1.Key Genes in Phenylpropanoid Biosynthesis Pathway of Lonicera macranthoides Based on Transcriptome and Metabolome Conjoint Analysis
Jiawei HE ; Jingyu ZHANG ; Juan ZENG ; Jiayuan ZHU ; Simin ZHOU ; Meiling QU ; Ribao ZHOU ; Xiangdan LIU
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(8):167-175
ObjectiveBased on the conjoint analysis of transcriptome and metabolome, the key genes in the phenylpropanoid biosynthesis pathway of Lonicera macranthoides were explored, which provided a basis for further exploring the synthesis and regulation mechanism of phenylpropanoid compounds in "Xianglei" L. macranthoides. MethodsThe stem, leaves, and three flowering flowers of "Xianglei" L. macranthoides were selected as experimental materials to construct transcriptome and metabolome. The transcriptome and metabolomics were conjointly analyzed by the Kyoto Encyclopedia of Genes and Genomes (KEGG) database and weighted correlation network analysis (WGCNA), and the key genes in the phenylpropanoid biosynthesis pathway of L. macranthoides were explored. ResultsIn this study, 77 differential phenylpropanoids and 315 differential genes were found. Through the joint analysis of transcription and metabolism, nine key differential metabolites and four key genes related to them were finally discovered. Among them, cinnamic acid, 5-O-caffeoylshikimic acid,sinapyl alcohol, and chlorogenic acid were higher in flowers, and the content of the iconic effective component, namely chlorogenic acid,decreased sharply during the withering period. Caffeic acid,ferulic acid, 5-hydroxyconiferaldehyde,p-coumaryl alcohol, and syringin were higher in leaves. These four key genes belong to the cinnamic alcohol dehydrogenase (CAD) family, 4-coumaric acid: Coenzyme A (4CL) family, hydroxycinnamyl transferase (HCT) family, and L-phenylalanine ammonlyase (PAL) family genes. ConclusionAmong the four key genes excavated from L. macranthoides, TRINITY_DN42767_c0_g6 is related to the synthesis of p-coumaryl alcohol and sinapyl alcohol. TRINITY_DN43525_c4_g1 uses caffeic acid,ferulic acid,and cinnamic acid as substrates to catalyze the next reaction. TRINITY_DN47958_c3_g4 correlates with the synthesis of 3-p-coumaroyl quinic acid and caffeoyl-CoA, and TRINITY_DN52595_c1_g2 correlates with cinnamic acid synthesis. These findings provide a basis for further exploring the synthesis and regulation mechanism of phenylpropanoids in "Xianglei" L. macranthoides.
2.Effect of "Fahan" on Metabolites of Blumea balsamifera Analyzed by Non-targeted Metabolomics
Jiayuan CAO ; Xin XU ; Xiangsheng ZHANG ; Bingnan LIU ; Yongyao WEI ; Ke ZHONG ; Yuxin PANG
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(2):200-207
ObjectiveTo characterize the changes of metabolites of Blumea balsamifera in the process of sweating by non-targeted metabolomics, and to investigate the influence of sweating processing on the constituents of B. balsamifera. MethodsUltra performance liquid chromatography-quadrupole/electrostatic field orbitrap high resolution mass spectrometry(UPLC-Q-Exactive Orbitrap-MS) metabolomics was used to identify the metabolites in no sweating group(F1), sweating 2 d group(F2) and sweating 4 d group(F3), the differences of metabolites between the groups were compared by principal component analysis(PCA) and orthogonal partial least squares-discriminant analysis(OPLS-DA), and differential metabolites were screened according to the variable importance in the projection(VIP) value>1 and P<0.05, and the pathway enrichment of the differential metabolites was analyzed by Kyoto Encyclopedia of Genes and Genomes(KEGG). ResultsThe results of PCA and OPLS-DA showed a clear distinction between the three groups of samples, indicating significant differences in the compositions of the three groups of samples. A total of 433 differential metabolites were screened between the F1 and F2, with 154 up-regulated and 279 down-regulated, the significant up-regulated metabolites were tangeritin, 5-O-demethylnobiletin and so on, while the metabolites with significant down-regulation included alternariol, fortunellin, etc. A total of 379 differential metabolites were screened between the F2 and F3, with 150 up-regulated and 229 down-regulated, the significant up-regulated metabolites were isoimperatorin, helianyl octanoate and so on, and the significant down-regulated metabolites were hovenoside I, goyasaponin Ⅲ, etc. KEGG pathway enrichment analysis showed that tyrosine metabolism, isoquinoline alkaloid biosynthesis, phenylalanine, tyrosine and tryptophan biosynthesis, tryptophan metabolism, valine, leucine and isoleucine biosynthesis, pantothenate and coenzyme A biosynthesis may be the key pathways affecting metabolite differences of B. balsamifera after sweating treatment. ConclusionSweating can reduce the content of endophytic mycotoxins in B. balsamifera and has a great impact on the synthesis and metabolic pathways of total flavonoids and auxin. This study can provide a reference for the process research on the sweating conditions of B. balsamifera.
3.Fufang Kangjiaolv Capsules Treat Anxiety in Rat Model of Chronic Restraint Stress via Microbiota-gut-brain Axis
Wenxin FAN ; Tingyue JIANG ; Yu WANG ; Ge ZHANG ; Yifan LU ; Mengmeng LIU ; Jiayuan LI ; Renzhi MA ; Jinli SHI
Chinese Journal of Experimental Traditional Medical Formulae 2025;31(4):95-107
ObjectiveTo observe the intervention effect of Fufang Kangjiaolv capsules on anxiety-like behaviors in the rat model of chronic restraint stress (CRS) and explore the mechanism underlying the anti-anxiety effect via the microbiota-gut-brain axis. MethodsRats were assigned into blank, model, positive drug (diazepam, 1 mg·kg-1), and low-, medium-, and high-dose (0.75, 1.5, 3 g·kg-1, respectively) Fufang Kangjiaolv capsules groups. After 14 days of administration, the elevated plus maze test, open field test, light and dark box test, and marble burying test were performed. Hematoxylin-eosin staining was employed to observe the pathological changes in the hippocampus and colon of rats, and Nissl staining was conducted to observe the damage of hippocampal neurons. The gut microbiota was analyzed by 16S rRNA gene sequencing. Real-time fluorescence quantitative polymerase chain reaction (Real-time PCR) was employed to determine the mRNA levels of zonula occludens-1 (ZO-1) and occludin in the colon of rats. The levels of tumor necrosis factor-α (TNF-α), interleukin-6 (IL-6), and interleukin-1β (IL-1β) in the colon, serum, and hippocampus were determined by enzyme-linked immunosorbent assay. Western blot was employed to determine the protein levels of ZO-1, occludin, nuclear factor-κB p65 (NF-κB p65) in the colon tissue and NF-κB p65 and brain-derived neurotrophic factor (BDNF) in the hippocampal tissue. ResultsCompared with the blank group, the model group showed reductions in the time and frequency ratio of rats entering the elevated plus maze, the time and frequency of rats entering the central area of the open field, the time of entering the open box, the times of passing through the light and dark box, and the number of unburied beads (P<0.05, P<0.01). Compared with the model group, Fufang Kangjiaolv capsules ameliorated the anxiety of the model rats to varying degrees, and the high-dose group had the best effect, with increases in the proportions of time and frequency of rats entering the open arm in the elevated plus maze (P<0.05), the number of rats entering the central area in the open field (P<0.05), the time of entering the open box, the times of passing through the light and dark boxes, and the number of unburied beads (P<0.01). Moreover, the high-dose group showed alleviated pathological damage of hippocampal neurons and colon. The results of 16S rRNA gene sequencing showed that the model group had increased relative abundance of Firmicutes, Deferribacterota, Romboutsia, and Phascolarctobacterium, while it had decreased relative abundance of Bavcteroidota and Lactobacillus. The drug administration groups showed increased relative abundance of Bavcteroidota, Bacteroides, norank f norank o Clostridia UCG-014, and Blautia and decreased relative abundance of Firmicutes and Deferribacterota. Compared with the blank group, the model group showed down-regulated protein and mRNA levels of ZO-1 and occludin in the colon (P<0.01), elevated levels of TNF-α, IL-6, and IL-β in the colon, serum, and hippocampus (P<0.01), up-regulated protein level of NF-κB p65 in the colon and hippocampus (P<0.01), and down-regulated protein level of BDNF in the hippocampus (P<0.05). Compared with the model group, high-dose Fufang Kangjiaolv capsules up-regulated the mRNA levels of ZO-1 and occludin in the colon (P<0.01), lowered the levels of TNF-α, IL-6, and IL-β in the colon, serum, and hippocampus (P<0.01), up-regulated the protein levels of ZO-1 (P<0.01) and occludin (P<0.05) in the colon, down-regulated the protein level of NF-κB p65 in the colon and hippocampus (P<0.05), and up-regulated the protein level of BDNF in the hippocampus. ConclusionFufang Kangjiaolv capsules can reduce the anxiety-like behaviors in the rat model of CRS by regulating the gut microbiota disturbance, up-regulating the expression of tight junction proteins in the colon, repairing intestinal mucosal mechanical barrier, and down-regulating NF-κB/BDNF signaling pathway, thereby reducing peripheral and central inflammation. This study proves the hypothesis that Fufang Kangjiaolv capsules play an anti-anxiety role via the microbiota-gut-brain axis, providing a new idea for further research.
5.The correlation between cerebral perfusion and auditory cognitive ability in patients with amnestic mild cognitive impairment
Haitao LI ; Jiayuan SHEN ; Huiqin YAN ; Xiaoshuai LI ; Yuhe LIU
Chinese Journal of Nervous and Mental Diseases 2024;50(5):281-286
Objective To explore the correlation between changes in cerebral blood flow and auditory cognitive function in patients with amnestic mild cognitive impairment(aMCI).Methods The aMCI patients who visited the Memory Clinic of Beijing Friendship Hospital from July 2022 to September 2023 were selected as the research subjects,and gender and age matched healthy controls were included in the comparative study.All subjects underwent ASL scans using 3.0 T MRI and underwent a Chinese"repeat-recall"verbal cognitive function test(RRT)as an assessment of auditory cognitive abilities,and the correlation between cerebral blood flow(CBF)changes and auditory cognitive function was finally analyzed.Results A total of 26 patients with aMCI and 32 normal healthy were included.Regardless of the high and low context and signal to noise ratio(SNR),the auditory cognitive ability of the aMCI group significantly decreased compared to the control group(P<0.01).The standardized CBF value of the left inferior parietal lobule in the aMCI group was significantly reduced compared to the control group(0.921±0.234 vs 1.247±0.076,P<0.001).Correlation analysis showed that the standardized CBF value of the left inferior parietal lobule in the aMCI group was correlated with auditory cognitive ability under low contextual conditions of-5 dB signal-to-noise ratio(r=0.857,P<0.001).Conclusion CBF in the left inferior parietal lobe in patients with aMCI may have some relevance for auditory cognitive impairment.
6.Distribution and regulation of G-quadruplexes in genes related to glycolysis
Pengyu LIU ; Xingwei JIANG ; Jun MA ; Fenghua GAO ; Zhe WANG ; Suping REN ; Jiayuan GONG ; Qun YU
Chinese Journal of Pharmacology and Toxicology 2024;38(7):517-525
OBJECTIVE To investigate the distribution and regulation of G-quadruplex(G4)in enzymes related to glycolysis.METHODS The sequences of the transcription start site(TSS)region upstream of 1500 bp to the 5'-Untranslated region in 200 enzymes and their subtypes in glycolysis were selected for bioinformatics analysis.Related enzymes in glycolysis containing putative G-quadru-plex-forming sequences(PQSs)were identified.Circular Dichroism and Native polyacrylamide gel elec-trophoresis were used to verify the formation of G4.The ExonucleaseⅠhydrolysis assay was used to validate the stability of the formed G4 under 0,0.5,2,8,16,and 32 min.A reporter gene plasmid was constructed by inserting specific fragments of the related enzymes before the luciferase expression sequence.The dual-luciferase reporter assay system validate the expression level of luciferase to assess the impact of G4 on promoter activity.Real-time quantitative PCR was performed to validate the transcriptional regulatory role of G4 by detecting the mRNA levels of luciferase.RESULTS ①Bioin-formatics analysis showed that out of the 200 glycolysis-related enzymes,12 contained PQSs.Based on the analysis of the length and structure of PQSs,aldolase A(ALDOA)and phosphoglycerate mutase 2(PGAM2)proved to be able to form stable G4.② ALDOA and PGAM2 had the maximum positive absorption peak at 260 nm and maximum negative absorption peak at 240 nm.Both of them could form a G4 at the same time.③After digestion with ExonucleaseⅠ,ALDOA and PGAM2 showed no significant hydrolysis and demonstrated the stability of G4 structures.However,both of them could be gradually hydrolyzed after mutations in their PQSs.④ After PQS mutation of ALDOA and PGAM2,the mRNA levels and expression of downstream luciferase of ALDOA were significantly increased(P<0.05,P<0.01),while PGAM2 was significantly decreased(P<0.05,P<0.01).CONCLUSION The gene sequences of glycolysis-related enzymes and their subtypes contain a large number of PQSs.ALDOA and PGAM2 can form stable G4 and perform transcriptional regulatory functions.
7.Accuracy of axis pedicle screw placement in robot-assisted upper cervical surgery
Jiayuan WU ; Da HE ; Yi WEI ; Fangfang DUAN ; Bo LIU ; Qiang YUAN ; Lin HU ; Xieyuan JIANG
Chinese Journal of Orthopaedics 2024;44(17):1125-1132
Objective:To evaluate the precision of robot-assisted axis pedicle screw placement and to evaluate the factors influencing the accuracy of the placement.Methods:The medical records of 27 consecutive patients who underwent posterior internal fixation of the upper cervical spine for atlantoaxial instability with intraoperative robot-assisted axis pedicle screw placement from January 2017 to December 2020 at Beijing Jishuitan Hospital were retrospectively analyzed. T The cohort comprised 10 males and 17 females, aged 41.3±16.6 years (range 12-75 years), with a body mass index (BMI) of 23.0±2.9 kg/m 2 (range 18.9-30.0 kg/m 2). There were 16 cases of traumatic atlantoaxial instability and 11 cases of atlantoaxial instability caused by deformity. The accuracy of robot-assisted axis pedicle screw placement was evaluated by postoperative CT using Gertzbein-Robbins scale. Factors potentially affecting placement accuracy were initially identified via univariate analysis, with significant factors ( P<0.200) subsequently analyzed through multivariate modeling using generalized estimating equations. Results:A total of 49 axis pedicle screws were placed in 27 patients, with 35 (71.4%) in Gertzbein-Robbins scale grade A, 12 (24.5%) in grade B, 2 (4.1%) in e grade C, and 0 in grades D and E. The clinically acceptable rate (Gertzbein-Robbins grades A and B) was 95.9%. No patient experienced vascular or neurologic injury due to screw displacement. The results of univariate analysis showed no statistical significance for patient factors (age, gender, BMI, preoperative cervical curvature, and causes of atlantoaxial instability); no statistical significance for the surgical factors of tracker position, screw position, screw type, and screw placement approach ( P>0.05), and a statistically significant difference for the difference between the effective width of the axis pedicle and the screw diameter ( t=3.484, P<0.001). The results of multifactorial analysis showed that tracker fixation to the Mayfield frame in robot-assisted axis pedicle screw placement over the axis spinous process resulted in more accurate screw placement [ OR=83.231, 95% CI(3.898, 1776.952), P=0.005]; and the greater the difference between the effective width of the axis pedicle and the diameter of the screw, the greater the accuracy of screw placement [ OR=5.330, 95% CI(1.648, 17.243), P=0.005]. Conclusion:Robot-assisted axis pedicle screw placement is both precise and safe. Securing the tracker to the Mayfield clamp rather than the axis spinous process enhances the accuracy of screw placement. A greater discrepancy between the axis pedicle's effective width and the screw diameter decreases the likelihood of cortical violation. Preoperative planning, including the selection of appropriate screw types and adjusting the trajectory in three dimensions to maximize the difference between the pedicle's effective width and the screw diameter, can mitigate the risk of cortical breach and subsequent vascular and neurological injury.
8.Treatment of proximal malleolar fracture of distal tibia with retrograde intramedullary nail fixation
Mingming GAO ; Qingjun LIU ; Jianfei ZHU ; Pengwen SHI ; Chengshou LIN ; Shenggui XU ; Xuping LIN ; Jiayuan HONG ; Zhenqi DING
Chinese Journal of Orthopaedics 2024;44(19):1280-1287
Objective:To observe the clinical effect of retrograde distal tibial intramedullary nail fixation in the treatment of proximal ankle fracture of the distal tibia.Methods:A three-dimensional CT examination of 40 adult tibias was performed to measure anatomical indicators such as the posterior medial posterior torsion angle of the distal tibia, the height of torsion, and the height of the safety zone for nail placement. Based on the anatomy database of the human skeleton model, a retrograde distal tibial nail and its supporting instruments were developed in accordance with the anatomical characteristics of the distal tibia and the proximal ankle of Chinese people. From June 2019 to June 2023, a total of 25 patients with distal tibial proximal ankle fractures treated with retrograde intramedullary nail internal fixation in the 909th Hospital were retrospectively analyzed. There were 18 males and 7 females, aged 41.3±10.8 years (range, 22-65 years). The sample size was 1∶1 matched according to gender and age. Twenty-five patients with distal tibial proximal ankle fractures who underwent antegrade intramedullary nail fixation during the same period were matched, including 20 males and 5 females, aged 41.2±9.4 years (range 19-60 years). The reduction quality, postoperative Baird-Jackson score, American Orthopaedic Foot and Ankle Society (AOFAS) ankle and hindfoot score, ankle range of motion and complications were observed.Results:All patients were successfully operated and followed up for 14.4±3.5 months (range, 12-24 months). The intraoperative blood loss and hospitalization time in retrograde intramedullary nail group were 33.12±7.38 ml and 10.32±1.75 d, less than 49.04±10.22 ml and 13.16±2.69 d in antegrade intramedullary nail group, and the difference was statistically significant ( P<0.05). The reduction quality was excellent in 23 cases and good in 2 cases in the retrograde intramedullary nail group, and was excellent in 17 cases and good in 8 cases in the anterograde intramedullary nail group. The proportion of excellent reduction quality in the retrograde intramedullary nail group was higher than that in the anterograde intramedullary nail group, and the difference was statistically significant (χ 2=4.500, P=0.034). The Baird-Jackson score and AOFAS ankle and hindfoot score in the retrograde intramedullary nail group were 85.6±2.5 and 85.8±3.3 at 3 months after operation, lower than those at 1 year after operation 95.3±3.1 and 95.8±3.6, and the difference was statistically significant ( P<0.05). The Baird-Jackson score and AOFAS ankle and hindfoot score of the antegrade intramedullary nail group were 85.1±3.3 and 86.1±2.5 at 3 months after operation, lower than 95.2±2.7 and 94.9±3.5 at 1 year after operation, and the difference was statistically significant ( P<0.05). There was no significant difference in Baird-Jackson score and AOFAS ankle and hindfoot score between the two groups at 3 months and 1 year after operation ( P>0.05). At the last follow-up, there was no ankle stiffness, neurovascular injury, deep vein thrombosis, infection or breakage of internal fixation in the two groups. Conclusion:The treatment of distal tibial proximal ankle fractures with retrograde intramedullary nail fixation has satisfactory reduction quality, good postoperative function recovery, and is helpful for early postoperative rehabilitation.
9.Pathological evaluation of multiple intestinal segments and the macro-phage function study in hemorrhage rats
Hanqi WEI ; Jun MA ; Xingwei JIANG ; Yunqi SU ; Fenghua GAO ; Changwen NING ; Huaying AN ; Jiayuan GONG ; Pengyu LIU ; Zhe WANG ; Qun YU
Military Medical Sciences 2024;48(11):815-825
Objective To investigate the pathological damage to and inflammation of different intestinal segments in a rat model of severe hemorrhage,and to explore the effect of polarization of intestinal macrophage on the pathophysiology of intestinal inflammation.Methods Male Wistar rats were randomly divided into two groups:the sham operation group and hemorrhage group.In the hemorrhage group,40%of the total blood volume was lost in 25-30 minutes,while in the sham operation group,only the femoral artery and vein were intubated without bleeding.The rats were killed at 0,3,6,12 and 24 hours.The entire intestine was isolated quickly,and sections of the intestine were cut at the duodenum,jejunum,ileocecal junction,colon and rectum for histopathological evaluation.ELISA was adopted to determine related inflammation factors while multi-color immunohistochemistry was used to calculate macrophage surface markers.The data was statistically analyzed.Results(1)Compared with the sham group,there was no significant difference in colon histology at 3 h and 6 h,but significant difference was detected in rectum scores only at 24 h.The scores of other intestinal segments were significantly different at each time point.The severity of ileocecal and colonic lesions after bleeding increased with time.The duodenum,jejunum and ileocecum were more critically injured at 3 h than the rectum at 6 h.The injury to the duodenum,jejunum,ileum and colon was much more pronounced than to the rectum at 12 h.(2)The expressions of TNF-α and IL-1β in the rectum were increased significantly at 12 h post operation.The expressions of IL-1β,TNF-α in the jejunum increased obviously at 3 h and 6 h,respectively.(3)Three hours after severe bleeding,the level of macrophages in the jejunum and ileocececal area increased significantly,and the percentage of M1 macrophages was higher.After 6 hours,the proportion of M2 macrophages in the jejunum and M1 macrophages decreased significantly.After 3 hours,the percentage of M1 macrophages in the colon decreased,but that of M2 macrophages increased.The proportion of M2 polarized macrophages in the duodenum and rectum increased at 3 h after severe bleeding but decreased at 6 h.Conclusion Pathological damage to intestinal sections after bleeding varies depending on the time,and is correlated with the inflammatory level of macrophages.
10.Bidirectional relationship between type 2 diabetes mellitus and coronary artery disease: Prospective cohort study and genetic analyses
Wenqiang ZHANG ; Li ZHANG ; Chenghan XIAO ; Xueyao WU ; Huijie CUI ; Chao YANG ; Peijing YAN ; Mingshuang TANG ; Yutong WANG ; Lin CHEN ; Yunjie LIU ; Yanqiu ZOU ; Ling ZHANG ; Chunxia YANG ; Yuqin YAO ; Jiayuan LI ; Zhenmi LIU ; Xia JIANG ; Ben ZHANG
Chinese Medical Journal 2024;137(5):577-587
Background::While type 2 diabetes mellitus (T2DM) is considered a putative causal risk factor for coronary artery disease (CAD), the intrinsic link underlying T2DM and CAD is not fully understood. We aimed to highlight the importance of integrated care targeting both diseases by investigating the phenotypic and genetic relationships between T2DM and CAD.Methods::We evaluated phenotypic associations using data from the United Kingdom Biobank ( N = 472,050). We investigated genetic relationships by leveraging genomic data conducted in European ancestry for T2DM, with and without adjustment for body mass index (BMI) (T2DM: Ncase/ Ncontrol = 74,124/824,006; T2DM adjusted for BMI [T2DM adjBMI]: Ncase/ Ncontrol = 50,409/523,897) and for CAD ( Ncase/ Ncontrol = 181,522/984,168). We performed additional analyses using genomic data conducted in multiancestry individuals for T2DM ( Ncase/ Ncontrol = 180,834/1,159,055). Results::Observational analysis suggested a bidirectional relationship between T2DM and CAD (T2DM→CAD: hazard ratio [HR] = 2.12, 95% confidence interval [CI]: 2.01–2.24; CAD→T2DM: HR = 1.72, 95% CI: 1.63–1.81). A positive overall genetic correlation between T2DM and CAD was observed ( rg = 0.39, P = 1.43 × 10 -75), which was largely independent of BMI (T2DM adjBMI–CAD: rg = 0.31, P = 1.20 × 10 –36). This was corroborated by six local signals, among which 9p21.3 showed the strongest genetic correlation. Cross-trait meta-analysis replicated 101 previously reported loci and discovered six novel pleiotropic loci. Mendelian randomization analysis supported a bidirectional causal relationship (T2DM→CAD: odds ratio [OR] = 1.13, 95% CI: 1.11-1.16; CAD→T2DM: OR = 1.12, 95% CI: 1.07-1.18), which was confirmed in multiancestry individuals (T2DM→CAD: OR = 1.13, 95% CI: 1.10-1.16; CAD→T2DM: OR = 1.08, 95% CI: 1.04-1.13). This bidirectional relationship was significantly mediated by systolic blood pressure and intake of 3-hydroxy-3-methylglutaryl coenzyme A reductase inhibitors, with mediation proportions of 54.1% (95% CI: 24.9-83.4%) and 90.4% (95% CI: 29.3-151.5%), respectively. Conclusion::Our observational and genetic analyses demonstrated an intrinsic bidirectional relationship between T2DM and CAD and clarified the biological mechanisms underlying this relationship.

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