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Chan JCN, Mbanya JC, Chantelot J, Shestakova M, Ramachandran A, Ilkova H, Deplante L, Rollot M, Melas‐Melt L, Gagliardino JJ, Aschner P. Patient-reported outcomes and treatment adherence in type 2 diabetes using natural language processing: Wave 8 of the Observational International Diabetes Management Practices Study. J Diabetes Investig 2024; 15:1306-1316. [PMID: 38840439 PMCID: PMC11363103 DOI: 10.1111/jdi.14228] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 04/17/2024] [Accepted: 04/20/2024] [Indexed: 06/07/2024] Open
Abstract
AIMS/INTRODUCTION We analyzed patient-reported outcomes of people with type 2 diabetes to better understand perceptions and experiences contributing to treatment adherence. MATERIALS AND METHODS In the ongoing International Diabetes Management Practices Study, we collected patient-reported outcomes data from structured questionnaires (chronic treatment acceptance questionnaire and Diabetes Self-Management Questionnaire) and free-text answers to open-ended questions to assess perceptions of treatment value and side-effects, as well as barriers to, and enablers for, adherence and self-management. Free-text answers were analyzed by natural language processing. RESULTS In 2018-2020, we recruited 2,475 patients with type 2 diabetes (43.3% insulin-treated, glycated hemoglobin (HbA1c) 8.0 ± 1.8%; 30.9% with HbA1c <7%) from 13 countries across Africa, the Middle East, Europe, Latin America and Asia. Mean ± standard deviation scores of chronic treatment acceptance questionnaire (acceptance of medication, rated out of 100) and Diabetes Self-Management Questionnaire (self-management, rated out of 10) were 87.8 ± 24.5 and 3.3 ± 0.9, respectively. Based on free-text analysis and coded responses, one in three patients reported treatment non-adherence. Overall, although most patients accepted treatment values and side-effects, self-management was suboptimal. Treatment duration, regimen complexity and disruption of daily routines were major barriers to adherence, whereas habit formation was a key enabler. Treatment-adherent patients were older (60 ± 11.6 vs 55 ± 11.7 years, P < 0.001), and more likely to have longer disease duration (12 ± 8.6 vs 10 ± 7.7 years, P < 0.001), exposure to diabetes education (73.1% vs 67.8%, P < 0.05), lower HbA1c (7.9 ± 1.8% vs 8.3 ± 1.9%, P < 0.001) and attainment of HbA1c <7% (29.7% vs 23.3%, P < 0.01). CONCLUSIONS Patient perceptions/experiences influence treatment adherence and self-management. Patient-centered education and support programs that consider patient-reported outcomes aimed at promoting empowerment and developing new routines might improve glycemic control.
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Affiliation(s)
- Juliana CN Chan
- Department of Medicine and TherapeuticsHong Kong Institute of Diabetes and Obesity and Li Ka Shing Institute of Health Sciences, The Chinese University of Hong Kong, Prince of Wales HospitalHong Kong SARChina
| | - Jean Claude Mbanya
- Doctoral School of Life Sciences, Health and Environment, and Department of Medicine and Specialties, Faculty of Medicine and Biomedical SciencesUniversity of Yaoundé IYaoundéCameroon
| | | | | | - Ambady Ramachandran
- India Diabetes Research Foundation, Dr. A. Ramachandran's Diabetes HospitalsChennaiIndia
| | | | - Lucille Deplante
- Quinten HealthParisFrance
- Present address:
49 Avenue Jean Jaurès38500VoironFrance
| | | | | | | | - Pablo Aschner
- Javeriana University School of Medicine and San Ignacio University HospitalBogotáColombia
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Wang CY, Zhou FL, Gandhi AB, Lee TY, Cui N, Mao JS, Chen JF. Real-World Effectiveness of the Gla-300 + Cap + App Program in Adult Users Living with Type 2 Diabetes in Taiwan. Diabetes Ther 2024; 15:1389-1401. [PMID: 38642260 PMCID: PMC11096151 DOI: 10.1007/s13300-024-01570-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/08/2023] [Accepted: 03/18/2024] [Indexed: 04/22/2024] Open
Abstract
INTRODUCTION Health2Sync (H2S) is a digital health technology platform that provides coaching and titration support to patients with diabetes. The Mallya cap converts a conventional insulin pen into a smart connected device that can automatically synchronize dose values and associated timestamps (upon injection) to the H2S platform. This single-arm real-world study evaluated the effectiveness of insulin glargine 300 U/mL (Gla-300) combined with H2S and Mallya cap (Gla-300 + Cap + App program) on clinical outcomes among users with type 2 diabetes (T2D) in Taiwan. METHODS Adults (aged ≥ 20 years) with T2D who were registered H2S users and initiated Mallya cap for a new/existing Gla-300 regimen (identification period May 1, 2021-May 31, 2022) were included in this retrospective cohort study. Follow-up data from H2S were collected for 90 days. Glycated hemoglobin (HbA1c) change (baseline to follow-up) and HbA1c goal attainment were primary outcomes. Hypoglycemia incidence and usage metrics of Mallya cap were secondary outcomes. RESULTS Of 83 participants, 38.6% were new Gla-300 users. HbA1c was reduced in both new (- 2.4 [2.7] %, - 26.2 [29.5] mmol/mol) and previous Gla-300 users (- 0.5 [1.6] %, - 5.5 [17.5] mmol/mol). Reduction in HbA1c was significant (p < 0.05) in both groups. At follow-up, 43.4% of users had a reduction of > 0.5%. Mean HbA1c reductions increased numerically with higher baseline HbA1c and with longer duration of Mallya cap usage. CONCLUSIONS Use of digital technology within a connected ecosystem such as Gla-300 + Cap + App program could help people with type 2 diabetes to improve their glycemic condition.
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Affiliation(s)
- Chih-Yuan Wang
- Division of Endocrinology and Metabolism, Department of Internal Medicine, National Taiwan University Hospital, College of Medicine, National Taiwan University, 7 Chung-Shan South Rd., Taipei, 10051, Taiwan.
| | | | | | - Tsung-Ying Lee
- Department of Practice, Sciences, and Health Outcomes Research, University of Maryland School of Pharmacy, Baltimore, MD, USA
| | | | | | - Jung-Fu Chen
- Division of Endocrinology and Metabolism, Department of Internal Medicine, Kaohsiung Chang Gung Hospital, Chang Gung University College of Medicine, Kaohsiung, Taiwan
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Harris SB, Mohammedi K, Bertolini M, Carlyle M, Walker V, Zhou FL, Anderson JE, Seufert J. Patient and physician perspectives and experiences of basal insulin titration in type 2 diabetes in the United States: Cross-sectional surveys. Diabetes Obes Metab 2023; 25:3478-3489. [PMID: 37749746 DOI: 10.1111/dom.15240] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Revised: 07/05/2023] [Accepted: 07/10/2023] [Indexed: 09/27/2023]
Abstract
AIM Patient- and physician-associated barriers impact the effectiveness of basal insulin (BI) titration in the management of type 2 diabetes (T2D). We evaluated the experiences of patients with T2D and physicians with BI titration education. MATERIALS AND METHODS In this observational, cross-sectional study, patients with T2D and physicians treating patients with T2D were identified by claims in the Optum Research Database and were invited to complete a survey. Eligible patients had 12 months of continuous health-plan enrolment with medical and pharmacy benefits during the baseline period, and recent initiation of BI therapy. Eligible physicians had initiated BI for ≥1 eligible patient with T2D during the past 6 months. RESULTS In total, 416 patients and 386 physicians completed the survey. Ninety per cent of physicians reported treating ≥50 patients with T2D; 66% treated ≥25% of patients with BI. Whereas 74% of patients reported that BI titration was explained to them by a physician, 96% of physicians reported doing so. Furthermore, 20% of patients stated they were offered educational materials whereas 56% of physicians reported having provided materials. Physicians had higher expectations of glycaemic target achievement than were seen in the patient survey; their main concern was the patients' ability to titrate accurately (79%). CONCLUSIONS There is a marked difference in patients' and physicians' experiences of BI titration education. Novel tools and strategies are required to enable effective BI titration, with more educational resources at the outset, and ongoing access to tools that provide clear, simple direction for self-titration with less reliance on physicians/health care providers.
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Affiliation(s)
- Stewart B Harris
- Schulich School of Medicine & Dentistry, The University of Western Ontario, London, Ontario, Canada
| | | | | | | | | | | | | | - Jochen Seufert
- Division of Endocrinology and Diabetology, Department of Medicine II, Medical Center, Faculty of Medicine, University of Freiburg, Freiburg, Germany
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Tamez-Pérez HE, Cantú-Santos OM, Gutierrez-González D, González-Facio R, Romero-Ibarguengoitia ME. Effect of Digital-Tool-Supported Basal Insulin Titration Algorithm in Reaching Glycemic Control in Patients with Type 2 Diabetes in Mexico. J Diabetes Sci Technol 2022; 16:1513-1520. [PMID: 34323110 PMCID: PMC9631525 DOI: 10.1177/19322968211034533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/17/2022]
Abstract
BACKGROUND My Dose Coach (MDC) is a mobile application combined with a web portal that can suggest optimized basal insulin (BI) injection doses using Self-Measured Plasma Glucose (SMPG) and hypoglycemia data. This study aimed to evaluate its efficacy on patients reaching SMPG and Fasting blood glucose (FBG) target range 90-130 mg/dl (5-7.2 mmol/L) goals without severe hypoglycemic episodes. We also addressed the mean reduction in glycated hemoglobin (A1C), FBG, and SMPG and the improvement in the WHO's Five Well Being Index (WBI). METHODS This prospective pilot study involved the use of MDC in outpatients with type 2 diabetes (T2DM) from a Hospital in Northern Mexico. Patients on treatment with any BI were included in the study. The follow-up was of 16 weeks. Student t-tests or McNemar test were used for effect comparisons. RESULTS We included 158 patients (46.8% women), mean (SD) age 51 (10.3) years. We achieved SMPG target range in 58.9% [mean (95CI) reduction of 30.9 mg/dl (22.5-37.7; P < .001)] of the patients [66(28) days], with no severe hypoglycemia events. FBG goal was reached in 55.7% [mean (95CI) reduction of 63.4 mg/dl (49.6-77.2; P < .001)]. The mean (95CI) reduction of A1C was 1.78% (1.47-2, P < .01) with the last observation carried forward. There was a mean (95CI) increase of 2.23 (-3, -1.4, P < .01) points in WBI scale. CONCLUSIONS MDC successfully helped to achieve FBG and SMPG goals, reduced A1C, and increased WBI with no severe hypoglycemia events.
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Affiliation(s)
| | | | - Oscar Manuel Cantú-Santos
- Internal Medicine Department, Hospital
Clinica Nova de Monterrey, San Nicolas de los Garza, Nuevo Leon, Mexico
| | - Dalia Gutierrez-González
- Research Department, Hospital Clinica
Nova de Monterrey, San Nicolas de los Garza, Nuevo Leon, Mexico
| | - Rosalinda González-Facio
- Internal Medicine Department, Hospital
Clinica Nova de Monterrey, San Nicolas de los Garza, Nuevo Leon, Mexico
| | - Maria Elena Romero-Ibarguengoitia
- Research Department, Hospital Clinica
Nova de Monterrey, San Nicolas de los Garza, Nuevo Leon, Mexico
- Maria Elena Romero Ibarguengoitia, MD, MS,
PhD, Hospital Clinica Nova de Monterrey. Av. Del Bosque 139, Cuauhtémoc, San
Nicolas de los Garza, Nuevo Leon, CP 66450, Mexico.
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McGovern AP, Hirwa KD, Wong AK, Holland CJE, Mayne I, Hashimi A, Thompson R, Creese V, Havill S, Sanders T, Blackman J, Vaidya B, Hattersley AT. Patient-led rapid titration of basal insulin in gestational diabetes is associated with improved glycaemic control and lower birthweight. Diabet Med 2022; 39:e14926. [PMID: 35900879 PMCID: PMC9544985 DOI: 10.1111/dme.14926] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2021] [Accepted: 07/27/2022] [Indexed: 11/28/2022]
Abstract
AIMS Elevated fasting blood glucose in gestational diabetes (GDM) is a key predictor of high birthweight babies and adverse pregnancy outcomes but is hard to treat. We implemented a simple, patient-led, insulin dose titration algorithm aiming to improve fasting glycaemic control in GDM. METHODS In women with GDM, initiating basal insulin, we recommended a daily four-unit dose increase after every fasting glucose value ≥5.0 mmol/mol (90 mg/dl). This approach augmented our pre-existing intensive (weekly) specialist nursing input. Using a before-and-after retrospective observational study design, we examined insulin doses and glucose values at 36 weeks gestation and maternal and neonatal outcomes in 105 women completing pregnancy before and 93 women after the intervention. RESULTS The baseline characteristics of women in the before and after groups were the same. Women initiated on insulin after implementation (n = 30 before, n = 43 after) achieved substantially higher doses at 36 weeks (53 vs. 36 units/day; 0.56 vs. 0.37 units/kg/day; p = 0.027). 36-week mean fasting glucose was lower in those on insulin after implementation (4.6 vs. 5.1 mmol/L [83 vs. 92 mg/dl]; p = 0.031). Birthweight was significantly reduced (birthweight Z-scores 0.34 vs. 0.92; p = 0.005). There was no significant difference in macrosomia (after; 2% vs. before; 17% p = 0.078) or caesarean sections (after; 33% vs. before; 47%; p = 0.116). No women experienced severe hypoglycaemia. There were no outcome differences before versus after intervention in women not treated with insulin. CONCLUSIONS Patient-led daily insulin titration in gestational diabetes leads to higher insulin dose use lower fasting glucose and is associated with lower birthweight without causing significant hypoglycaemia.
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Affiliation(s)
- Andrew P. McGovern
- Royal Devon and Exeter HospitalExeterUK
- University of Exeter Medical SchoolExeterUK
| | | | | | | | | | | | | | | | | | | | | | - Bijay Vaidya
- Royal Devon and Exeter HospitalExeterUK
- University of Exeter Medical SchoolExeterUK
| | - Andrew T. Hattersley
- Royal Devon and Exeter HospitalExeterUK
- University of Exeter Medical SchoolExeterUK
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Mayne IK, Rawdon E, Guerin E, McGovern AP. In gestational diabetes, patient‐led insulin titration is rapidly effective, safe and is associated with reduced birthweight. PRACTICAL DIABETES 2022. [DOI: 10.1002/pdi.2407] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Affiliation(s)
| | | | | | - Andrew P McGovern
- University of Exeter Medical School Exeter UK
- Royal Devon and Exeter Hospital Exeter UK
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Mayne I, Thomas N, McGovern A. Rapid, patient-led titration of basal insulin can be used to achieve tight glycaemic control in gestational diabetes mellitus with insulin resistance. BMJ Case Rep 2022; 15:e248533. [PMID: 35272992 PMCID: PMC8915315 DOI: 10.1136/bcr-2021-248533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 01/30/2022] [Indexed: 11/04/2022] Open
Abstract
A woman with gestational diabetes mellitus (GDM) and significant insulin resistance in her third pregnancy was diagnosed with a fasting blood glucose reading of 5.7 mmol/L (103 mg/dL) at 28+1 weeks gestation and referred to our diabetes team. Using a rapid, patient-led approach to basal insulin titration this patient achieved therapeutic doses and glucose targets in the limited time available during pregnancy, without causing significant hypoglycaemia. This method of insulin titration empowers women with GDM to take control of their own management and could reduce complications in GDM pregnancies at negligible additional cost. The only additional cost being that of the higher insulin doses used.
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Affiliation(s)
- Isabelle Mayne
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
| | - Nicholas Thomas
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
- Department of Diabetes and Endocrinology, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
| | - Andrew McGovern
- Institute of Biomedical and Clinical Science, University of Exeter Medical School, Exeter, UK
- Department of Diabetes and Endocrinology, Royal Devon and Exeter NHS Foundation Trust, Exeter, UK
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Wang Y, Yan J, Zhang P, Yang P, Zhang W, Lu M. Tai Chi Program to Improve Glucose Control and Quality of Life for the Elderly With Type 2 Diabetes: A Meta-analysis. INQUIRY : A JOURNAL OF MEDICAL CARE ORGANIZATION, PROVISION AND FINANCING 2022; 59:469580211067934. [PMID: 35282699 PMCID: PMC9111975 DOI: 10.1177/00469580211067934] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/02/2022]
Abstract
OBJECTIVE To systematically evaluate the effects of Tai chi for improving elderly patients with type 2 diabetes. METHODS According to PRISMA checklist, we conducted this standard meta-analysis. The multiple databases like Pubmed, Embase, and Cochrane databases were used to search for the relevant studies, and full-text articles involved in the evaluation of Tai chi in improving elderly patients with type 2 diabetes. Review manager 5.2 was adopted to estimate the effects of the results among selected articles. Forest plots, sensitivity analysis and funnel plot for the articles included were also conducted. RESULTS Finally, 7 relevant studies were eventually satisfied the included criteria. We found that Tai chi group had lower glucose than control group (mean difference (MD)=-12.47, 95%CI [-21.20, -3.73], P=.005; I2 = 32%), Tai chi group had higher activities-specific balance confidence (ABC) scale than control group (MD =9.26 with 95%CI [6.68, 11.83], P < .001) and Tai chi group had higher single limb standing test score than control group (MD = 8.38, 95%CI [4.02, 12.74], P = .001). The study was robust and limited publication bias was observed in this study. CONCLUSION Since we found Tai chi had better performance than usual care in improving old diabetes patients' glucose and life quality, the study supports that Tai chi can help old diabetes patients from several aspects including disease indicators, independence and life quality.
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Affiliation(s)
- Yanmei Wang
- Nursing Department, Gongli Hospital, Shanghai, China
| | - Jianjun Yan
- Nursing Department, Gongli Hospital, Shanghai, China
| | - Peng Zhang
- School of Clinical Medicine, Shanghai University and Health
Sciences, Shanghai, China
| | - Pei Yang
- Department of Nursing, Ningxia Medical
University, Yinchuan, Ningxia
| | - Wenhui Zhang
- Department of Nursing, Ningxia Medical
University, Yinchuan, Ningxia
| | - Min Lu
- Nursing Department, Gongli Hospital, Shanghai, China
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Mehta R, Goldenberg R, Katselnik D, Kuritzky L. Practical guidance on the initiation, titration, and switching of basal insulins: a narrative review for primary care. Ann Med 2021; 53:998-1009. [PMID: 34165382 PMCID: PMC8231382 DOI: 10.1080/07853890.2021.1925148] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2020] [Accepted: 04/28/2021] [Indexed: 01/22/2023] Open
Abstract
Many patients with type 2 diabetes will ultimately require the inclusion of basal insulin in their treatment regimen. Since most people with type 2 diabetes are managed in the community, it is important that primary care providers understand and correctly manage the initiation and titration of basal insulins, and help patients to self-manage insulin injections. Newer, long-acting basal insulins provide greater stability and flexibility than older preparations and improved delivery systems. Basal insulin is usually initiated at a conservative dose of 10 units/day or 0.1-0.2 units/kg/day, then titrated thereafter over several weeks or months, based on patients' self-measured fasting plasma glucose, to achieve an individualized target (usually 80-130 mg/dL). Through a shared decision-making process, confirmation of appropriate goals and titration methods should be established, including provisions for events that might alter scheduled titration (e.g. travel, dietary change, illness, hospitalization, etc.). Although switching between basal insulins is usually easily accomplished, pharmacokinetic and pharmacodynamic differences between formulations require clinicians to provide explicit guidance to patients. Basal insulin is effective long-term, but overbasalization (continuing to escalate dose without a meaningful reduction in fasting plasma glucose) should be avoided.Key messagesPrimary care providers often initiate basal insulin for people with type 2 diabetes.Basal insulin is recommended to be initiated at 10 units/day or 0.1-0.2 units/kg/day, and doses must be titrated to agreed fasting plasma glucose goals, usually 80-130 mg/dL. A simple rule is to gradually increase the initial dose by 1 unit per day (NPH, insulin detemir, and glargine 100 units/mL) or 2-4 units once or twice per week (NPH, insulin detemir, glargine 100 and 300 units/mL, and degludec) until FPG levels remain consistently within the target range. If warranted, switching between basal insulins can be done using simple regimens.The dose of basal insulin should be increased as required up to approximately 0.5-1.0 units/kg/day in some cases. Overbasalization (continuing to escalate dose without a meaningful reduction in fasting plasma glucose) is not recommended; rather re-evaluation of individual therapy, including consideration of more concentrated basal insulin preparations and/or short-acting prandial insulin as well as other glucose-lowering therapies, is suggested.
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Affiliation(s)
- Roopa Mehta
- National Institute of Medical Sciences and Nutrition Salvador Zubirán, Mexico City, Mexico
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