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Leveraging a genetically-informative study design to explore depression as a risk factor for type 2 diabetes: Rationale and participant characteristics of the Mood and Immune Regulation in Twins Study. 利用基因信息研究设计探索抑郁症作为 2 型糖尿病风险因素的可能性:双胞胎情绪与免疫调节研究的原理与参与者特征。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-03-17 eCollection Date: 2023-01-01 DOI: 10.3389/fcdhc.2023.1026402
Briana Mezuk, Kristen Kelly, Erica Bennion, Jeannie B Concha
{"title":"Leveraging a genetically-informative study design to explore depression as a risk factor for type 2 diabetes: Rationale and participant characteristics of the Mood and Immune Regulation in Twins Study.","authors":"Briana Mezuk, Kristen Kelly, Erica Bennion, Jeannie B Concha","doi":"10.3389/fcdhc.2023.1026402","DOIUrl":"10.3389/fcdhc.2023.1026402","url":null,"abstract":"<p><strong>Background: </strong>Comorbidity between depression and type 2 diabetes is thought to arise from the joint effects of psychological, behavioral, and biological processes. Studies of monozygotic twins may provide a unique opportunity for clarifying how these processes inter-relate. This paper describes the rationale, characteristics, and initial findings of a longitudinal co-twin study aimed at examining the biopsychosocial mechanisms linking depression and risk of diabetes in mid-life.</p><p><strong>Methods: </strong>Participants in the Mood and Immune Regulation in Twins (MIRT) Study were recruited from the Mid-Atlantic Twin Registry. MIRT consisted of 94 individuals who do not have diabetes at baseline, representing 43 twin pairs (41 monozygotic and 2 dizygotic), one set of monozygotic triplets, and 5 individuals whose co-twin did not participate. A broad set of variables were assessed including <i>psychological factors</i> (e.g., lifetime history major depression (MD)); <i>social factors</i> (e.g., stress perceptions and experiences); and <i>biological factors</i>, including indicators of metabolic risk (e.g., BMI, blood pressure (BP), HbA1c) and immune functioning (e.g., pro- and anti-inflammatory cytokines), as well as collection of RNA. Participants were re-assessed 6-month later. Intra-class correlation coefficients (ICC) and descriptive comparisons were used to explore variation in these psychological, social, and biological factors across time and within pairs.</p><p><strong>Results: </strong>Mean age was 53 years, 68% were female, and 77% identified as white. One-third had a history of MD, and 18 sibling sets were discordant for MD. MD was associated with higher systolic (139.1 vs 132.2 mmHg, p=0.05) and diastolic BP (87.2 vs. 80.8 mmHg, p=0.002) and IL-6 (1.47 vs. 0.93 pg/mL, p=0.001). MD was not associated with BMI, HbA1c, or other immune markers. While the biological characteristics of the co-twins were significantly correlated, all within-person ICCs were higher than the within-pair correlations (e.g., HbA1c within-person ICC=0.88 vs. within-pair ICC=0.49; IL-6 within-person ICC=0.64 vs. within-pair=0.54). Among the pairs discordant for MD, depression was not substantially associated with metabolic or immune markers, but was positively associated with stress.</p><p><strong>Conclusions: </strong>Twin studies have the potential to clarify the biopsychosocial processes linking depression and diabetes, and recently completed processing of RNA samples from MIRT permits future exploration of gene expression as a potential mechanism.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1026402"},"PeriodicalIF":0.0,"publicationDate":"2023-03-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10064086/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9296162","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effectiveness of educational intervention in improving medication adherence among patients with diabetes in Klang Valley, Malaysia 教育干预在改善马来西亚巴生谷糖尿病患者药物依从性方面的有效性
Frontiers in clinical diabetes and healthcare Pub Date : 2023-03-13 DOI: 10.3389/fcdhc.2023.1132489
Emmanuel Timilehin Atolagbe, P. Sivanandy, P. Ingle
{"title":"Effectiveness of educational intervention in improving medication adherence among patients with diabetes in Klang Valley, Malaysia","authors":"Emmanuel Timilehin Atolagbe, P. Sivanandy, P. Ingle","doi":"10.3389/fcdhc.2023.1132489","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.1132489","url":null,"abstract":"Background The diabetes patients’ adherence to prescription medication is 67.5%, which is lower than that of patients with any other medical conditions. Patients with low medication adherence are more likely to experience clinical complications, repeated hospitalizations, increased mortality, and increased healthcare costs, hence, education on disease and medication adherence is vital now. This study aimed to assess the level of medication adherence, medicine and information-seeking behaviour, and the effectiveness of online educational intervention in improving medication adherence and medicine and information-seeking behaviours among patients with diabetes in Klang Valley, Malaysia. Methods Individuals aged 12 years and above with a prior diagnosis of diabetes were identified and randomly divided into (control (n=183), and intervention groups (n = 206). Data about their medication adherence and information-seeking behaviour were obtained. As part of the online educational intervention, a month of daily general reminders to take their medications and educational materials about diabetes had provided to them via WhatsApp groups. After a month, the groups were reassessed, and the data were compared. Results The results showed that, at baseline, most of the respondents in the control (58.8% females and 53.08% males) and intervention (65.52% females and 85.12% males) groups had a low level of medication adherence. After a month of intervention, medication adherence was significantly improved in the intervention group (91.4% females and 71.28% males) compared to the control group (38.23% females and 44.44% males). At baseline, only 96 (52.45%) respondents in the control group and 110 (52.38%) in the intervention group preferred to read online educational materials to know more about their condition(s), it was improved after a month of intervention in the intervention group where 204 (99.02%) respondents prefer online materials, however no change in the control group response. Conclusion The study concludes that medication adherence and information-seeking behaviours among the study population have been significantly improved after a month of structured intervention. Medication adherence plays a crucial role in risk reduction strategies subsequently it improves the patient’s quality of life. Thus, well-planned more robust educational interventions on chronic diseases are warranted to improve the health outcomes of the patients.","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 1","pages":""},"PeriodicalIF":0.0,"publicationDate":"2023-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"41503257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Barriers to and enablers of type 2 diabetes screening among women with prior gestational diabetes: A qualitative study applying the Theoretical Domains Framework. 曾患妊娠糖尿病的妇女进行 2 型糖尿病筛查的障碍和促进因素:应用理论领域框架的定性研究。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-02-24 eCollection Date: 2023-01-01 DOI: 10.3389/fcdhc.2023.1086186
Amelia J Lake, Amelia Williams, Adriana C H Neven, Jacqueline A Boyle, James A Dunbar, Christel Hendrieckx, Melinda Morrison, Sharleen L O'Reilly, Helena Teede, Jane Speight
{"title":"Barriers to and enablers of type 2 diabetes screening among women with prior gestational diabetes: A qualitative study applying the Theoretical Domains Framework.","authors":"Amelia J Lake, Amelia Williams, Adriana C H Neven, Jacqueline A Boyle, James A Dunbar, Christel Hendrieckx, Melinda Morrison, Sharleen L O'Reilly, Helena Teede, Jane Speight","doi":"10.3389/fcdhc.2023.1086186","DOIUrl":"10.3389/fcdhc.2023.1086186","url":null,"abstract":"<p><strong>Introduction: </strong>Women with previous gestational diabetes mellitus (GDM) are at increased risk of type 2 diabetes (T2D). Guidelines recommend postnatal diabetes screening (oral glucose tolerance test or HbA1c) typically 6-12 weeks after birth, with screening maintained at regular intervals thereafter. Despite this, around half of women are not screened, representing a critical missed opportunity for early identification of prediabetes or type 2 diabetes. While policy and practice-level recommendations are comprehensive, those at the personal-level primarily focus on increasing screening knowledge and risk perception, potentially missing other influential behavioral determinants. We aimed to identify modifiable, personal-level factors impacting postpartum type 2 diabetes screening among Australian women with prior gestational diabetes and recommend intervention functions and behavior change techniques to underpin intervention content.</p><p><strong>Research design and methods: </strong>Semi-structured interviews with participants recruited via Australia's National Gestational Diabetes Register, using a guide based on the Theoretical Domains Framework (TDF). Using an inductive-deductive approach, we coded data to TDF domains. We used established criteria to identify 'important' domains which we then mapped to the Capability, Opportunity, Motivation-Behavior (COM-B) model.</p><p><strong>Results: </strong>Nineteen women participated: 34 ± 4 years, 19 ± 4 months postpartum, 63% Australian-born, 90% metropolitan, 58% screened for T2D according to guidelines. Eight TDF domains were identified: 'knowledge', 'memory, attention, and decision-making processes', 'environmental context and resources', 'social influences', 'emotion', 'beliefs about consequences', 'social role and identity', and 'beliefs about capabilities'. Study strengths include a methodologically rigorous design; limitations include low recruitment and homogenous sample.</p><p><strong>Conclusions: </strong>This study identified numerous modifiable barriers and enablers to postpartum T2D screening for women with prior GDM. By mapping to the COM-B, we identified intervention functions and behavior change techniques to underpin intervention content. These findings provide a valuable evidence base for developing messaging and interventions that target the behavioral determinants most likely to optimize T2D screening uptake among women with prior GDM. .</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1086186"},"PeriodicalIF":0.0,"publicationDate":"2023-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012118/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9574146","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A critical review of the relationship between type 1 diabetes mellitus, inhibition, and behavioral management. 对 1 型糖尿病、抑制和行为管理之间关系的批判性回顾。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-02-01 eCollection Date: 2022-01-01 DOI: 10.3389/fcdhc.2022.1080415
Neville Dean Robertson, Elmari Deacon, Karel Botha
{"title":"A critical review of the relationship between type 1 diabetes mellitus, inhibition, and behavioral management.","authors":"Neville Dean Robertson, Elmari Deacon, Karel Botha","doi":"10.3389/fcdhc.2022.1080415","DOIUrl":"10.3389/fcdhc.2022.1080415","url":null,"abstract":"<p><p>Type 1 diabetes mellitus (T1DM) is a chronic and lifelong condition that requires adequate behavior management in order to meet desired health outcomes. The effects of T1DM on the neurocognitive functioning of affected individuals raise concerns about how the disease may influence executive functioning. Inhibition is a core component of executive functioning, and plays a vital role in self-regulation and the restriction of impulsive behaviors. Inhibition may thus play a vital role in the behavior management of people with T1DM. The aim of this study was to identify current gaps in existing knowledge regarding the relationship between T1DM, inhibition, and behavior management. This study employed a critical review design to analyze and synthesize the current scientific literature. Twelve studies were identified through an appraisal process, and the data extracted were thematically analyzed and integrated. The findings of this study indicate that a possible cycle arises between these three constructs, in which T1DM affects inhibition, inhibition affects behavior management, and poor behavior management affects inhibition. It is recommended that future research should focus more specifically on this relationship.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"3 ","pages":"1080415"},"PeriodicalIF":0.0,"publicationDate":"2023-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012078/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9219032","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Effective assay technologies fit for large-scale population screening of type 1 diabetes. 适合大规模人群 1 型糖尿病筛查的有效检测技术。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-23 eCollection Date: 2022-01-01 DOI: 10.3389/fcdhc.2022.1034698
Xiaofan Jia, Liping Yu
{"title":"Effective assay technologies fit for large-scale population screening of type 1 diabetes.","authors":"Xiaofan Jia, Liping Yu","doi":"10.3389/fcdhc.2022.1034698","DOIUrl":"10.3389/fcdhc.2022.1034698","url":null,"abstract":"<p><p>While worldwide prevention efforts for type 1 diabetes (T1D) are underway to abrogate or slow progression to diabetes, mass screening of islet autoantibodies (IAbs) in the general population is urgently needed. IAbs, the most reliable biomarkers, play an essential role in prediction and clinical diagnosis of T1D. Through laboratory proficiency programs and harmonization efforts, a radio-binding assay (RBA) has been well established as the current 'gold' standard assay for all four IAbs. However, in view of the need for large-scale screening in the non-diabetic population, RBA consistently faces two fundamental challenges, cost-efficiency and disease specificity. While all four IAbs are important for disease prediction, the RBA platform, with a separate IAb test format is laborious, inefficient and expensive. Furthermore, the majority of IAb positivity in screening, especially from individuals with single IAb were found to be low risk with low affinity. It is well documented from multiple clinical studies that IAbs with low affinity are low risk with less or no disease relevance. At present, two non-radioactive multiplex assays, a 3-assay ELISA combining three IAbs and a multiplex ECL assay combining all four IAbs, have been successfully used as the primary methods for general population screenings in Germany and the US, respectively. Recently, the TrialNet Pathway to Prevention study has been organizing an IAb workshop which aims to analyze the 5-year T1D predictive values of IAbs. A T1D-specific assay with high efficiency, low cost and requiring low volume of sample will definitely be necessary to benefit general population screening.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"3 ","pages":"1034698"},"PeriodicalIF":0.0,"publicationDate":"2023-01-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012058/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9573605","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Hyperinsulinemia: an early biomarker of metabolic dysfunction. 高胰岛素血症:代谢功能障碍的早期生物标志物。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-01 DOI: 10.3389/fcdhc.2023.1159664
Rama A Vaidya, Sharvari Desai, Panchali Moitra, Sheryl Salis, Shubhada Agashe, Rekha Battalwar, Anushree Mehta, Jagmeet Madan, Soumik Kalita, Shobha A Udipi, Ashok B Vaidya
{"title":"Hyperinsulinemia: an early biomarker of metabolic dysfunction.","authors":"Rama A Vaidya,&nbsp;Sharvari Desai,&nbsp;Panchali Moitra,&nbsp;Sheryl Salis,&nbsp;Shubhada Agashe,&nbsp;Rekha Battalwar,&nbsp;Anushree Mehta,&nbsp;Jagmeet Madan,&nbsp;Soumik Kalita,&nbsp;Shobha A Udipi,&nbsp;Ashok B Vaidya","doi":"10.3389/fcdhc.2023.1159664","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.1159664","url":null,"abstract":"<p><strong>Introduction: </strong>Hyperinsulinemia in the absence of impaired glucose tolerance and normal HbA1c is considered indicative of pre-diabetes. Very few Indian studies have focused on hyperinsulinemia particularly in young adults. The present study aimed to determine whether hyperinsulinemia may be present despite HbA1c being normal.</p><p><strong>Methods: </strong>This was a cross-sectional study conducted on adolescents and young adults aged 16-25 years living in Mumbai, India. The participants attended various academic institutions and were those who underwent screening as the first step of a clinical trial for studying the efficacy of almond intake in prediabetes.</p><p><strong>Results: </strong>Among this young population (n=1313), 4.2% (n=55) of the participants were found to be prediabetic (ADA criteria) and 19.7% of them had HbA1c levels between 5.7%-6.4%. However, almost, 30.5% had hyperinsulinemia inspite of normal blood glucose levels and normal HbA1c. Among those with HbA1c<5.7 (n=533), 10.5% (n=56) participants had fasting insulin>15 mIU/L and a higher percentage (39.4%, n=260) had stimulated insulin above 80 mIU/L. These participants had higher mean anthropometric markers than those with normal fasting and/or stimulated insulin.</p><p><strong>Conclusion: </strong>Hyperinsulinaemia in the absence of impaired glucose tolerance and normal HbA1c may provide a much earlier indicator of detection for risk of metabolic disease and progression to metabolic syndrome and diabetes mellitus.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1159664"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10186728/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9544499","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Nutrition education to type 1 diabetes patients: few changes over the time. 1型糖尿病患者的营养教育:随时间变化不大。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-01 DOI: 10.3389/fcdhc.2023.1243237
Aurélien Clerc
{"title":"Nutrition education to type 1 diabetes patients: few changes over the time.","authors":"Aurélien Clerc","doi":"10.3389/fcdhc.2023.1243237","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.1243237","url":null,"abstract":"COPYRIGHT © 2023 Clerc. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. TYPE Opinion PUBLISHED 29 August 2023 DOI 10.3389/fcdhc.2023.1243237","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1243237"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10497213/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10296073","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Psychological care of patients during the pancreas transplantation process: issues and prospects. 胰腺移植过程中患者的心理护理:问题与展望。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-01 DOI: 10.3389/fcdhc.2023.1205964
Vasiliki Galani, Orianne Villard, Valérie Olivier, Andrea Peloso, Philippe Compagnon, Fadi Haidar, Paco Prada
{"title":"Psychological care of patients during the pancreas transplantation process: issues and prospects.","authors":"Vasiliki Galani,&nbsp;Orianne Villard,&nbsp;Valérie Olivier,&nbsp;Andrea Peloso,&nbsp;Philippe Compagnon,&nbsp;Fadi Haidar,&nbsp;Paco Prada","doi":"10.3389/fcdhc.2023.1205964","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.1205964","url":null,"abstract":"<p><p>Pancreas transplantation for patients with type 1 diabetes is a therapeutic option when other treatments are not effective and physical complications occur. Psychological burden is prominent in patients, and non-adherence to treatment is often one manifestation of such difficulties. Time projection is an important factor affected by chronic disease. The prospect of transplantation has the potential to repair this disruption. It could re-establish a continuity in the patient's self and history, by connecting the future to a life that was only about past and present. Taking care of oneself, adhering to treatment, being part of a long-term therapeutic project and going through transplantation are all processes that need a good ability to self-project in time. This is specifically a domain of psychotherapeutic interventions. In this article, the psychological implications of pancreas transplantation for patients and caregivers alike will be discussed, as well as the role of the psychiatrist in the transplantation process.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1205964"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10364445/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9866499","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Automatic inference of hypoglycemia causes in type 1 diabetes: a feasibility study. 1型糖尿病低血糖原因的自动推断:可行性研究。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-01 DOI: 10.3389/fcdhc.2023.1095859
Aleksandr Zaitcev, Mohammad R Eissa, Zheng Hui, Tim Good, Jackie Elliott, Mohammed Benaissa
{"title":"Automatic inference of hypoglycemia causes in type 1 diabetes: a feasibility study.","authors":"Aleksandr Zaitcev,&nbsp;Mohammad R Eissa,&nbsp;Zheng Hui,&nbsp;Tim Good,&nbsp;Jackie Elliott,&nbsp;Mohammed Benaissa","doi":"10.3389/fcdhc.2023.1095859","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.1095859","url":null,"abstract":"<p><strong>Background: </strong>Hypoglycemia is the most common adverse consequence of treating diabetes, and is often due to suboptimal patient self-care. Behavioral interventions by health professionals and self-care education helps avoid recurrent hypoglycemic episodes by targeting problematic patient behaviors. This relies on time-consuming investigation of reasons behind the observed episodes, which involves manual interpretation of personal diabetes diaries and communication with patients. Therefore, there is a clear motivation to automate this process using a supervised machine learning paradigm. This manuscript presents a feasibility study of automatic identification of hypoglycemia causes.</p><p><strong>Methods: </strong>Reasons for 1885 hypoglycemia events were labeled by 54 participants with type 1 diabetes over a 21 months period. A broad range of possible predictors were extracted describing a hypoglycemic episode and the subject's general self-care from participants' routinely collected data on the Glucollector, their diabetes management platform. Thereafter, the possible hypoglycemia reasons were categorized for two major analysis sections - statistical analysis of relationships between the data features of self-care and hypoglycemia reasons, and classification analysis investigating the design of an automated system to determine the reason for hypoglycemia.</p><p><strong>Results: </strong>Physical activity contributed to 45% of hypoglycemia reasons on the real world collected data. The statistical analysis provided a number of interpretable predictors of different hypoglycemia reasons based on self-care behaviors. The classification analysis showed the performance of a reasoning system in practical settings with different objectives under F1-score, recall and precision metrics.</p><p><strong>Conclusion: </strong>The data acquisition characterized the incidence distribution of the various hypoglycemia reasons. The analyses highlighted many interpretable predictors of the various hypoglycemia types. Also, the feasibility study presented a number of concerns valuable in the design of the decision support system for automatic hypoglycemia reason classification. Therefore, automating the identification of the causes of hypoglycemia may help objectively to target behavioral and therapeutic changes in patients' care.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"1095859"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10150960/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"10049100","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dopamine receptor agonists mechanism of actions on glucose lowering and their connections with prolactin actions. 多巴胺受体激动剂的降糖作用机制及其与催乳素作用的联系。
Frontiers in clinical diabetes and healthcare Pub Date : 2023-01-01 DOI: 10.3389/fcdhc.2023.935872
Hung-Yu Chien, Su-Mei Chen, Wan-Chun Li
{"title":"Dopamine receptor agonists mechanism of actions on glucose lowering and their connections with prolactin actions.","authors":"Hung-Yu Chien,&nbsp;Su-Mei Chen,&nbsp;Wan-Chun Li","doi":"10.3389/fcdhc.2023.935872","DOIUrl":"https://doi.org/10.3389/fcdhc.2023.935872","url":null,"abstract":"<p><p>Robust experiment evidence suggests that prolactin can enhance beta-cell proliferation and increase insulin secretion and sensitivity. Apart from acting as an endocrine hormone, it also function as an adipokine and act on adipocytes to modulate adipogenesis, lipid metabolism and inflammation. Several cross-sectional epidemiologic studies consistently showed that circulating prolactin levels positive correlated with increased insulin sensitivity, lower glucose and lipid levels, and lower prevalence of T2D and metabolic syndrome. Bromocriptine, a dopamine receptor agonist used to treat prolactinoma, is approved by Food and Drug Administration for treatment in type 2 diabetes mellitus since 2009. Prolactin lowering suppress insulin secretion and decrease insulin sensitivity, therefore dopamine receptor agonists which act at the pituitary to lower serum prolactin levels are expected to impair glucose tolerance. Making it more complicating, studies exploring the glucose-lowering mechanism of bromocriptine and cabergoline have resulted in contradictory results; while some demonstrated actions independently on prolactin status, others showed glucose lowering partly explained by prolactin level. Previous studies showed that a moderate increase in central intraventricular prolactin levels stimulates hypothalamic dopamine with a decreased serum prolactin level and improved glucose metabolism. Additionally, sharp wave-ripples from the hippocampus modulates peripheral glucose level within 10 minutes, providing evidence for a mechanistic link between hypothalamus and blood glucose control. Central insulin in the mesolimbic system have been shown to suppress dopamine levels thus comprising a feedback control loop. Central dopamine and prolactin levels plays a key role in the glucose homeostasis control, and their dysregulation could lead to the pathognomonic central insulin resistance depicted in the \"ominous octet\". This review aims to provide an in-depth discussion on the glucose-lowering mechanism of dopamine receptor agonists and on the diverse prolactin and dopamine actions on metabolism targets.</p>","PeriodicalId":73075,"journal":{"name":"Frontiers in clinical diabetes and healthcare","volume":"4 ","pages":"935872"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10012161/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9574143","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 3
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