1.One-hour OGTT reveals what conventional screening misses: A hidden prediabetes burden in Malaysia
Gerard Jason Mathews ; Seetha Devi Subramanian ; Nor Shaffinaz Yusoff Azmi Merican ; Shartiyah Ismail ; Joel Mathews ; Leng Ean Charis Kong ; Chong Hui Khaw ; Shubash Shander Ganapathy ; Arvinder-Singh HS
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):1-
Introduction:
Prediabetes or intermediate hyperglycemia (IH) represents a critical phase in the trajectory toward type 2 diabetes mellitus
(T2DM). Recent evidence from the International Diabetes Federation (IDF) suggests that 1-hour OGTT (1HOGTT) ≥8.6
mmol/L is a more sensitive biomarker for early beta-cell dysfunction, with enhanced detection of IH and future T2DM
risk. Conventional screening using hemoglobin A1c (HbA1c) or 2-Hour OGTT (2HOGTT) may delay identification
of prediabetes, narrowing the window for early intervention. This study evaluates 1HOGTT as a screening tool for
prediabetes among Malaysians.
Methodology:
This cross-sectional study enrolled adults without prior T2DM or prediabetes. Participants underwent 1HOGTT, 2HOGTT,
and HbA1c, classified as per the Malaysian Clinical Practice Guideline for T2DM (6th Edition) and IDF 2024 criteria.
Agreement between tests was assessed using McNemar’s test and Cohen’s kappa. Diagnostic accuracy was evaluated
via receiver operating characteristic (ROC) curve analysis. Cost-effectiveness was determined using reagent cost only.
Results:
The majority of the 310 participants were female (71.6%), Malay (87.1%), with average age of 40. The 1HOGTT identified
prediabetes in 21.6% (n = 67) compared to 17.1% (n = 53) by HbA1c and 2.6% (n = 8) by 2HOGTT. McNemar’s test confirmed
statistically significant discordance between 1HOGTT and 2HOGTT (chi-square = 53.397, p <0.001): 61 participants were
prediabetic by 1HOGTT but normal by 2HOGTT, versus only 2 in the reverse direction. No significant discordance was
found between 1HOGTT and HbA1c (chi-square = 2.817, p = 0.093). 1HOGTT demonstrated excellent discriminatory
ability against 2HOGTT (AUC = 0.908; 95% CI: 0.837–0.978), significantly outperforming HbA1c (AUC = 0.664; CI: 0.462–
0.867; DeLong p = 0.012). In a population-level cost analysis, 1HOGTT achieved lowest cost per prediabetes case detected
(RM 5.79) – approximately 8.3 times and 8.1 times more cost-effective than 2HOGTT (RM 48.08) and HbA1c (RM 46.78)
respectively.
Conclusion
1HOGTT identifies a significant proportion of individuals with prediabetes missed by 2HOGTT and HbA1c. Incorporating 1HOGTT enhances the detection of prediabetes, is cost-effective, and enables timely preventive measures in our
population with high diabetes burden.
Glucose Tolerance Test
;
Glycated Hemoglobin
;
Prediabetic State
2.Audit on HbA1c Test Utilization at Hospital Teluk Intan in 2025
Sun Choon Peng ; Syazana Jan Shari ; Maisara Idris
Journal of the ASEAN Federation of Endocrine Societies 2026;41(S1):47-
Introduction:
Hemoglobin A1c (HbA1c) is fundamental in the diagnosis
and longitudinal monitoring of diabetes mellitus. Appropriate utilization is essential to ensure optimal glycemic
control, cost-effectiveness, and laboratory efficiency.
Regular audits are crucial for assessing adherence to testing
intervals and for identifying gaps in diabetes management.
The aim was to evaluate the utilization pattern and glycemic
outcomes of HbA1c testing at Hospital Teluk Intan in 2025.
Methodology:
A retrospective descriptive audit was conducted using
Laboratory Information System data from 1 January to 31
December 2025. All HbA1c tests performed during the study
period were included. Rejected samples and duplicate tests
within 3 months for the same patient were excluded. Data
were analyzed for test volume, inpatient versus outpatient
distribution, age group, and glycemic control categories.
Results:
A total of 10,208 HbA1c tests were performed, with 987
(9.7%) rejected samples. Among valid requests, 3,561
(34.9%) were inpatient and 5,660 (55.4%) were outpatient.
Adults accounted for 9,196 tests (90.1%), while paediatric
requests were minimal (n = 25). Regarding glycemic status, 4,502 (44.1%) had HbA1c <6.5%,
and 828 (8.1%) were between 6.5 and 7.0%. Suboptimal
control (7.0–10.0%) was observed in 2,443 patients (23.9%),
while 1,448 (14.2%) demonstrated poor control (>10.0%).
Overall, 38.1% of patients had HbA1c ≥7.0%, indicating
inadequate glycemic control.
Conclusion
HbA1c testing at Hospital Teluk Intan is predominantly
utilized in adult and outpatient settings. Despite substantial
testing volume, over one-third of patients demonstrated
suboptimal or poor glycemic control, underscoring
persistent therapeutic gaps. These findings highlight the
need for strengthened diabetes management strategies
and targeted quality improvement initiatives to enhance
glycemic outcomes and optimize resource utilization.
Glycated Hemoglobin
;
Hospitals
3.Association between metabolic parameters and erection in erectile dysfunction patients with hyperuricemia.
Guo-Wei DU ; Pei-Ning NIU ; Zhao-Xu YANG ; Xing-Hao ZHANG ; Jin-Chen HE ; Tao LIU ; Yan XU ; Jian-Huai CHEN ; Yun CHEN
Asian Journal of Andrology 2025;27(4):482-487
The relationship between hyperuricemia (HUA) and erectile dysfunction (ED) remains inadequately understood. Given that HUA is often associated with various metabolic disorders, this study aims to explore the multivariate linear impacts of metabolic parameters on erectile function in ED patients with HUA. A cross-sectional analysis was conducted involving 514 ED patients with HUA in the Department of Andrology, Jiangsu Province Hospital of Chinese Medicine (Nanjing, China), aged 18 to 60 years. General demographic information, medical history, and laboratory results were collected to assess metabolic disturbances. Sexual function was evaluated using the 5-item version of the International Index of Erectile Function (IIEF-5) questionnaire. Based on univariate analysis, variables associated with IIEF-5 scores were identified, and the correlations between them were evaluated. The effects of these variables on IIEF-5 scores were further explored by multiple linear regression models. Fasting plasma glucose ( β = -0.628, P < 0.001), uric acid ( β = -0.552, P < 0.001), triglycerides ( β = -0.088, P = 0.047), low-density lipoprotein cholesterol ( β = -0.164, P = 0.027), glycated hemoglobin (HbA1c; β = -0.562, P = 0.012), and smoking history ( β = -0.074, P = 0.037) exhibited significant negative impacts on erectile function. The coefficient of determination ( R ²) for the model was 0.239, and the adjusted R ² was 0.230, indicating overall statistical significance ( F -statistic = 26.52, P < 0.001). Metabolic parameters play a crucial role in the development of ED. Maintaining normal metabolic indices may aid in the prevention and improvement of erectile function in ED patients with HUA.
Humans
;
Male
;
Erectile Dysfunction/metabolism*
;
Hyperuricemia/metabolism*
;
Adult
;
Middle Aged
;
Cross-Sectional Studies
;
Glycated Hemoglobin/metabolism*
;
Blood Glucose/metabolism*
;
Uric Acid/blood*
;
Young Adult
;
Triglycerides/blood*
;
Adolescent
;
Cholesterol, LDL/blood*
;
Penile Erection/physiology*
;
Surveys and Questionnaires
4.Analysis of Genetic Test Results and Red Blood Cell Parameters of β-Thalassemia in Kunming Area.
Xiao-Lu GUO ; Ya-Min WU ; Yan-Liang ZHANG
Journal of Experimental Hematology 2025;33(2):481-485
OBJECTIVE:
To investigate the gene carrier rate and genotype distribution characteristics of thalassemia in the population of Kunming, and compare the differences of red blood cell (RBC) parameters between β+ heterozygous carriers, β0 heterozygous carriers and healthy population, as well as between different sexes of adults aged 18-45 years.
METHODS:
A retrospective analysis of 3 195 cases of thalassemia gene screened in the First Affiliated Hospital of Kunming Medical University from April 1, 2020 to March 31, 2022 was performed to detect 21 mutations of β-globin genes which was common in Chinese people using fluorescence PCR melting curve method. Patients with single heterozygous carrying β-thalassemia gene were divided into β+ heterozygote group and β0 heterozygote group, while the control group consisted of 219 healthy individuals. Four indices, including RBC, hemoglobin (Hb), mean corpuscular volume (MCV), and mean corpuscular hemoglobin (MCH) were collected from all β heterozygous carriers and 219 healthy people, and compared between β+ heterozygote group, β0 heterozygote group and control group, as well as between β+ heterozygous carriers, β0 heterozygous carriers and healthy population of different sexes aged 18-45 years.
RESULTS:
There were 688 cases confirmed thalassemia gene carriers, accounting for 21.53%. Among them, 322 cases were found to have β-globin gene mutations, including 145 cases of β+ heterozygote, 151 cases of β0 heterozygote, and 14 cases of β+ homozygotes as well as β+ and β0 dual heterozygotes. Additionally, 12 cases were found to have simultaneous mutation or deletion of β-globin and α-globin. The carrier rate of CD26 G>A mutation in β+ thalassemia was the highest, accounting for 57.9%, while in β0 thalassemia CD17 A>T was the highest, accounting for 46.4%. The erythrocyte parameters of 296 β heterozygous mutation carriers were compared with the normal reference interval, and it was found that 218 cases with RBC value greater than the highest value of reference interval, while 105, 281, and 269 cases with Hb, MCV, and MCH value less than the lowest value of reference interval, respectively. There were significant differences in the 4 erythrocyte parameters between β+ heterozygotes, β0 heterozygotes and healthy individuals (all P < 0.001), and further comparison between different sexes also showed significant differences (all P < 0.001).
CONCLUSIONS
The carrier rates of thalassemia gene and β-thalassemia heterozygote are both at high level in Kunming, and there are significant differences in the erythrocyte parameters between β+ heterozygous carriers, β0 heterozygous carriers and healthy individuals. When genetic counseling, it is necessary to inform and strengthen screening among adults of marriageable age to prevent birth of children with severe thalassemia.
Humans
;
beta-Thalassemia/blood*
;
Adult
;
Heterozygote
;
Male
;
Female
;
beta-Globins/genetics*
;
Retrospective Studies
;
Middle Aged
;
Mutation
;
Adolescent
;
Genotype
;
Erythrocytes
;
Erythrocyte Indices
;
Young Adult
;
China
;
Genetic Testing
;
Asian People/genetics*
5.Impact of PCSK9 Inhibitor Recaticimab on Hyperlipidemia and Plasma Glucose: A Randomized, Double-Blind, Placebo-Controlled Phase 1b/2 Study.
Ye HU ; Chen CHEN ; Xiao Hui HE ; Shu Yu ZHANG ; Xu Hong WANG
Biomedical and Environmental Sciences 2025;38(10):1246-1254
OBJECTIVE:
Recaticimab (SHR-1209) significantly reduces low-density lipoprotein cholesterol levels. However, its effect on glucose metabolism remains unclear. This study aimed to evaluate its effect on glycemic parameters in a Chinese population.
METHODS:
Recaticimab versus placebo was administered in a 5:1 ratio to 110 hyperlipidemia patients who were followed up for 24 weeks. Glycated hemoglobin (HbA1c) levels were measured at baseline every 12 weeks. Fasting plasma glucose (FPG) levels were measured at baseline at week 1, 3, 5, 8, 12, 16, 20, and 24. Repeated-measures mixed-effects models were used to determine the longitudinal association between reacticimab and FPG and HbA1c levels.
RESULTS:
Among the 81 participants with normal glucose metabolism, HbA1c levels significantly decreased ( F = 4.568, P = 0.036). In the 29 participants with abnormal glucose metabolism, a significant time effect was observed for FPG levels ( F = 2.492, P = 0.016). For participants with normal and abnormal glucose metabolism, no significant group × time interaction effects on FPG or HbA1c levels were identified.
CONCLUSION
Recaticimab showed no adverse glycemic effects in participants with normal or abnormal glucose metabolism, indicating its safety in patients with or without diabetes.
Humans
;
Male
;
Female
;
Blood Glucose/drug effects*
;
Middle Aged
;
Double-Blind Method
;
Hyperlipidemias/blood*
;
Antibodies, Monoclonal, Humanized/therapeutic use*
;
PCSK9 Inhibitors
;
Glycated Hemoglobin
;
Aged
;
Adult
;
Proprotein Convertase 9
6.The impact and clinical implication of variants in the start codon of HBA gene on the phenotype of thalassemia.
Bairu LAI ; Yiyuan GE ; Xiaomin MA ; Guangkuan ZENG ; Xiaohua YU ; Jianlian LIANG ; Yanbin CAO ; Liye YANG
Chinese Journal of Medical Genetics 2025;42(1):51-55
OBJECTIVE:
To analyze the correlation between variants in the start codon of the α-globin gene and phenotypes of thalassemia, so as to provide a basis for the diagnosis and prevention of α-thalassemia.
METHODS:
A retrospective study was conducted on 7 patients diagnosed by Yangjiang People's Hospital and Guangzhou Hybribio Co. Ltd., from June 2019 to October 2022. Routine blood tests and hemoglobin electrophoresis were carried out. Potential variants were identified through polymerase chain reaction (PCR) combined with Reverse dot blotting (RDB), Gap-PCR, and Sanger sequencing. This study has been approved by the Medical Ethics Committee of People's Hospital of Yangjiang (Ethics No: 20240001).
RESULTS:
For the 7 patients, results of blood routine test of one case was unknown, and that of another was normal. The remaining 5 cases had presented with microcytic hypochromic anemia. The results of hemoglobin electrophoresis showed that one case had normal Hb A and slightly lower Hb A2, whilst another had significantly decreased Hb A and Hb A2, in addition with the appearance of a Hb H band. The content of Hb Bart's in four neonates was ≥ 0.4%. The remaining one case had no result. Genetic testing has identified 4 rare start codon mutations, namely HBA2: c.2delT, HBA2: c.1A>G, HBA2: c.1A>T, and HBA1: c.2T>C. Among these, Patient 1 had harbored compound heterozygous variants of HBA2: c.427T>C (Hb CS) and HBA2: c.2delT. Patient 4 had harbored compound heterozygous variants of HBA2: c.1A>G and Southeast Asian type deletion.
CONCLUSION
Heterozygotes with HBA start codon variants usually present as silent or mild thalassemia, and the symptoms of anemia may deteriorate when combined with other α-thalassemia variant. The HBA2: c.1A>T start codon variant was unreported previously in China. The detection of start codon variants has helped to clarify the causes of anemia, genetic counseling, and guidance for reproduction.
Humans
;
Phenotype
;
Codon, Initiator/genetics*
;
Female
;
Male
;
Retrospective Studies
;
alpha-Globins/genetics*
;
alpha-Thalassemia/genetics*
;
Hemoglobin A/genetics*
;
Adult
;
Mutation
7.Analysis of hematological characteristics of patients with three common deletional β-thalassemias and concomitant α-thalassemia in Huizhou, Guangdong province.
Zhiyang GUAN ; Dina CHEN ; Zeyan ZHONG ; Zhiyong WU ; Guoxing ZHONG ; Shaohui HUANG ; Jianhong CHEN
Chinese Journal of Medical Genetics 2025;42(2):129-136
OBJECTIVE:
To analyze the hematological characteristics of patients with three common deletional β-thalassemia and concomitant α-thalassemia in Huizhou, Guangdong province.
METHODS:
A total of 1 335 subjects of childbearing age with hemoglobin F (Hb F) ≥ 5% at the Huizhou First Maternal and Child Health Care Hospital between June 2014 and December 2023 were enrolled as our study cohort. The hematological parameters were determined by blood cell counters and automatic capillary electrophoresis, while liquid phase chip and gap-PCR were employed for the detection of routine thalassemias and the three common deletional β-thalassemia, respectively. The hematological characteristics of patients with the deletional β-thalassemia were analyzed. This study was reviewed and approved by the Ethics Committee of Huizhou First Maternal and Child Health Care Hospital [Ethics No. 20231107(B2)].
RESULTS:
A total of 384 cases of the three common deletional β-thalassemia were identified, including 184 cases of Chinese Gγ+(Aγδβ)0, 191 cases of Southeast Asian hereditary persistence of fetal hemoglobin (SEA-HPFH), and nine cases of Chinese Taiwanese, for a total detection rate of 28.76%. Patients who did not meet the established criteria were excluded from the study, leaving 372 cases. All of which presented with hypochromic microcytic anemia and significantly elevated Hb F. Except for normal or decreasing of Hb A2 levels in patients with Chinese Gγ+(Aγδβ)0, the levels of Hb A2 in patients with the other two deletional β-thalassemia were increased with different degrees. Differential comparison results showed that significant differences were observed in Hb A2 and Hb F values among the groups of the three common deletional β-thalassemia heterozygotes (P < 0.05). According to the type of gene variation, 180 patients with Chinese Gγ+(Aγδβ)0 heterozygotes were divided into three groups, including αα/αα, Chinese Gγ+(Aγδβ)0/βN (149), -α/αα, Chinese Gγ+(Aγδβ)0/βN (14), and --/αα, Chinese Gγ+(Aγδβ)0/βN (17). Similarly, 179 patients with SEA-HPFH heterozygotes were divided into three groups, including αα/αα, SEA-HPFH/βN (150), -α/αα, SEA-HPFH/βN (12), and --/αα, SEA-HPFH/βN (17). Differential comparison results showed that the Hb F levels of the Chinese Gγ+(Aγδβ)0 combined with α0-thalassemia group were significantly lower than those of the Chinese Gγ+(Aγδβ)0 combined with α+-thalassemia group and the control group (P < 0.05). The mean corpuscular volume (MCV), mean corpuscular hemoglobin (MCH), and Hb F values of the SEA-HPFH combined with α0-thalassemia group were significantly lower than those of the SEA-HPFH combined with α+-thalassemia group and the control group (P < 0.05).
CONCLUSION
The above research results can not only enhance the ability of clinicians to identify deletional β-thalassemia and concomitant α-thal, improve the level of genetic counseling, but also provide data support for the development of deletional β-thalassemia prevention and control programme and the development of prenatal and postnatal care.
Humans
;
beta-Thalassemia/complications*
;
alpha-Thalassemia/complications*
;
Female
;
China
;
Male
;
Adult
;
Fetal Hemoglobin/genetics*
;
Adolescent
;
Young Adult
8.Frontiers in subclinical atherosclerosis and the latest in early life preventive cardiology.
Mayank DALAKOTI ; Ching Kit CHEN ; Ching-Hui SIA ; Kian-Keong POH
Singapore medical journal 2025;66(3):141-146
Subclinical atherosclerosis underlies most cardiovascular diseases, manifesting before clinical symptoms and representing a key focus for early prevention strategies. Recent advancements highlight the importance of early detection and management of subclinical atherosclerosis. This review underscores that traditional risk factor levels considered safe, such as low-density lipoprotein cholesterol (LDL-C) and glycated haemoglobin (HbA1c), may still permit the development of atherosclerosis, suggesting a need for stricter thresholds. Early-life interventions are crucial, leveraging the brain's neuroplasticity to establish lifelong healthy habits. Preventive strategies should include more aggressive management of LDL-C and HbA1c from youth and persist into old age, supported by public health policies that promote healthy environments. Emphasising early education on cardiovascular health can fundamentally shift the trajectory of cardiovascular disease prevention and optimise long-term health outcomes.
Humans
;
Atherosclerosis/diagnosis*
;
Risk Factors
;
Cardiovascular Diseases/prevention & control*
;
Cholesterol, LDL/blood*
;
Glycated Hemoglobin
;
Cardiology/trends*
;
Heart Disease Risk Factors
9.Comparison of glucose fluctuation between metformin combined with acarbose or sitagliptin in Chinese patients with type 2 diabetes: A multicenter, randomized, active-controlled, open-label, parallel design clinical trial.
Xiaoling CAI ; Suiyuan HU ; Chu LIN ; Jing WU ; Junfen WANG ; Zhufeng WANG ; Xiaomei ZHANG ; Xirui WANG ; Fengmei XU ; Ling CHEN ; Wenjia YANG ; Lin NIE ; Linong JI
Chinese Medical Journal 2025;138(9):1116-1125
BACKGROUND:
Alpha-glucosidase inhibitors or dipeptidyl peptidase-4 inhibitors are both hypoglycemia agents that specifically impact on postprandial hyperglycemia. We compared the effects of acarbose and sitagliptin add on to metformin on time in range (TIR) and glycemic variability (GV) in Chinese patients with type 2 diabetes mellitus through continuous glucose monitoring (CGM).
METHODS:
This study was a randomized, open-label, active-con-trolled, parallel-group trial conducted at 15 centers in China from January 2020 to August 2022. We recruited patients with type 2 diabetes aged 18-65 years with body mass index (BMI) within 19-40 kg/m 2 and hemoglobin A1c (HbA1c) between 6.5% and 9.0%. Eligible patients were randomized to receive either metformin combined with acarbose 100 mg three times daily or metformin combined with sitagliptin 100 mg once daily for 28 days. After the first 14-day treatment period, patients wore CGM and entered another 14-day treatment period. The primary outcome was the level of TIR after treatment between groups. We also performed time series decomposition, dimensionality reduction, and clustering using the CGM data.
RESULTS:
A total of 701 participants received either acarbose or sitagliptin treatment in combination with metformin. There was no statistically significant difference in TIR between the two groups. Time below range (TBR) and coefficient of variation (CV) levels in acarbose users were significantly lower than those in sitagliptin users. Median (25th percentile, 75th percentile) of TBR below target level <3.9 mmol/L (TBR 3.9 ): Acarbose: 0.45% (0, 2.13%) vs . Sitagliptin: 0.78% (0, 3.12%), P = 0.042; Median (25th percentile, 75th percentile) of TBR below target level <3.0 mmol/L (TBR 3.0 ): Acarbose: 0 (0, 0.22%) vs . Sitagliptin: 0 (0, 0.63%), P = 0.033; CV: Acarbose: 22.44 ± 5.08% vs . Sitagliptin: 23.96 ± 5.19%, P <0.001. By using time series analysis and clustering, we distinguished three groups of patients with representative metabolism characteristics, especially in GV (group with small wave, moderate wave and big wave). No significant difference was found in the complexity of glucose time series index (CGI) between acarbose users and sitagliptin users. By using time series analysis and clustering, we distinguished three groups of patients with representative metabolism characteristics, especially in GV.
CONCLUSIONS:
Acarbose had slight advantages over sitagliptin in improving GV and reducing the risk of hypoglycemia. Time series analysis of CGM data may predict GV and the risk of hypoglycemia.
TRIAL REGISTRATION
Chinese Clinical Trial Registry: ChiCTR2000039424.
Humans
;
Metformin/therapeutic use*
;
Sitagliptin Phosphate/therapeutic use*
;
Acarbose/therapeutic use*
;
Diabetes Mellitus, Type 2/blood*
;
Middle Aged
;
Male
;
Female
;
Adult
;
Blood Glucose/drug effects*
;
Hypoglycemic Agents/therapeutic use*
;
Aged
;
Glycated Hemoglobin/metabolism*
;
Adolescent
;
Young Adult
;
China
;
East Asian People
10.Association between blood glucose indicators and metabolic diseases in the Chinese population: A national cross-sectional study.
Lijun TIAN ; Cihang LU ; Di TENG ; Weiping TENG
Chinese Medical Journal 2025;138(17):2159-2169
BACKGROUND:
Studies on the impact of blood glucose indicators on metabolism remain relatively scarce. The aim of this study was to investigate the associations between blood glucose indicators and metabolic disorders in China.
METHODS:
Data were from the Thyroid disorders, Iodine status and Diabetes Epidemiological survey (TIDE survey), which randomly selected 31 cities from 31 provinces in the Chinese mainland. A total of 68,383 participants without preexisting diabetes and have complete data on blood glucose, lipids, and blood pressure were included in the analysis. The diabetic population was divided into seven groups based on different types of elevated blood glucose levels, including fasting plasma glucose (FPG), postprandial glucose (PPG), and hemoglobin A1c (HbA1c): FPG ≥7 mmol/L; PPG ≥11.1 mmol/L; HbA1c ≥6.5%; FPG ≥7 mmol/L and PPG ≥11.1 mmol/L; FPG ≥7 mmol/L and HbA1c ≥6.5%; PPG ≥11.1 mmol/L and HbA1c ≥6.5%; FPG ≥7 mmol/L, PPG ≥11.1 mmol/L, and HbA1c ≥6.5%. The effects of each blood glucose indicator on metabolism were investigated separately. Weighted calculation was applied during the analysis, with the weighting coefficient based on the number of people corresponding to the population characteristics of each sample in the 2010 Chinese Census. A logistic regression model with restricted cubic splines (RCS) was employed to characterize the nonlinear associations of age and body mass index (BMI) with the risk of diabetes subtypes defined by distinct blood glucose indicators elevations, as well as the relationships between different blood glucose indicators (FPG, PPG, HbA1c) and the risk of metabolic disorders such as hypertension, hypertriglyceridemia, hypercholesterolemia, high low-density lipoprotein cholesterol (high LDL-C) and low high-density lipoprotein cholesterol (low HDL-C).
RESULTS:
Among individuals with diabetes, elevated PPG alone was the most common abnormality, affecting 26.96% (1382/5127) of the population. Among the seven groups with only one elevated blood glucose indicator, individuals with elevated PPG alone exhibited the highest mean levels of triglycerides (TG) at 2.11 mmol/L (95% confidence interval [CI]: 1.97-2.25 mmol/L, P = 0.004), total cholesterol (TC) at 5.26 mmol/L (95% CI: 5.18-5.33 mmol/L, P <0.001), and low-density lipoprotein cholesterol (LDL-C) at 3.12 mmol/L, (95% CI: 3.06-3.19 mmol/L, P = 0.001). Individuals with elevated PPG alone showed a high prevalence of hypertension (806/1382, 58.32%), hypertriglyceridemia (676/1382, 48.91%), hypercholesterolemia (694/1382, 50.22%), High LDL-C (525/1382, 37.94%), and Low HDL-C (364/1382, 26.34%). The association of age and BMI with the risk of diabetes revealed that the older the patient, the steeper the RCS curve for the odds ratio (OR) of diabetes with elevated PPG alone (age = 60, OR = 2.79, 95% CI [2.49-3.12], P <0.01). Similarly, as BMI increased, the RCS curve for the OR of diabetes with elevated HbA1c alone also steepened (BMI = 35, OR = 3.75, 95% CI [3.23-4.35], P <0.001). Additionally, the RCS yielded a positive association between blood glucose indicators and metabolic diseases risk. In individuals with diabetes, RCS for both the ORs of metabolic diseases (hypertension, hypertriglyceridemia, hypercholesterolemia, high LDL-C, low HDL-C) and the levels of metabolic indicators (TG, TC, LDL-C, HDL-C) revealed some inflection points within the ranges of FPG 5-6 mmol/L, PPG 6-8 mmol/L, and HbA1c 5.5-6.0%.
CONCLUSIONS
PPG is more closely related to metabolic disorders than FPG and HbA1c in people with diabetes. For patients with diabetes and metabolic disorders, it may be necessary to monitor blood glucose fluctuations within specific ranges (FPG 5-6 mmol/L, PPG 6-8 mmol/L, and HbA1c 5.5-6.0%).
Humans
;
Female
;
Cross-Sectional Studies
;
Male
;
Blood Glucose/metabolism*
;
Middle Aged
;
Glycated Hemoglobin/metabolism*
;
Adult
;
Metabolic Diseases/epidemiology*
;
Aged
;
China
;
Diabetes Mellitus/blood*
;
East Asian People


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