODY genes (KCNJ11 and FOXA2, HNF1A and ABCC8, GCK, and INS, HNF4A and RFX6, APPL1, and RFX6, NEUROD1 and BLK, ABCC8, and ONECUT1) [Supplementary Table 4, https://links.lww.com/CM9/C343]. In terms of the number of rare variants detected in this cohort, GCK had the most pathogenic variants. Notably, RFX6 had the most abundant rare variants among the potential MODY genes [Figure 1]. Information regarding the identification of rare variants in cohort 1 is detailed in Supplementary Results, https://links.lww.com/CM9/C343. We reanalyzed the rare variants of RFX6 in 205 patients after expanding the threshold of MAF in East Asians (MAF <0.5%) in cohort 1, and identified five different RFX6 variants, including three-LP (p.H148R, p.G238E, and p.R752W) and two VUS (p.Q296K, and p.S906R). Besides, two rare variants c.2398G>A (p.G800R) and c.566+5G>A were identified in two new pedigrees from Shanghai [Supplementary Table 5, https://links.lww.com/CM9/C343]. Detailed clinical information about these patients harboring RFX6 rare variants is listed in Supplementary Table 6, https://links.lww.com/CM9/C343.Figure 1: The distribution of detected rare variants in cohort 1 is classified as P, LP, and VUS. LP: Likely pathogenic; P: Pathogenic; VUS: Variants of uncertain significance.In cohort 2, the overall clinical characteristics of 70 patients from Nanjing who underwent targeted sequencing are shown in Supplementary Table 7, https://links.lww.com/CM9/C343. A total of 130 genes involved in monogenic diabetes are listed in Supplementary Table 8, https://links.lww.com/CM9/C343, and the detection rate of rare variants in MODY genes (MAF <0.1% in East Asians) was 24.3% (17/70). According to the ACMG guidelines, 10 rare variants were categorized as P, three as LP, and six as VUS [Supplementary Figure 3B and Supplementary Table 9, https://links.lww.com/CM9/C343]. Additionally, 10 P and two LP were identified in 17 patients based on the final variant classification [Supplementary Table 9, https://links.lww.com/CM9/C343], achieving a total diagnostic rate of 17.1% (12/70) [Supplementary Figure 3A, https://links.lww.com/CM9/C343]. Besides, two patients had rare variants in two different MODY genes (GCK and APPL1, HNF1B and RFX6). Notably, we identified three rare variants in RFX6: p.F495V and p.P660R were classified as LP, and p.L533F was classified as VUS [Supplementary Tables 5 and 9, https://links.lww.com/CM9/C343]. Detailed clinical information about the three patients harboring RFX6 rare variants is provided in Supplementary Table 10, https://links.lww.com/CM9/C343. In cohort 3, the overall clinical characteristics of 557 patients from Beijing who underwent whole-exome sequencing (WES) are shown in Supplementary Table 7, https://links.lww.com/CM9/C343. Nine rare RFX6 variants (p.Q106E, p.T263M, p.Q296K, p.I321T, p.P612S, p.P660R, p.N768D, p.G815R, and p.D839N) were identified, in which p.Q106E, p.I321T, and p.P660R were classified as LP, and the remaining were classified as VUS [Supplementary Table 5, https://links.lww.com/CM9/C343]. These variants were further confirmed through Sanger sequencing [Supplementary Figure 4, https://links.lww.com/CM9/C343]. Comprehensive clinical data of patients harboring RFX6 rare variants are shown in Supplementary Table 11, https://links.lww.com/CM9/C343. The identification of RFX6 variants in different cohorts is elucidated in Supplementary Results, https://links.lww.com/CM9/C343. Furthermore, we conducted pedigree analysis on RFX6 variants in family P82, P136, P160, P120, S1, and S2 [Supplementary Figure 5A, https://links.lww.com/CM9/C343]. Sanger sequencing validation is presented in Supplementary Figure 6, https://links.lww.com/CM9/C343. We found that the proband, carrying a variant in RFX6 and another diabetes-related gene from each parent, developed diabetes at an earlier age, probably due to the combined effect of dual-genetic variants. We also mapped the rare variants of RFX6 onto a protein structure pattern diagram [Supplementary Figure 5B, https://links.lww.com/CM9/C343]. The conservatism of RFX6 variants were shown in Supplementary Figure 7, https://links.lww.com/CM9/C343. Detailed information of RFX6 varaints and pedigree analysis for each family are provided in Supplementary Results, https://links.lww.com/CM9/C343. A previous study with 36 European patients identified that RFX6 heterozygous nonsense variants (p.L292X and p.K351X) were associated with MODY with reduced penetrance.[5] This multi-center study of 834 individuals with young-onset diabetes, from various hospitals, enabled the identification of 17 novel rare variants of RFX6, including 15 missenses and two splicings. The majority of these variants are highly conserved evolutionarily, strongly indicating the deleterious pathogenicity in MODY. To advance molecular diagnostics for MODY, this multi-center study systematically investigated the spectrum of RFX6 rare variants in the Chinese population with early-onset diabetes. The high detection rate of RFX6 rare variants in those with early onset diabetes is further evidence for considering RFX6 as a candidate MODY gene, and for its inclusion in routine molecular diagnosis of MODY. The widespread application of high-throughput sequencing has greatly enhanced our comprehension of the dual-gene pathogenicity. In our study, the detection rate of dual-genetic variants was 3.4% (7/205) in the entire cohort 1, and 12.5% (7/56) among the positive cases of cohort 1. Meanwhile, the detection rate of dual-genetic variants was 2.9% (2/70) in the entire cohort 2, and 11.8% (2/17) among the positive cases of cohort 2. In addition to the dual-genetic variants of RFX6 and another diabetes-related gene, we collected samples only from the probands for other dual-genetic variants, which limited our ability to assess phenotype differences or severity within their families. Due to limited sample sizes, consistent phenotypes or patterns among dual-genetic variant carriers could not be identified. Further research on larger cohorts is warranted to elucidate the precise pathogenic patterns of dual-genetic variants in MODY. We speculate that individuals carrying dual-genetic variants might display earlier onset or greater severity of diabetes (such as an increased likelihood of complications) compared to those with single gene variants. In summary, these findings expand the known repertoire of pathogenic variants in MODY genes, offering insights into their prevalence among patients with young-onset diabetes in various Chinese cohorts. The identification of novel pathogenic variants, particularly in RFX6, enhances our understanding of the genetic basis of early onset diabetes and lays the foundation for improved diagnostic procedures, personalized treatment strategies, and enhanced genetic counseling services. We look forward to collaborating with other diabetes research centers in China to enroll a more comprehensive and larger cohort of early onset diabetes, which will provide deeper insights into the pathogenic patterns of dual-genetic variants. Acknowledgment The authors are grateful to the patients who participated in this study and would like to acknowledge the medical staff at the Department of Endocrinology and Metabolism in Shanghai Sixth People’s Hospital, Drum Tower Hospital affiliated with Nanjing University Medical School, and Peking University People’s Hospital. Funding This work was supported by grants from the National Natural Science Foundation of China for Distinguished Young Scholars (No. 82325010), Medical-Engineering Cross Foundation of Shanghai Jiao Tong University (No. YG2021ZD20), Shuguang Project (No. 21SG11), Innovative Research Team of High-level Local Universities in Shanghai (No. SHSMU-ZDCX20212700), Shanghai Sixth People’s Hospital Grant (No. ynhg202204), National Natural Science Foundation of China for Young Scientists (No. 82300891), Shanghai Research Center for Endocrine and Metabolic Diseases (No. 2022ZZ01002), National Key Clinical Specialty (No. Z155080000004), and Shanghai Municipal Key Clinical Specialty. Conflicts of interest None.

Authors

Institutions

Publication Details

Journal
Chinese Medical Journal
Published
2025-04-03
DOI
https://doi.org/10.1097/cm9.0000000000003514
Citations
1
Primary Topic
Pancreatic function and diabetes
Type
article
Field-Weighted Citation Impact
2.01
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Identification of novel pathogenic variants in genes related to pancreatic β cell function: A multi-center study in Chinese with young-onset diabetes

Yu Fan, Dandan Yan, Xianghui Chen, Linong Ji et al.
1 citations
Chinese Medical Journal
Pancreatic function and diabetes
2.01
article

Identification of novel pathogenic variants in genes related to pancreatic β cell function: A multi-center study in Chinese with young-onset diabetes

Yu Fan, Dandan Yan, Xianghui Chen, Linong Ji, Xiangyu Meng, Yan Bi, Cheng Hu, Ke Huang, Tianhao Ba, Tianwei Gu, Xiangnan Fang, Si Chen, Hongli Chen, Hong Zhang, Yanfang Zhang, Tongyu Wang, Hua Yang, Haoyong Yu, Yinfang Tu, Rong Zhang, Fengjing Liu, Danfeng Peng, Jie Xu, Xueyao Han, Siqian Gong
article en
1 citations

Abstract

To the Editor: Maturity-onset diabetes of the young (MODY) is characterized as a non-autoimmune form of diabetes with an autosomal dominant inheritance pattern. Due to the overlapping clinical phenotypes among MODY, such as type 1 diabetes mellitus (T1DM) and type 2 diabetes mellitus (T2DM), over 80% of MODY patients are initially misdiagnosed.[1] In recent decades, the advent and development of next-generation sequencing technology have facilitated a deeper understanding of MODY. High-throughput sequencing has remarkably expanded our knowledge of the pathogenic patterns of MODY across diverse populations.[2,3] Given that the prevalence of MODY varies by ethnicity, clinical or research setting, selection criteria for identifying cases, and sequencing methods, the detection rate of causative genes differs among various study populations.[4] Since the majority of previous studies on monogenic diabetes have primarily focused on populations of European descent, particularly in pediatric groups, a lack of comprehensive understanding of the clinical and genetic architecture of MODY in Chinese patients constrains the development of relevant genetic services within the health care system. Therefore, in this multi-center study, we aimed to identify novel pathogenic variants in MODY genes in three cohorts from three centers, and thereby obtain essential information for effective implementation of risk assessment, genetic counseling, and personalized therapies for those with MODY in China. A total of 834 patients with early onset diabetes, including three cohorts and two new pedigrees, were included in this multi-center study [Supplementary Figure 1, https://links.lww.com/CM9/C343]. With reference to previous monogenic diabetes,[1] 23 genes related to MODY were included [Supplementary Table 1, https://links.lww.com/CM9/C343]. The criteria for selecting participants, high-throughput sequencing, genetic variation analysis, and pathogenicity assessment, and Sanger sequencing can be found in Supplementary Methods, https://links.lww.com/CM9/C343. This study was approved by the Ethics Committee of Shanghai Sixth People’s Hospital (No. Approval No. 2022-KY-164 [K]). In cohort 1, the detection rate of rare variants of MODY genes (minor allele frequency [MAF] <0.1% in East Asians) was 27.3% (56/205), and no rare variants were detected in the remaining 149 patients. The clinical characteristics of patients with or without MODY gene diabetes are summarized in Supplementary Table 2, https://links.lww.com/CM9/C343. According to the American College of Medical Genetics and Genomics (ACMG) guidelines, 24 rare variants were categorized as pathogenic (P), 13 as likely pathogenic (LP), and 20 as variants of uncertain significance (VUS) [Supplementary Table 3, https://links.lww.com/CM9/C343]. These variants included 46 missenses, three nonsenses, three frames shift deletion/insertion, four in-frame deletion/insertion, and one splice site [Supplementary Figure 2, https://links.lww.com/CM9/C343]. According to the final variant classification, 25 P and 13 LP were identified in 56 patients, and defined as “Positive cases (N = 38)”, achieving a diagnostic rate of 18.5% (38/205) [Supplementary Figure 3A, https://links.lww.com/CM9/C343]. Additionally, 18 patients with VUS were defined as “VUS cases (N = 18)”, and the remaining 149 patients with no rare variants were defined as “Negative cases (N = 149)”. Moreover, seven patients had rare variants in two different MODY genes (KCNJ11 and FOXA2, HNF1A and ABCC8, GCK, and INS, HNF4A and RFX6, APPL1, and RFX6, NEUROD1 and BLK, ABCC8, and ONECUT1) [Supplementary Table 4, https://links.lww.com/CM9/C343]. In terms of the number of rare variants detected in this cohort, GCK had the most pathogenic variants. Notably, RFX6 had the most abundant rare variants among the potential MODY genes [Figure 1]. Information regarding the identification of rare variants in cohort 1 is detailed in Supplementary Results, https://links.lww.com/CM9/C343. We reanalyzed the rare variants of RFX6 in 205 patients after expanding the threshold of MAF in East Asians (MAF <0.5%) in cohort 1, and identified five different RFX6 variants, including three-LP (p.H148R, p.G238E, and p.R752W) and two VUS (p.Q296K, and p.S906R). Besides, two rare variants c.2398G>A (p.G800R) and c.566+5G>A were identified in two new pedigrees from Shanghai [Supplementary Table 5, https://links.lww.com/CM9/C343]. Detailed clinical information about these patients harboring RFX6 rare variants is listed in Supplementary Table 6, https://links.lww.com/CM9/C343.Figure 1: The distribution of detected rare variants in cohort 1 is classified as P, LP, and VUS. LP: Likely pathogenic; P: Pathogenic; VUS: Variants of uncertain significance.In cohort 2, the overall clinical characteristics of 70 patients from Nanjing who underwent targeted sequencing are shown in Supplementary Table 7, https://links.lww.com/CM9/C343. A total of 130 genes involved in monogenic diabetes are listed in Supplementary Table 8, https://links.lww.com/CM9/C343, and the detection rate of rare variants in MODY genes (MAF <0.1% in East Asians) was 24.3% (17/70). According to the ACMG guidelines, 10 rare variants were categorized as P, three as LP, and six as VUS [Supplementary Figure 3B and Supplementary Table 9, https://links.lww.com/CM9/C343]. Additionally, 10 P and two LP were identified in 17 patients based on the final variant classification [Supplementary Table 9, https://links.lww.com/CM9/C343], achieving a total diagnostic rate of 17.1% (12/70) [Supplementary Figure 3A, https://links.lww.com/CM9/C343]. Besides, two patients had rare variants in two different MODY genes (GCK and APPL1, HNF1B and RFX6). Notably, we identified three rare variants in RFX6: p.F495V and p.P660R were classified as LP, and p.L533F was classified as VUS [Supplementary Tables 5 and 9, https://links.lww.com/CM9/C343]. Detailed clinical information about the three patients harboring RFX6 rare variants is provided in Supplementary Table 10, https://links.lww.com/CM9/C343. In cohort 3, the overall clinical characteristics of 557 patients from Beijing who underwent whole-exome sequencing (WES) are shown in Supplementary Table 7, https://links.lww.com/CM9/C343. Nine rare RFX6 variants (p.Q106E, p.T263M, p.Q296K, p.I321T, p.P612S, p.P660R, p.N768D, p.G815R, and p.D839N) were identified, in which p.Q106E, p.I321T, and p.P660R were classified as LP, and the remaining were classified as VUS [Supplementary Table 5, https://links.lww.com/CM9/C343]. These variants were further confirmed through Sanger sequencing [Supplementary Figure 4, https://links.lww.com/CM9/C343]. Comprehensive clinical data of patients harboring RFX6 rare variants are shown in Supplementary Table 11, https://links.lww.com/CM9/C343. The identification of RFX6 variants in different cohorts is elucidated in Supplementary Results, https://links.lww.com/CM9/C343. Furthermore, we conducted pedigree analysis on RFX6 variants in family P82, P136, P160, P120, S1, and S2 [Supplementary Figure 5A, https://links.lww.com/CM9/C343]. Sanger sequencing validation is presented in Supplementary Figure 6, https://links.lww.com/CM9/C343. We found that the proband, carrying a variant in RFX6 and another diabetes-related gene from each parent, developed diabetes at an earlier age, probably due to the combined effect of dual-genetic variants. We also mapped the rare variants of RFX6 onto a protein structure pattern diagram [Supplementary Figure 5B, https://links.lww.com/CM9/C343]. The conservatism of RFX6 variants were shown in Supplementary Figure 7, https://links.lww.com/CM9/C343. Detailed information of RFX6 varaints and pedigree analysis for each family are provided in Supplementary Results, https://links.lww.com/CM9/C343. A previous study with 36 European patients identified that RFX6 heterozygous nonsense variants (p.L292X and p.K351X) were associated with MODY with reduced penetrance.[5] This multi-center study of 834 individuals with young-onset diabetes, from various hospitals, enabled the identification of 17 novel rare variants of RFX6, including 15 missenses and two splicings. The majority of these variants are highly conserved evolutionarily, strongly indicating the deleterious pathogenicity in MODY. To advance molecular diagnostics for MODY, this multi-center study systematically investigated the spectrum of RFX6 rare variants in the Chinese population with early-onset diabetes. The high detection rate of RFX6 rare variants in those with early onset diabetes is further evidence for considering RFX6 as a candidate MODY gene, and for its inclusion in routine molecular diagnosis of MODY. The widespread application of high-throughput sequencing has greatly enhanced our comprehension of the dual-gene pathogenicity. In our study, the detection rate of dual-genetic variants was 3.4% (7/205) in the entire cohort 1, and 12.5% (7/56) among the positive cases of cohort 1. Meanwhile, the detection rate of dual-genetic variants was 2.9% (2/70) in the entire cohort 2, and 11.8% (2/17) among the positive cases of cohort 2. In addition to the dual-genetic variants of RFX6 and another diabetes-related gene, we collected samples only from the probands for other dual-genetic variants, which limited our ability to assess phenotype differences or severity within their families. Due to limited sample sizes, consistent phenotypes or patterns among dual-genetic variant carriers could not be identified. Further research on larger cohorts is warranted to elucidate the precise pathogenic patterns of dual-genetic variants in MODY. We speculate that individuals carrying dual-genetic variants might display earlier onset or greater severity of diabetes (such as an increased likelihood of complications) compared to those with single gene variants. In summary, these findings expand the known repertoire of pathogenic variants in MODY genes, offering insights into their prevalence among patients with young-onset diabetes in various Chinese cohorts. The identification of novel pathogenic variants, particularly in RFX6, enhances our understanding of the genetic basis of early onset diabetes and lays the foundation for improved diagnostic procedures, personalized treatment strategies, and enhanced genetic counseling services. We look forward to collaborating with other diabetes research centers in China to enroll a more comprehensive and larger cohort of early onset diabetes, which will provide deeper insights into the pathogenic patterns of dual-genetic variants. Acknowledgment The authors are grateful to the patients who participated in this study and would like to acknowledge the medical staff at the Department of Endocrinology and Metabolism in Shanghai Sixth People’s Hospital, Drum Tower Hospital affiliated with Nanjing University Medical School, and Peking University People’s Hospital. Funding This work was supported by grants from the National Natural Science Foundation of China for Distinguished Young Scholars (No. 82325010), Medical-Engineering Cross Foundation of Shanghai Jiao Tong University (No. YG2021ZD20), Shuguang Project (No. 21SG11), Innovative Research Team of High-level Local Universities in Shanghai (No. SHSMU-ZDCX20212700), Shanghai Sixth People’s Hospital Grant (No. ynhg202204), National Natural Science Foundation of China for Young Scientists (No. 82300891), Shanghai Research Center for Endocrine and Metabolic Diseases (No. 2022ZZ01002), National Key Clinical Specialty (No. Z155080000004), and Shanghai Municipal Key Clinical Specialty. Conflicts of interest None.

Chinese Medical JournalVol. 138(9)
Shanghai Jiao Tong University (CN), Peking University (CN), Xian Central Hospital (CN), Nanjing Drum Tower Hospital (CN), First Affiliated Hospital of Xinxiang Medical University (CN), Peking University People's Hospital (CN), Luoyang Central Hospital Affiliated to Zhengzhou University (CN), First Affiliated Hospital of Gannan Medical University (CN), Shanghai Sixth People's Hospital (CN), Southern Medical University (CN), Henan Medical University (CN)
Openalex Percentile: Top 17%
Pancreatic function and diabetes
2.01
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.