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Machine learning-based reproducible prediction of type 2 diabetes subtypes. 基于机器学习的 2 型糖尿病亚型重复预测。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-08-21 DOI: 10.1007/s00125-024-06248-8
Hayato Tanabe, Masahiro Sato, Akimitsu Miyake, Yoshinori Shimajiri, Takafumi Ojima, Akira Narita, Haruka Saito, Kenichi Tanaka, Hiroaki Masuzaki, Junichiro J Kazama, Hideki Katagiri, Gen Tamiya, Eiryo Kawakami, Michio Shimabukuro
{"title":"Machine learning-based reproducible prediction of type 2 diabetes subtypes.","authors":"Hayato Tanabe, Masahiro Sato, Akimitsu Miyake, Yoshinori Shimajiri, Takafumi Ojima, Akira Narita, Haruka Saito, Kenichi Tanaka, Hiroaki Masuzaki, Junichiro J Kazama, Hideki Katagiri, Gen Tamiya, Eiryo Kawakami, Michio Shimabukuro","doi":"10.1007/s00125-024-06248-8","DOIUrl":"10.1007/s00125-024-06248-8","url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>Clustering-based subclassification of type 2 diabetes, which reflects pathophysiology and genetic predisposition, is a promising approach for providing personalised and effective therapeutic strategies. Ahlqvist's classification is currently the most vigorously validated method because of its superior ability to predict diabetes complications but it does not have strong consistency over time and requires HOMA2 indices, which are not routinely available in clinical practice and standard cohort studies. We developed a machine learning (ML) model to classify individuals with type 2 diabetes into Ahlqvist's subtypes consistently over time.</p><p><strong>Methods: </strong>Cohort 1 dataset comprised 619 Japanese individuals with type 2 diabetes who were divided into training and test sets for ML models in a 7:3 ratio. Cohort 2 dataset, comprising 597 individuals with type 2 diabetes, was used for external validation. Participants were pre-labelled (T2D<sub>kmeans</sub>) by unsupervised k-means clustering based on Ahlqvist's variables (age at diagnosis, BMI, HbA<sub>1c</sub>, HOMA2-B and HOMA2-IR) to four subtypes: severe insulin-deficient diabetes (SIDD), severe insulin-resistant diabetes (SIRD), mild obesity-related diabetes (MOD) and mild age-related diabetes (MARD). We adopted 15 variables for a multiclass classification random forest (RF) algorithm to predict type 2 diabetes subtypes (T2D<sub>RF15</sub>). The proximity matrix computed by RF was visualised using a uniform manifold approximation and projection. Finally, we used a putative subset with missing insulin-related variables to test the predictive performance of the validation cohort, consistency of subtypes over time and prediction ability of diabetes complications.</p><p><strong>Results: </strong>T2D<sub>RF15</sub> demonstrated a 94% accuracy for predicting T2D<sub>kmeans</sub> type 2 diabetes subtypes (AUCs ≥0.99 and F1 score [an indicator calculated by harmonic mean from precision and recall] ≥0.9) and retained the predictive performance in the external validation cohort (86.3%). T2D<sub>RF15</sub> showed an accuracy of 82.9% for detecting T2D<sub>kmeans</sub>, also in a putative subset with missing insulin-related variables, when used with an imputation algorithm. In Kaplan-Meier analysis, the diabetes clusters of T2D<sub>RF15</sub> demonstrated distinct accumulation risks of diabetic retinopathy in SIDD and that of chronic kidney disease in SIRD during a median observation period of 11.6 (4.5-18.3) years, similarly to the subtypes using T2D<sub>kmeans</sub>. The predictive accuracy was improved after excluding individuals with low predictive probability, who were categorised as an 'undecidable' cluster. T2D<sub>RF15</sub>, after excluding undecidable individuals, showed higher consistency (100% for SIDD, 68.6% for SIRD, 94.4% for MOD and 97.9% for MARD) than T2D<sub>kmeans</sub>.</p><p><strong>Conclusions/interpretation: </strong>The new ML model fo","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2446-2458"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519166/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142016689","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Elevations in plasma glucagon are associated with reduced insulin clearance after ingestion of a mixed-macronutrient meal in people with and without type 2 diabetes. 2 型糖尿病患者和非 2 型糖尿病患者在进食混合微量营养素餐后,血浆胰高血糖素升高与胰岛素清除率降低有关。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-08-13 DOI: 10.1007/s00125-024-06249-7
Kieran Smith, Guy S Taylor, Wouter Peeters, Mark Walker, Simone Perazzolo, Naeimeh Atabaki-Pasdar, Kelly A Bowden Davies, Fredrik Karpe, Leanne Hodson, Emma J Stevenson, Daniel J West
{"title":"Elevations in plasma glucagon are associated with reduced insulin clearance after ingestion of a mixed-macronutrient meal in people with and without type 2 diabetes.","authors":"Kieran Smith, Guy S Taylor, Wouter Peeters, Mark Walker, Simone Perazzolo, Naeimeh Atabaki-Pasdar, Kelly A Bowden Davies, Fredrik Karpe, Leanne Hodson, Emma J Stevenson, Daniel J West","doi":"10.1007/s00125-024-06249-7","DOIUrl":"10.1007/s00125-024-06249-7","url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>The temporal suppression of insulin clearance after glucose ingestion is a key determinant of glucose tolerance for people without type 2 diabetes. Whether similar adaptations are observed after the ingestion of a mixed-macronutrient meal is unclear.</p><p><strong>Methods: </strong>In a secondary analysis of data derived from two randomised, controlled trials, we studied the temporal responses of insulin clearance after the ingestion of a standardised breakfast meal consisting of cereal and milk in lean normoglycaemic individuals (n=12; Lean-NGT), normoglycaemic individuals with central obesity (n=11; Obese-NGT) and in people with type 2 diabetes (n=19). Pre-hepatic insulin secretion rates were determined by the deconvolution of C-peptide, and insulin clearance was calculated using a single-pool model. Insulin sensitivity was measured by an oral minimal model.</p><p><strong>Results: </strong>There were divergent time course changes in insulin clearance between groups. In the Lean-NGT group, there was an immediate post-meal increase in insulin clearance compared with pre-meal values (p<0.05), whereas insulin clearance remained stable at baseline values in Obese-NGT or declined slightly in the type 2 diabetes group (p<0.05). The mean AUC for insulin clearance during the test was ~40% lower in the Obese-NGT (1.3 ± 0.4 l min<sup>-1</sup> m<sup>-2</sup>) and type 2 diabetes (1.4 ± 0.7 l min<sup>-1</sup> m<sup>-2</sup>) groups compared with Lean-NGT (1.9 ± 0.5 l min<sup>-1</sup> m<sup>-2</sup>; p<0.01), with no difference between the Obese-NGT and type 2 diabetes groups. HOMA-IR and glucagon AUC emerged as predictors of insulin clearance AUC, independent of BMI, age or insulin sensitivity (adjusted R<sup>2</sup>=0.670). Individuals with increased glucagon AUC had a 40% reduction in insulin clearance AUC (~ -0.75 l min<sup>-1</sup> m<sup>-2</sup>; p<0.001).</p><p><strong>Conclusions/interpretation: </strong>The ingestion of a mixed-macronutrient meal augments differing temporal profiles in insulin clearance among individuals without type 2 diabetes, which is associated with HOMA-IR and the secretion of glucagon. Further research investigating the role of hepatic glucagon signalling in postprandial insulin kinetics is warranted.</p><p><strong>Trial registration: </strong>ISRCTN17563146 and ISRCTN95281775.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2555-2567"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519192/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141975268","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparative renal outcomes of matched cohorts of patients with type 2 diabetes receiving SGLT2 inhibitors or GLP-1 receptor agonists under routine care. 在常规护理下接受 SGLT2 抑制剂或 GLP-1 受体激动剂治疗的匹配队列 2 型糖尿病患者的肾脏疗效比较。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-08-23 DOI: 10.1007/s00125-024-06251-z
Gian Paolo Fadini, Enrico Longato, Mario Luca Morieri, Enzo Bonora, Agostino Consoli, Bruno Fattor, Mauro Rigato, Federica Turchi, Stefano Del Prato, Angelo Avogaro, Anna Solini
{"title":"Comparative renal outcomes of matched cohorts of patients with type 2 diabetes receiving SGLT2 inhibitors or GLP-1 receptor agonists under routine care.","authors":"Gian Paolo Fadini, Enrico Longato, Mario Luca Morieri, Enzo Bonora, Agostino Consoli, Bruno Fattor, Mauro Rigato, Federica Turchi, Stefano Del Prato, Angelo Avogaro, Anna Solini","doi":"10.1007/s00125-024-06251-z","DOIUrl":"10.1007/s00125-024-06251-z","url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>We compared the effects of sodium-glucose cotransporter 2 (SGLT2) inhibitors (SGLT2i) and glucagon-like peptide-1 receptor agonists (GLP-1RA) on renal outcomes in individuals with type 2 diabetes, focusing on the changes in eGFR and albuminuria.</p><p><strong>Methods: </strong>This was a multicentre retrospective observational study on new users of diabetes medications. Participant characteristics were assessed before and after propensity score matching. The primary endpoint, change in eGFR, was analysed using mixed-effects models. Secondary endpoints included categorical eGFR-based outcomes and changes in albuminuria. Subgroup and sensitivity analyses were performed to assess robustness of the findings.</p><p><strong>Results: </strong>After matching, 5701 participants/group were included. Participants were predominantly male, aged 61 years, with a 10 year duration of diabetes, a baseline HbA<sub>1c</sub> of 64 mmol/mol (8.0%) and BMI of 33 kg/m<sup>2</sup>. Chronic kidney disease (CKD) was present in 23% of participants. During a median of 2.1 years, from a baseline of 87 ml/min per 1.73 m<sup>2</sup>, eGFR remained higher in the SGLT2i group compared with the GLP-1RA group throughout the observation period by 1.2 ml/min per 1.73 m<sup>2</sup>. No differences were detected in albuminuria change. The SGLT2i group exhibited lower rates of worsening CKD class and favourable changes in BP compared with the GLP-1RA group, despite lesser HbA<sub>1c</sub> decline. SGLT2i also reduced eGFR decline better than GLP-1RA in participants without baseline CKD.</p><p><strong>Conclusions/interpretation: </strong>In individuals with type 2 diabetes, treatment with SGLT2i was associated with better preservation of renal function compared with GLP-1RA, as evidenced by slower decline in eGFR. These findings reinforce SGLT2i as preferred agents for renal protection in this patient population.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2585-2597"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519175/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142035521","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Perceived glucose levels matter more than CGM-based data in predicting diabetes distress in type 1 or type 2 diabetes: a precision mental health approach using n-of-1 analyses. 在预测 1 型或 2 型糖尿病患者的糖尿病困扰时,感知葡萄糖水平比基于 CGM 的数据更重要:使用 n-of-1 分析的精准心理健康方法。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-07-30 DOI: 10.1007/s00125-024-06239-9
Dominic Ehrmann, Norbert Hermanns, Andreas Schmitt, Laura Klinker, Thomas Haak, Bernhard Kulzer
{"title":"Perceived glucose levels matter more than CGM-based data in predicting diabetes distress in type 1 or type 2 diabetes: a precision mental health approach using n-of-1 analyses.","authors":"Dominic Ehrmann, Norbert Hermanns, Andreas Schmitt, Laura Klinker, Thomas Haak, Bernhard Kulzer","doi":"10.1007/s00125-024-06239-9","DOIUrl":"10.1007/s00125-024-06239-9","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Aims/hypothesis: &lt;/strong&gt;Diabetes distress is one of the most frequent mental health issues identified in people with type 1 and type 2 diabetes. Little is known about the role of glucose control as a potential contributor to diabetes distress and whether the subjective perception of glucose control or the objective glycaemic parameters are more important for the experience. With the emergence of continuous glucose monitoring (CGM), this is a relevant question as glucose values are now visible in real-time. We employed a precision monitoring approach to analyse the independent associations of perceived and measured glucose control with diabetes distress on a daily basis. By using n-of-1 analyses, we aimed to identify individual contributors to diabetes distress per person and analyse the associations of these individual contributors with mental health at a 3 month follow-up.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;In this prospective, observational study, perceived (hypoglycaemia/hyperglycaemia/glucose variability burden) and measured glucose control (time in hypoglycaemia and hyperglycaemia, CV) were assessed daily for 17 days using an ecological momentary assessment (EMA) approach with a special EMA app and CGM, respectively. Mixed-effect regression analysis was performed, with daily diabetes distress as the dependent variable and daily perceived and CGM-measured metrics of glucose control as random factors. Individual regression coefficients of daily distress with perceived and CGM-measured metrics were correlated with levels of psychosocial well-being at a 3 month follow-up.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;Data from 379 participants were analysed (50.9% type 1 diabetes; 49.6% female). Perceived glucose variability (t=14.360; p&lt;0.0001) and perceived hyperglycaemia (t=13.637; p&lt;0.0001) were the strongest predictors of daily diabetes distress, while CGM-based glucose variability was not significantly associated (t=1.070; p=0.285). There was great heterogeneity between individuals in the associations of perceived and measured glucose parameters with diabetes distress. Individuals with a stronger association between perceived glucose control and daily distress had more depressive symptoms (β=0.32), diabetes distress (β=0.39) and hypoglycaemia fear (β=0.34) at follow-up (all p&lt;0.001). Individuals with a stronger association between CGM-measured glucose control and daily distress had higher levels of psychosocial well-being at follow-up (depressive symptoms: β=-0.31; diabetes distress: β=-0.33; hypoglycaemia fear: β=-0.27; all p&lt;0.001) but also higher HbA&lt;sub&gt;1c&lt;/sub&gt; (β=0.12; p&lt;0.05).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions/interpretation: &lt;/strong&gt;Overall, subjective perceptions of glucose seem to be more influential on diabetes distress than objective CGM parameters of glycaemic control. N-of-1 analyses showed that CGM-measured and perceived glucose control had differential associations with diabetes distress and psychosocial well-being 3 months later. The","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2433-2445"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519212/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141792099","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Whole-exome and whole-genome sequencing of 1064 individuals with type 1 diabetes reveals novel genes for diabetic kidney disease. 对 1064 名 1 型糖尿病患者进行全外显子组和全基因组测序,发现了糖尿病肾病的新基因。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-08-06 DOI: 10.1007/s00125-024-06241-1
Jani K Haukka, Anni A Antikainen, Erkka Valo, Anna Syreeni, Emma H Dahlström, Bridget M Lin, Nora Franceschini, Andrzej S Krolewski, Valma Harjutsalo, Per-Henrik Groop, Niina Sandholm
{"title":"Whole-exome and whole-genome sequencing of 1064 individuals with type 1 diabetes reveals novel genes for diabetic kidney disease.","authors":"Jani K Haukka, Anni A Antikainen, Erkka Valo, Anna Syreeni, Emma H Dahlström, Bridget M Lin, Nora Franceschini, Andrzej S Krolewski, Valma Harjutsalo, Per-Henrik Groop, Niina Sandholm","doi":"10.1007/s00125-024-06241-1","DOIUrl":"10.1007/s00125-024-06241-1","url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>Diabetic kidney disease (DKD) is a severe diabetic complication that affects one third of individuals with type 1 diabetes. Although several genes and common variants have been shown to be associated with DKD, much of the predicted inheritance remains unexplained. Here, we performed next-generation sequencing to assess whether low-frequency variants, extending to a minor allele frequency (MAF) ≤10% (single or aggregated) contribute to the missing heritability in DKD.</p><p><strong>Methods: </strong>We performed whole-exome sequencing (WES) of 498 individuals and whole-genome sequencing (WGS) of 599 individuals with type 1 diabetes. After quality control, next-generation sequencing data were available for a total of 1064 individuals, of whom 541 had developed either severe albuminuria or end-stage kidney disease, and 523 had retained normal albumin excretion despite a long duration of type 1 diabetes. Single-variant and gene-aggregate tests for protein-altering variants (PAV) and protein-truncating variants (PTV) were performed separately for WES and WGS data and combined in a meta-analysis. We also performed genome-wide aggregate analyses on genomic windows (sliding window), promoters and enhancers using the WGS dataset.</p><p><strong>Results: </strong>In the single-variant meta-analysis, no variant reached genome-wide significance, but a suggestively associated common THAP7 rs369250 variant (p=1.50 × 10<sup>-5</sup>, MAF=49%) was replicated in the FinnGen general population genome-wide association study (GWAS) data for chronic kidney disease and DKD phenotypes. The gene-aggregate meta-analysis provided suggestive evidence (p<4.0 × 10<sup>-4</sup>) at four genes for DKD, of which NAT16 (MAF<sub>PAV</sub>≤10%) and LTA (also known as TNFβ, MAF<sub>PAV</sub>≤5%) are replicated in the FinnGen general population GWAS data. The LTA rs2229092 C allele was associated with significantly lower TNFR1, TNFR2 and TNFR3 serum levels in a subset of FinnDiane participants. Of the intergenic regions suggestively associated with DKD, the enhancer on chromosome 18q12.3 (p=3.94 × 10<sup>-5</sup>, MAF<sub>variants</sub>≤5%) showed interaction with the METTL4 gene; the lead variant was replicated, and predicted to alter binding of the MafB transcription factor.</p><p><strong>Conclusions/interpretation: </strong>Our sequencing-based meta-analysis revealed multiple genes, variants and regulatory regions that were suggestively associated with DKD. However, as no variant or gene reached genome-wide significance, further studies are needed to validate the findings.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2494-2506"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519100/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141893114","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
EASL-EASD-EASO Clinical Practice Guidelines on the management of metabolic dysfunction-associated steatotic liver disease (MASLD): Executive Summary. EASL-EASD-EASO《代谢功能障碍相关性脂肪性肝病(MASLD)治疗临床实践指南》:执行摘要。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 DOI: 10.1007/s00125-024-06196-3
{"title":"EASL-EASD-EASO Clinical Practice Guidelines on the management of metabolic dysfunction-associated steatotic liver disease (MASLD): Executive Summary.","authors":"","doi":"10.1007/s00125-024-06196-3","DOIUrl":"10.1007/s00125-024-06196-3","url":null,"abstract":"<p><p>Metabolic dysfunction-associated steatotic liver disease (MASLD), previously termed non-alcoholic fatty liver disease (NAFLD), is defined as steatotic liver disease (SLD) in the presence of one or more cardiometabolic risk factor(s) and the absence of harmful alcohol intake. The spectrum of MASLD includes steatosis, metabolic dysfunction-associated steatohepatitis (MASH, previously NASH), fibrosis, cirrhosis and MASH-related hepatocellular carcinoma (HCC). This joint EASL-EASD-EASO guideline provides an update on definitions, prevention, screening, diagnosis and treatment for MASLD. Case-finding strategies for MASLD with liver fibrosis, using non-invasive tests, should be applied in individuals with cardiometabolic risk factors, abnormal liver enzymes and/or radiological signs of hepatic steatosis, particularly in the presence of type 2 diabetes or obesity with additional metabolic risk factor(s). A stepwise approach using blood-based scores (such as the fibrosis-4 index [FIB-4]) and, sequentially, imaging techniques (such as transient elastography) is suitable to rule-out/in advanced fibrosis, which is predictive of liver-related outcomes. In adults with MASLD, lifestyle modification-including weight loss, dietary changes, physical exercise and discouraging alcohol consumption-as well as optimal management of comorbidities-including use of incretin-based therapies (e.g. semaglutide, tirzepatide) for type 2 diabetes or obesity, if indicated-is advised. Bariatric surgery is also an option in individuals with MASLD and obesity. If locally approved and dependent on the label, adults with non-cirrhotic MASH and significant liver fibrosis (stage ≥2) should be considered for a MASH-targeted treatment with resmetirom, which demonstrated histological effectiveness on steatohepatitis and fibrosis with an acceptable safety and tolerability profile. No MASH-targeted pharmacotherapy can currently be recommended for the cirrhotic stage. Management of MASH-related cirrhosis includes adaptations of metabolic drugs, nutritional counselling, surveillance for portal hypertension and HCC, as well as liver transplantation in decompensated cirrhosis.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2375-2392"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519095/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141310259","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Similar early metabolic changes induced by dietary weight loss or bariatric surgery. Reply to Taylor R [letter]. 饮食减肥或减肥手术引起的类似早期代谢变化。回复 Taylor R [信件]。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-09-05 DOI: 10.1007/s00125-024-06276-4
Jan W Eriksson, Maria J Pereira, Giovanni Fanni, Ulf Risérus, Mark Lubberink, Håkan Ahlström
{"title":"Similar early metabolic changes induced by dietary weight loss or bariatric surgery. Reply to Taylor R [letter].","authors":"Jan W Eriksson, Maria J Pereira, Giovanni Fanni, Ulf Risérus, Mark Lubberink, Håkan Ahlström","doi":"10.1007/s00125-024-06276-4","DOIUrl":"10.1007/s00125-024-06276-4","url":null,"abstract":"","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2605-2607"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142132119","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Analysis of early-pregnancy metabolome in early- and late-onset gestational diabetes reveals distinct associations with maternal overweight. 对早期和晚期妊娠糖尿病患者的孕早期代谢组分析显示,孕早期代谢组与孕产妇超重有不同的关联。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-07-31 DOI: 10.1007/s00125-024-06237-x
Senja Masalin, Anton Klåvus, Kristiina Rönö, Heikki A Koistinen, Ville Koistinen, Olli Kärkkäinen, Tiina J Jääskeläinen, Miira M Klemetti
{"title":"Analysis of early-pregnancy metabolome in early- and late-onset gestational diabetes reveals distinct associations with maternal overweight.","authors":"Senja Masalin, Anton Klåvus, Kristiina Rönö, Heikki A Koistinen, Ville Koistinen, Olli Kärkkäinen, Tiina J Jääskeläinen, Miira M Klemetti","doi":"10.1007/s00125-024-06237-x","DOIUrl":"10.1007/s00125-024-06237-x","url":null,"abstract":"&lt;p&gt;&lt;strong&gt;Aims/hypothesis: &lt;/strong&gt;It is not known whether the early-pregnancy metabolome differs in patients with early- vs late-onset gestational diabetes mellitus (GDM) stratified by maternal overweight. The aims of this study were to analyse correlations between early-pregnancy metabolites and maternal glycaemic and anthropometric characteristics, and to identify early-pregnancy metabolomic alterations that characterise lean women (BMI &lt;25 kg/m&lt;sup&gt;2&lt;/sup&gt;) and women with overweight (BMI ≥25 kg/m&lt;sup&gt;2&lt;/sup&gt;) with early-onset GDM (E-GDM) or late-onset GDM (L-GDM).&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Methods: &lt;/strong&gt;We performed a nested case-control study within the population-based prospective Early Diagnosis of Diabetes in Pregnancy cohort, comprising 210 participants with GDM (126 early-onset, 84 late-onset) and 209 normoglycaemic control participants matched according to maternal age, BMI class and primiparity. Maternal weight, height and waist circumference were measured at 8-14 weeks' gestation. A 2 h 75 g OGTT was performed at 12-16 weeks' gestation (OGTT1), and women with normal results underwent repeat testing at 24-28 weeks' gestation (OGTT2). Comprehensive metabolomic profiling of fasting serum samples, collected at OGTT1, was performed by untargeted ultra-HPLC-MS. Linear models were applied to study correlations between early-pregnancy metabolites and maternal glucose concentrations during OGTT1, fasting insulin, HOMA-IR, BMI and waist circumference. Early-pregnancy metabolomic features for GDM subtypes (participants stratified by maternal overweight and gestational timepoint at GDM onset) were studied using linear and multivariate models. The false discovery rate was controlled using the Benjamini-Hochberg method.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Results: &lt;/strong&gt;In the total cohort (n=419), the clearest correlation patterns were observed between (1) maternal glucose concentrations and long-chain fatty acids and medium- and long-chain acylcarnitines; (2) maternal BMI and/or waist circumference and long-chain fatty acids, medium- and long-chain acylcarnitines, phospholipids, and aromatic and branched-chain amino acids; and (3) HOMA-IR and/or fasting insulin and L-tyrosine, certain long-chain fatty acids and phospholipids (q&lt;0.001). Univariate analyses of GDM subtypes revealed significant differences (q&lt;0.05) for seven non-glucose metabolites only in overweight women with E-GDM compared with control participants: linolenic acid, oleic acid, docosapentaenoic acid, docosatetraenoic acid and lysophosphatidylcholine 20:4/0:0 abundances were higher, whereas levels of specific phosphatidylcholines (P-16:0/18:2 and 15:0/18:2) were lower. However, multivariate analyses exploring the early-pregnancy metabolome of GDM subtypes showed differential clustering of acylcarnitines and long-chain fatty acids between normal-weight and overweight women with E- and L-GDM.&lt;/p&gt;&lt;p&gt;&lt;strong&gt;Conclusions/interpretation: &lt;/strong&gt;GDM subtypes show distinct early-pregnancy metabolomic features t","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2539-2554"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519293/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141855120","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Transgender healthcare: metabolic outcomes and cardiovascular risk. 变性人的医疗保健:代谢结果和心血管风险。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-07-03 DOI: 10.1007/s00125-024-06212-6
Dorte Glintborg, Louise L Christensen, Marianne S Andersen
{"title":"Transgender healthcare: metabolic outcomes and cardiovascular risk.","authors":"Dorte Glintborg, Louise L Christensen, Marianne S Andersen","doi":"10.1007/s00125-024-06212-6","DOIUrl":"10.1007/s00125-024-06212-6","url":null,"abstract":"<p><p>Transgender identity is often associated with gender dysphoria and minority stress. Gender-affirming hormone treatment (GAHT) includes masculinising or feminising treatment and is expected to be lifelong in most cases. Sex and sex hormones have a differential effect on metabolism and CVD in cisgender people, and sex hormone replacement in hypogonadism is associated with higher vascular risk, especially in ageing individuals. Using narrative review methods, we present evidence regarding metabolic and cardiovascular outcomes during GAHT and propose recommendations for follow-up and monitoring of metabolic and cardiovascular risk markers during GAHT. Available data show no increased risk for type 2 diabetes in transgender cohorts, but masculinising GAHT increases lean body mass and feminising GAHT is associated with higher fat mass and insulin resistance. The risk of CVD is increased in transgender cohorts, especially during feminising GAHT. Masculinising GAHT is associated with a more adverse lipid profile, higher haematocrit and increased BP, while feminising GAHT is associated with pro-coagulant changes and lower HDL-cholesterol. Assigned male sex at birth, higher age at initiation of GAHT and use of cyproterone acetate are separate risk factors for adverse CVD markers. Metabolic and CVD outcomes may improve during gender-affirming care due to a reduction in minority stress, improved lifestyle and closer surveillance leading to optimised preventive medication (e.g. statins). GAHT should be individualised according to individual risk factors (i.e. drug, dose and form of administration); furthermore, doctors need to discuss lifestyle and preventive medications in order to modify metabolic and CVD risk during GAHT. Follow-up programmes must address the usual cardiovascular risk markers but should consider that biological age and sex may influence individual risk profiling including mental health, lifestyle and novel cardiovascular risk markers during GAHT.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2393-2403"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141491257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Association of glucagon-like peptide-1 receptor agonists with suicidal ideation and self-injury in individuals with diabetes and obesity: a propensity-weighted, population-based cohort study. 胰高血糖素样肽-1 受体激动剂与糖尿病和肥胖症患者自杀意念和自伤行为的关系:一项基于倾向加权的人群队列研究。
IF 8.4 1区 医学
Diabetologia Pub Date : 2024-11-01 Epub Date: 2024-08-06 DOI: 10.1007/s00125-024-06243-z
Isabel Hurtado, Celia Robles, Salvador Peiró, Aníbal García-Sempere, Gabriel Sanfélix-Gimeno
{"title":"Association of glucagon-like peptide-1 receptor agonists with suicidal ideation and self-injury in individuals with diabetes and obesity: a propensity-weighted, population-based cohort study.","authors":"Isabel Hurtado, Celia Robles, Salvador Peiró, Aníbal García-Sempere, Gabriel Sanfélix-Gimeno","doi":"10.1007/s00125-024-06243-z","DOIUrl":"10.1007/s00125-024-06243-z","url":null,"abstract":"<p><strong>Aims/hypothesis: </strong>Regulators worldwide are reviewing safety data on glucagon-like peptide-1 receptor agonists (GLP-1RA), following reports by the Icelandic Medicines Agency in July 2023 of suicidal ideation and self-injury (SIS) in individuals taking liraglutide and semaglutide. We aimed to assess the risk of SIS in new users of GLP-1RA when compared with sodium-glucose cotransporter 2 inhibitors (SGLT-2i) users, prescribed to treat type 2 diabetes in individuals with obesity.</p><p><strong>Methods: </strong>This is a cohort study combining several population-wide databases and covering a Spanish population of five million inhabitants, including all adults with obesity who initiated treatment with either GLP-1RA or SGLT-2i for type 2 diabetes from 2015 to 2021. To estimate the comparative effect of GLP-1RA on the risk of SIS, we employed a new user, active comparator design and we carried out multivariable Cox regression modelling with inverse probability of treatment weighting (IPTW) based on propensity scores. We performed several stratified and sensitivity analyses.</p><p><strong>Results: </strong>We included 3040 patients initiating treatment with GLP-1RA and 11,627 with SGLT-2i. When compared with patients treated with SGLT-2i, those in the GLP-1RA group were younger (55 vs 60 years old, p<0.001), had more anxiety (49.4% vs 41.5%, p<0.001), sleep disorders (43.2% vs 34.1%, p<0.001) and depression (24.4% vs 19.0%, p<0.001), and were more obese (35.1% of individuals with BMI ≥40 vs 15.1%, p<0.001). After propensity score weighting, standardised mean differences between groups were <0.1 for all covariates, showing adequate balance between groups at baseline after adjustment. In the main per-protocol analyses we found no evidence that GLP-1RA increased the incidence of SIS (HR 1.04; 95% CI 0.35, 3.14). Intention-to-treat analyses resulted in an HR of 1.36 (95% CI 0.51, 3.61). In analyses excluding individuals with no BMI information and using imputation for BMI missing values, respective HRs were 0.89 (95% CI 0.26, 3.14) and 1.29 (95% CI 0.42, 3.92). Stratified analyses showed no differences between subgroups.</p><p><strong>Conclusions/interpretation: </strong>Our findings do not support an increased risk of SIS when taking GLP-1RA in individuals with type 2 diabetes and obesity; however, the rarity of SIS events and the wide uncertainty of effect size (although null, effect may be compatible with a risk as high as threefold) calls for a cautious interpretation of our results. Further studies, including final evaluations from regulatory bodies, are called for to discard a causal link between GLP-1RA and suicidality.</p>","PeriodicalId":11164,"journal":{"name":"Diabetologia","volume":" ","pages":"2471-2480"},"PeriodicalIF":8.4,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11519213/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141893110","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":1,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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