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1.
Gut ; 72(12): 2364-2371, 2023 Nov 24.
Article in English | MEDLINE | ID: mdl-37549979

ABSTRACT

OBJECTIVE: We aimed to test the hypothesis that automated fibrosis score calculation and electronic reminder messages could increase the detection of advanced liver disease in patients with type 2 diabetes. DESIGN: In this pragmatic randomised controlled trial at five general medical or diabetes clinics in Hong Kong and Malaysia, we randomly assigned patients in a 1:1 ratio to the intervention group with Fibrosis-4 index and aspartate aminotransferase-to-platelet ratio index automatically calculated based on routine blood tests, followed by electronic reminder messages to alert clinicians of abnormal results, or the control group with usual care. The primary outcome was the proportion of patients with increased fibrosis scores who received appropriate care (referred for hepatology care or specific fibrosis assessment) within 1 year. RESULTS: Between May 2020 and Oct 2021, 1379 patients were screened, of whom 533 and 528 were assigned to the intervention and control groups, respectively. A total of 55 out of 165 (33.3%) patients with increased fibrosis scores in the intervention group received appropriate care, compared with 4 of 131 (3.1%) patients in the control group (difference 30.2% (95% CI 22.4% to 38%); p<0.001). Overall, 11 out of 533 (2.1%) patients in the intervention group and 1 out of 528 (0.2%) patients in the control group were confirmed to have advanced liver disease (difference 1.9% (95% CI 0.61% to 3.5%); p=0.006). CONCLUSION: Automated fibrosis score calculation and electronic reminders can increase referral of patients with type 2 diabetes and abnormal fibrosis scores at non-hepatology settings. TRIAL REGISTRATION NUMBER: NCT04241575.


Subject(s)
Diabetes Mellitus, Type 2 , Digestive System Diseases , Liver Diseases , Non-alcoholic Fatty Liver Disease , Humans , Diabetes Mellitus, Type 2/complications , Diabetes Mellitus, Type 2/diagnosis , Diabetes Mellitus, Type 2/therapy , Critical Pathways , Fibrosis , Liver Cirrhosis/diagnosis
2.
Clin Cases Miner Bone Metab ; 13(1): 61-3, 2016.
Article in English | MEDLINE | ID: mdl-27252750

ABSTRACT

BACKGROUND: Poliomyelitis survivors suffer from post-myelitic complications including osteoporosis that are often overlooked. METHODS: We report a case of a 49-year-old lady with history of poliomyelitis with resultant flaccid paralysis of the involved limb. RESULTS: The bone mineral density revealed asymmetrical severe osteoporosis in the poliomyelitic limb. Given the risk of falls and fractures, she was commenced on oral bisphosphonate therapy. CONCLUSION: Poliomyelitis is an important acquired risk factor for regional osteoporosis. This condition should be detected and treated in this cohort of patients who are clearly at higher risk of fractures.

3.
Anal Sci ; 2024 Aug 02.
Article in English | MEDLINE | ID: mdl-39093545

ABSTRACT

Real-time detection of renal biomarkers is crucial for immediate and continuous monitoring of kidney function, facilitating early diagnosis and intervention in kidney-related disorders. This proactive approach enables timely adjustments in treatment plans, particularly in critical situations, and enhances overall patient care. Wearable devices emerge as a promising solution, enabling non-invasive and real-time data collection. This comprehensive review investigates numerous types of wearable sensors designed to detect kidney biomarkers in body fluids such as sweat. It critically evaluates the precision, dependability, and user-friendliness of these devices, contemplating their seamless integration into daily life for continuous health tracking. The review highlights the potential influence of wearable technology on individualized renal healthcare and its role in preventative medicine while also addressing challenges and future directions. The review's goal is to provide guidance to academics, healthcare professionals, and technologists working on wearable solutions for renal biomarker detection by compiling the body of current knowledge and advancements.

4.
Biosensors (Basel) ; 13(2)2023 Feb 18.
Article in English | MEDLINE | ID: mdl-36832060

ABSTRACT

Vancomycin-resistant Enterococci (VRE) genes are bacteria strains generated from Gram-positive bacteria and resistant to one of the glycopeptides antibiotics, commonly, vancomycin. VRE genes have been identified worldwide and exhibit considerable phenotypic and genotypic variations. There are six identified phenotypes of vancomycin-resistant genes: VanA, VanB, VanC, VanD, VanE, and VanG. The VanA and VanB strains are often found in the clinical laboratory because they are very resistant to vancomycin. VanA bacteria can pose significant issues for hospitalized patients due to their ability to spread to other Gram-positive infections, which changes their genetic material to increase their resistance to the antibiotics used during treatment. This review summarizes the established methods for detecting VRE strains utilizing traditional, immunoassay, and molecular approaches and then focuses on potential electrochemical DNA biosensors to be developed. However, from the literature search, no information was reported on developing electrochemical biosensors for detecting VRE genes; only the electrochemical detection of vancomycin-susceptible bacteria was reported. Thus, strategies to create robust, selective, and miniaturized electrochemical DNA biosensor platforms to detect VRE genes are also discussed.


Subject(s)
Vancomycin-Resistant Enterococci , Vancomycin-Resistant Enterococci/genetics , Vancomycin , Carbon-Oxygen Ligases/genetics , Anti-Bacterial Agents , DNA , Microbial Sensitivity Tests
5.
Osteoporos Sarcopenia ; 9(2): 60-69, 2023 Jun.
Article in English | MEDLINE | ID: mdl-37496985

ABSTRACT

Objectives: The aim of these Clinical Practice Guidelines is to provide evidence-based recommendations to assist healthcare providers in the screening, diagnosis and management of patients with postmenopausal osteoporosis (OP). Methods: A list of key clinical questions on the assessment, diagnosis and treatment of OP was formulated. A literature search using the PubMed, Medline, Cochrane Databases of Systematic Reviews, and OVID electronic databases identified all relevant articles on OP based on the key clinical questions, from 2014 onwards, to update from the 2015 edition. The articles were graded using the SIGN50 format. For each statement, studies with the highest level of evidence were used to frame the recommendation. Results: This article summarizes the diagnostic and treatment pathways for postmenopausal OP. Risk stratification of patients with OP encompasses clinical risk factors, bone mineral density measurements and FRAX risk estimates. Non-pharmacological measures including adequate calcium and vitamin D, regular exercise and falls prevention are recommended. Pharmacological measures depend on patients' fracture risk status. Very high-risk individuals are recommended for treatment with an anabolic agent, if available, followed by an anti-resorptive agent. Alternatively, parenteral anti-resorptive agents can be used. High-risk individuals should be treated with anti-resorptive agents. In low-risk individuals, menopausal hormone replacement or selective estrogen receptor modulators can be used, if indicated. Patients should be assessed regularly to monitor treatment response and treatment adjusted, as appropriate. Conclusions: The pathways for the management of postmenopausal OP in Malaysia have been updated. Incorporation of fracture risk stratification can guide appropriate treatment.

7.
J Clin Med ; 11(14)2022 Jul 06.
Article in English | MEDLINE | ID: mdl-35887695

ABSTRACT

This protocol aims to profile the pharmacokinetics of metformin and Andrographis paniculata (AP) and continue with untargeted pharmacometabolomics analysis on pre-dose and post-dose samples to characterise the metabolomics profiling associated with the human metabolic pathways. This is a single-centre, open-labelled, three periods, crossover, randomised-controlled, single-dose oral administration pharmacokinetics and metabolomics trial of metformin 1000 mg (n = 18), AP 1000 mg (n = 18), or AP 2000 mg (n = 18) in healthy volunteers under the fasting condition. Subjects will be screened according to a list of inclusion and exclusion criteria. Investigational products will be administered according to the scheduled timeline. Vital signs and adverse events will be monitor periodically, and standardized meals will be provided to the subjects. Fifteen blood samples will be collected over 24 h, and four urine samples will be collected within a 12 h period. Onsite safety monitoring throughout the study and seven-day phone call safety follow-up will be compiled after the last dose of administration. The plasma samples will be analysed for the pharmacokinetics parameters to estimate the drug maximum plasma concentration. Untargeted metabolomic analysis between pre-dose and maximum plasma concentration (Cmax) samples will be performed for metabolomic profiling to identify the dysregulation of human metabolic pathways that link to the pharmacodynamics effects. The metformin arm will focus on the individualised Cmax plasma concentration for metabolomics study and used as a model drug. After this, an investigation of the dose-dependent effects will be performed between pre-dose samples and median Cmax concentration samples in the AP 1000 mg and AP 2000 mg arms for metabolomics study. The study protocol utilises a crossover study design to incorporate a metabolomics-based study into pharmacokinetics trial in the drug development program. The combination analyses will complement the interpretation of pharmacological effects according to the bioavailability of the drug.

8.
Pharmaceutics ; 14(6)2022 Jun 15.
Article in English | MEDLINE | ID: mdl-35745841

ABSTRACT

Pharmacometabolomics in early phase clinical trials demonstrate the metabolic profiles of a subject responding to a drug treatment in a controlled environment, whereas pharmacokinetics measure the drug plasma concentration in human circulation. Application of the personalized peak plasma concentration from pharmacokinetics in pharmacometabolomic studies provides insights into drugs' pharmacological effects through dysregulation of metabolic pathways or pharmacodynamic biomarkers. This proof-of-concept study integrates personalized pharmacokinetic and pharmacometabolomic approaches to determine the predictive pharmacodynamic response of human metabolic pathways for type 2 diabetes. In this study, we use metformin as a model drug. Metformin is a first-line glucose-lowering agent; however, the variation of metabolites that potentially affect the efficacy and safety profile remains inconclusive. Seventeen healthy subjects were given a single dose of 1000 mg of metformin under fasting conditions. Fifteen sampling time-points were collected and analyzed using the validated bioanalytical LCMS method for metformin quantification in plasma. The individualized peak-concentration plasma samples determined from the pharmacokinetic parameters calculated using Matlab Simbiology were further analyzed with pre-dose plasma samples using an untargeted metabolomic approach. Pharmacometabolomic data processing and statistical analysis were performed using MetaboAnalyst with a functional meta-analysis peaks-to-pathway approach to identify dysregulated human metabolic pathways. The validated metformin calibration ranged from 80.4 to 2010 ng/mL for accuracy, precision, stability and others. The median and IQR for Cmax was 1248 (849-1391) ng/mL; AUC0-infinity was 9510 (7314-10,411) ng·h/mL, and Tmax was 2.5 (2.5-3.0) h. The individualized Cmax pharmacokinetics guided the untargeted pharmacometabolomics of metformin, suggesting a series of provisional predictive human metabolic pathways, which include arginine and proline metabolism, branched-chain amino acid (BCAA) metabolism, glutathione metabolism and others that are associated with metformin's pharmacological effects of increasing insulin sensitivity and lipid metabolism. Integration of pharmacokinetic and pharmacometabolomic approaches in early-phase clinical trials may pave a pathway for developing targeted therapy. This could further reduce variability in a controlled trial environment and aid in identifying surrogates for drug response pathways, increasing the prediction of responders for dose selection in phase II clinical trials.

9.
Ann Afr Med ; 18(2): 97-102, 2019.
Article in English | MEDLINE | ID: mdl-31070152

ABSTRACT

Introduction: Father's involvement is essential for the successful immunization of the child, as man is the head of the family and he takes responsibility for all decisions including health and financial issues. This study aimed to assess the knowledge of fathers, uptake of routine immunization (RI), and its associated factors in a rural community of North West Nigeria. Materials and Methods: The study was a community-based cross-sectional study conducted among the male heads of households residing in a rural community of Sokoto state. Systematic sampling was used to recruit 276 respondents. Data were obtained using a structured interviewer-administered questionnaire. Data obtained was entered into the IBM Software package and subsequently analyzed. Level of significance was set at 5%. Results: Only 2.5% and 1.4% of the respondents knew the age measles and yellow fever vaccines were given, respectively. Majority (75.4%) of the respondents' last-born child did not receive bacillus Calmette-Guérin at birth. Only (7.6%) of their last-born child were completely immunized for age. Majority of the respondents that had poor knowledge of RI had no formal education (P = 0.043). Conclusion: The study reported the knowledge of RI among fathers was poor. Having formal education and perception that children should be allowed to receive RI were correlates of good knowledge and uptake of RI. Parents, fathers, in particular, should be educated on the schedule of RI.


RésuméIntroduction: L'implication du père est essentielle à la réussite de la vaccination de l'enfant que l'homme est le chef de famille et il assume la responsabilité de toutes les décisions, y compris les questions de santé et financiers. Cette étude visait à évaluer les connaissances des pères, l'absorption de la vaccination de routine et de ses facteurs associés dans une communauté rurale du nord-ouest du Nigeria. matériaux et méthodes: L'étude était une communauté étude transversale basée menée entre les chefs de famille résidant dans une communauté rurale de l'Etat de Sokoto. L'échantillonnage systématique a été utilisé pour recruter 276 répondants. Les données ont été obtenues à l'aide d'un enquêteur structuré questionnaires. Les données obtenues ont été saisies dans progiciel IBM et ensuite analysés. Le niveau de signification a été fixé à 5%. Résultats: Seulement 2,5% et 1,4% des personnes interrogées connaissaient la rougeole d'âge et les vaccins contre la fièvre jaune ont reçu respectivement. La majorité (75,4%) des répondants de l'enfant dernier-né n'a pas reçu le BCG à la naissance. Seulement (7,6%) de leur dernier enfant ont été complètement vaccinés pour l'âge. La majorité des répondants qui avaient une mauvaise connaissance du RI avait pas d'éducation formelle (p = 0,043). Conclusion: L'étude des connaissances déclarée de vaccination de routine chez les pères était pauvre. Avoir l'éducation formelle et de la perception que les enfants devraient être autorisés à recevoir RI étaient corrélats de la bonne connaissance et l'absorption de la vaccination systématique. Les parents, les pères en particulier, doivent être éduqués sur le calendrier du RI.


Subject(s)
Fathers/psychology , Health Knowledge, Attitudes, Practice , Immunization Schedule , Immunization/statistics & numerical data , Vaccination/statistics & numerical data , Adult , Aged , Aged, 80 and over , Child , Cross-Sectional Studies , Health Surveys , Humans , Immunization Programs , Infant , Male , Middle Aged , Nigeria , Rural Population , Surveys and Questionnaires
10.
J Diabetes Investig ; 8(4): 453-461, 2017 Jul.
Article in English | MEDLINE | ID: mdl-27863088

ABSTRACT

AIMS/INTRODUCTION: Studies on the relative contributions of fasting and postprandial hyperglycemia (FH and PPH) to glycated hemoglobin (HbA1c ) in patients with type 2 diabetes have yielded inconsistent results. We aimed to assess the relationship by using continuous glucose monitoring in a multi-ethnic cohort. MATERIALS AND METHODS: A total of 100 adults with type 2 diabetes were assessed with 6-day continuous glucose monitoring and HbA1c . Area under the curve (AUC) ≥5.6 mmol/L was defined as AUCTOTAL . AUC equal to or greater than each preprandial glucose for 4-h duration was defined as AUCPPH . The total PPH (AUCTPPH ) was the sum of the various AUCPPH. The postprandial contribution to overall hyperglycemia was calculated as (AUCTPPH / AUCTOTAL ) × 100%. RESULTS: The present study comprised of Malay, Indian, and Chinese type 2 diabetes patients at 34, 34 and 28% respectively. Overall, the mean PPH significantly decreased as HbA1c advanced (mixed model repeated measures adjusted, beta-estimate = -3.0, P = 0.009). Age (P = 0.010) and hypoglycemia (P = 0.006) predicted the contribution difference. In oral antidiabetic drug-treated patients (n = 58), FH contribution increased from 54% (HbA1c 6-6.9%) to 67% (HbA1c ≥10%). FH predominance was significant in poorly-controlled groups (P = 0.028 at HbA1c 9-9.9%; P = 0.015 at HbA1c ≥10%). Among insulin users (n = 42), FH predominated when HbA1c was ≥10% before adjustment for hypoglycemia (P = 0.047), whereas PPH was numerically greater when HbA1c was <8%. CONCLUSIONS: FH and PPH contributions were equal in well-controlled Malaysian type 2 diabetes patients in real-world practice. FH predominated when HbA1c was ≥9 and ≥10% in oral antidiabetic drug- and insulin-treated patients, respectively. A unique observation was the greater PPH contribution when HbA1c was <8% despite the use of basal and mealtime insulin in this multi-ethnic cohort, which required further validation.


Subject(s)
Diabetes Mellitus, Type 2/blood , Fasting/blood , Glycated Hemoglobin/metabolism , Hyperglycemia/blood , Adult , Aged , Diabetes Mellitus, Type 2/ethnology , Female , Humans , Malaysia/epidemiology , Male , Middle Aged , Prospective Studies
11.
Asia Pac J Clin Nutr ; 26(3): 412-420, 2017 May.
Article in English | MEDLINE | ID: mdl-28429905

ABSTRACT

BACKGROUND AND OBJECTIVES: Vitamin D3 (cholecalciferol) dose required to maintain sufficiency in non- Caucasian women with postmenopausal osteoporosis (PMO) inthe tropics has not been well studied. Some guidelines mandate 800-1000 IU vitamin D/day but the Endocrine Society (US) advocates 1500-2000 IU/day to maintain 25-hydroxyvitamin-D (25(OH)D) concentration at >75 nmol/L. We aimed to establish oral cholecalciferol dose required to maintain 25(OH)D concentration at >75 nmol/L in PMO Chinese Malaysian women, postulating lower dose requirements amongst light-skinned subjects in the tropics. METHODS AND STUDY DESIGN: 90 Chinese Malaysian PMO women in Kuala Lumpur, Malaysia (2°30'N) with baseline serum 25(OH)D levels >=50 nmol/L were recruited. Prior vitamin D supplements were discontinued and subjects randomized to oral cholecalciferol 25,000 IU/4-weekly (Group-A) or 50,000 IU/4-weekly (Group- B) for 16 weeks, administered under direct observation. Serum 25(OH)D, PTH, serum/urinary calcium were measured at baseline, 8 and 16 weeks. RESULTS: Baseline characteristics, including osteoporosis severity, sun exposure (~3 hours/week), and serum 25(OH)D did not differ between treatment arms. After 16 weeks, 91% of women sufficient at baseline, remained sufficient on 25,000 IU/4-weekly compared with 97% on 50,000 IU/4-weekly with mean serum 25(OH)D 108.1±20.4 and 114.7±18.4 SD nmol/L respectively (p=0.273). At trial's end, 39% and 80% of insufficient women at baseline attained sufficiency in Group A and Group B (p=0.057). Neither dose was associated with hyperparathyroidism or toxicity. CONCLUSIONS: Despite pretrial vitamin D supplementation and adequate sun exposure, 25.6% Chinese Malaysian PMO women were vitamin D insufficient indicating sunshine alone cannot ensure sufficiency in the tropics. Both ~900 IU/day and ~1800 IU/day cholecalciferol can safely maintain vitamin D sufficiency in >90% of Chinese Malaysian PMO women. Higher doses are required with baseline concentration <75 nmol/L.


Subject(s)
Cholecalciferol/administration & dosage , Osteoporosis, Postmenopausal/drug therapy , Aged , Asian People , Calcium/urine , China/ethnology , Dietary Supplements , Dose-Response Relationship, Drug , Female , Humans , Malaysia , Middle Aged , Sunlight , Tropical Climate , Vitamin D/analogs & derivatives , Vitamin D/blood , Vitamin D Deficiency/drug therapy
12.
Biomark Med ; 10(4): 403-15, 2016.
Article in English | MEDLINE | ID: mdl-26999420

ABSTRACT

Generally, obese and overweight individuals display higher free fatty acid levels, which stimulate insulin resistance. The combination of overweight or obesity with insulin resistance can trigger Type 2 diabetes mellitus (T2DM) and are primary contributing factors to the development of uncontrolled T2DM. Genetic polymorphisms also play an important role as they can impact a population's susceptibility to becoming overweight or obese and developing related chronic complications, such as uncontrolled T2DM. This review specifically examines the genetic polymorphisms associated with overweight and obesity in patients with uncontrolled T2DM. Particularly, gene polymorphisms in ADIPOQ (rs1501299 and rs17300539), LepR (rs1137101 and rs1045895), IRS2 (rs1805092), GRB14 (rs10195252 and rs3923113) and PPARG (rs1801282) have been associated with overweight and obesity in uncontrolled T2DM.


Subject(s)
Diabetes Mellitus, Type 2/genetics , Obesity/complications , Overweight/complications , Adaptor Proteins, Signal Transducing/genetics , Adiponectin/genetics , Diabetes Mellitus, Type 2/complications , Genetic Predisposition to Disease , Humans , Insulin Receptor Substrate Proteins/genetics , PPAR gamma/genetics , Polymorphism, Single Nucleotide , Receptors, Leptin/genetics
13.
J Med Case Rep ; 9: 277, 2015 Dec 01.
Article in English | MEDLINE | ID: mdl-26619967

ABSTRACT

INTRODUCTION: Determining the etiology of Cushing's syndrome is very challenging to endocrinologists, with most of the difficulty arising from subtype differentiation of adrenocorticotropic hormone-dependent Cushing's syndrome. We present the pitfalls of evaluating a rare cause of adrenocorticotropic hormone-independent Cushing's syndrome in the transition period between adolescence and adulthood. CASE PRESENTATION: A sibling pair with familial isolated primary pigmented nodular adrenocortical disease is described. The index case, a 20-year-old Chinese woman, presented with premenopausal osteoporosis with T12 compression fracture and young hypertension. Biochemical analysis confirmed adrenocorticotropic hormone-independent Cushing's syndrome (elevated 0800 h plasma cortisol 808 nmol/L with suppressed adrenocorticotropic hormone level <5 pg/ml). Computed tomography of her adrenal glands revealed a 0.7-cm left adrenal hypodense nodule. After a left adrenalectomy, she had residual hypercortisolism (progressive weight gain, new T10 compression fracture, and not glucocorticoid-dependent postoperatively). Completion of contralateral adrenalectomy was performed upon recognition of typical histologic characteristics of primary pigmented nodular adrenocortical disease found in an initial left adrenalectomy specimen. Similarly, her younger brother developed adrenocorticotropic hormone-independent Cushing's syndrome at age 18 years, with typical cushingoid habitus, but no osteoporosis or hypertension. His adrenal computed tomographic scans showed micronodularities over bilateral adrenal glands. He was successfully treated with bilateral adrenalectomy. Screening for Carney's complex and PRKAR1A gene mutation was negative. Signs and symptoms of Cushing's syndrome resolved after bilateral adrenalectomy for both patients. They were placed on lifelong glucocorticoid and mineralocorticoid replacement therapy and long-term surveillance for Carney's complex. CONCLUSIONS: The cases of these two patients illustrate the difficulties involved in diagnosing primary pigmented nodular adrenocortical disease, a variant of adrenocorticotropic hormone-independent Cushing's syndrome that is managed with bilateral adrenalectomy. A high index of suspicion for this disease is needed, especially in adolescents with adrenocorticotropic hormone-independent Cushing's syndrome who have a significant family history, features of Carney's complex, and no resolution of Cushing's syndrome after unilateral adrenalectomy. Patients with primary pigmented nodular adrenocortical disease can either have bilateral/multiple adrenal nodules or normal adrenal glands visualized by computed tomography. Long-term surveillance is imperative in patients with confirmed Carney's complex and in those who have not undergone complete genetic testing to exclude this hereditary disorder.


Subject(s)
Adrenal Glands/pathology , Cushing Syndrome/diagnosis , Cushing Syndrome/surgery , Cyclic AMP-Dependent Protein Kinase RIalpha Subunit/genetics , Adolescent , Adrenalectomy , Adrenocorticotropic Hormone/blood , Cushing Syndrome/genetics , Female , Humans , Male , Pedigree , Tomography, X-Ray Computed , Young Adult
14.
Braz. J. Pharm. Sci. (Online) ; 54(1): e17192, 2018. tab, graf
Article in English | LILACS | ID: biblio-951911

ABSTRACT

ABSTRACT In clinical practice, simvastatin is usually used in the treatment of dyslipidemia patients and those at risk of or with established cardiovascular disease. However, previous studies have shown that simvastatin has the potential to affect glycemic parameters as it reportedly reduced insulin secretion and sensitivity. The exact mechanism by which simvastatin affects glycemia is still unknown, but previous studies have postulated the involvement of the glucose-insulin secretion mechanism. This review focuses on the effects of simvastatin, either alone or in combination with other lipid lowering agents, antidiabetics and antihypertensives, on glucose homeostasis. Some studies have reported that simvastatin might impair the levels of glucose metabolism markers in the blood while others have reported no effect or improvement in glycemia.


Subject(s)
Simvastatin/adverse effects , Drug Interactions , Glucose/adverse effects , Insulin Antagonists , In Vitro Techniques/instrumentation , Hydroxymethylglutaryl-CoA Reductase Inhibitors/pharmacology , Glucose Transporter Type 2
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