Pharmacometabolomic Approach to Investigate the Response to Metformin in Patients with Type 2 Diabetes: A Cross-Sectional Study

被引:5
|
作者
Naja, Khaled [1 ]
Anwardeen, Najeha [1 ]
Al-Hariri, Moustafa [2 ]
Al Thani, Asmaa A. [1 ,2 ]
Elrayess, Mohamed A. [1 ,2 ]
机构
[1] Qatar Univ, Biomed Res Ctr, POB 2713, Doha, Qatar
[2] Qatar Univ, QU Hlth, POB 2713, Doha, Qatar
关键词
metformin; type; 2; diabetes; response variability; metabolic signatures; personalized medicine; INSULIN-RESISTANCE; GUT MICROBIOTA; SPHINGOMYELIN; METABOLOMICS; THERAPY;
D O I
10.3390/biomedicines11082164
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
Metformin constitutes the foundation therapy in type 2 diabetes (T2D). Despite its multiple beneficial effects and widespread use, there is considerable inter-individual variability in response to metformin. Our objective is to identify metabolic signatures associated with poor and good responses to metformin, which may improve our ability to predict outcomes for metformin treatment. In this cross-sectional study, clinical and metabolic data for 119 patients with type 2 diabetes taking metformin were collected from the Qatar Biobank. Patients were empirically dichotomized according to their HbA1C levels into good and poor responders. Differences in the level of metabolites between these two groups were compared using orthogonal partial least square discriminate analysis (OPLS-DA) and linear models. Good responders showed increased levels of sphingomyelins, acylcholines, and glutathione metabolites. On the other hand, poor responders showed increased levels of metabolites resulting from glucose metabolism and gut microbiota metabolites. The results of this study have the potential to increase our knowledge of patient response variability to metformin and carry significant implications for enabling personalized medicine.
引用
收藏
页数:14
相关论文
共 50 条
  • [31] Prevalence of Metabolic Syndrome in Patients with Type 2 Diabetes in Japan: A Retrospective Cross-Sectional Study
    Ishigaki, Yasushi
    Hirase, Tetsuaki
    Pathadka, Swathi
    Cai, Zhihong
    Sato, Manaka
    Takemura, Ryo
    Ishida, Noriyuki
    DIABETES THERAPY, 2024, 15 (01) : 245 - 256
  • [32] Prevalence of Dyslipidemia in Patients With Type 2 Diabetes Mellitus: A Cross-Sectional Study
    Al Ghadeer, Hussain A.
    Al Barqi, Mohammed
    Almaqhawi, Abdullah
    Alsultan, Amal S.
    Alghafli, Jinan A.
    AlOmaish, Murtada A.
    AlGhanem, Zuhur A.
    Alsaqar, Amer H.
    Alatiyyah, Abrar T.
    Alburayh, Yasamiyan A.
    AlOmair, Abdulatif
    Almuhaysin, Afaf, I
    Alsaeed, Ali A.
    CUREUS JOURNAL OF MEDICAL SCIENCE, 2021, 13 (12)
  • [33] Drug related problems in type 2 diabetes patients with hypertension: a cross-sectional retrospective study
    Huri, Hasniza Zaman
    Wee, Hoo Fun
    BMC ENDOCRINE DISORDERS, 2013, 13
  • [34] Prevalence and Correlators of Diabetes Distress in Adults with Type 2 Diabetes: A Cross-Sectional Study
    Zhang, Yu-Yun
    Li, Wei
    Sheng, Yu
    Wang, Qun
    Zhao, Fang
    Wei, Ying
    PATIENT PREFERENCE AND ADHERENCE, 2024, 18 : 111 - 130
  • [35] Management of Cardiovascular Risk among Moroccan Patients with Type 2 Diabetes: A Cross-Sectional Study
    Moumen, Amal
    Zraidi, Mohamed
    Derrou, Sara
    Benabdelfedil, Yousra
    El Guendouz, Faycal
    CLINICAL DIABETOLOGY, 2023, 12 (03): : 171 - 178
  • [36] A cross-sectional study Associations between sarcopenia and clinical characteristics of patients with type 2 diabetes
    Cui, Mengzhao
    Gang, Xiaokun
    Wang, Gang
    Xiao, Xianchao
    Li, Zhuo
    Jiang, Zongmiao
    Wang, Guixia
    MEDICINE, 2020, 99 (02)
  • [37] Quality of Life of Adult Patients with Type 2 Diabetes Mellitus in Kuwait: A Cross-Sectional Study
    Al-Matrouk, Jenan
    Al-Sharbati, Marwan
    MEDICAL PRINCIPLES AND PRACTICE, 2022, 31 (03) : 238 - 245
  • [38] The utility of assessing C-peptide in patients with insulin-treated type 2 diabetes: a cross-sectional study
    Dario, Tuccinardi
    Riccardo, Giorgino
    Silvia, Pieralice
    Mikiko, Watanabe
    Daria, Maggi
    Andrea, Palermo
    Giuseppe, Defeudis
    Elvira, Fioriti
    Paolo, Pozzilli
    Silvia, Manfrini
    ACTA DIABETOLOGICA, 2021, 58 (04) : 411 - 417
  • [39] Factors affecting the health literacy status of patients with type 2 diabetes through demographic variables: A cross-sectional study
    Ziapour, Arash
    Azar, Farbod Ebadi Fard
    Mahaki, Behzad
    Mansourian, Morteza
    JOURNAL OF EDUCATION AND HEALTH PROMOTION, 2022, 11 (01) : 306
  • [40] Association of Urinary Sodium Excretion and Diabetic Kidney Disease in Patients With Type 2 Diabetes Mellitus: A Cross-Sectional Study
    Huang, Yan
    Liu, Wenhui
    Liu, Jianfang
    Guo, Dan
    Zhang, Peizhen
    Liu, Deying
    Lin, Jiayang
    Yang, Linjie
    Zhang, Huijie
    Xue, Yaoming
    FRONTIERS IN ENDOCRINOLOGY, 2021, 12