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Adiponectin may play a crucial role in the metabolic effects of GLP-1RAs treatment in patients with Type 2 Diabetes Mellitus: a preliminary longitudinal study. 一项初步纵向研究发现,脂肪连接蛋白可能在 GLP-1RAs 治疗 2 型糖尿病患者的代谢效应中发挥关键作用。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-09 DOI: 10.1007/s12020-024-04085-8
Antonella Al Refaie, Leonardo Baldassini, Caterina Mondillo, Elena Ceccarelli, Roberto Tarquini, Luigi Gennari, Stefano Gonnelli, Carla Caffarelli

Purpose: Type 2 diabetes mellitus (T2DM) stands as the most prevalent metabolic disorder globally. T2DM entails numerous cardiovascular complications, which contribute significantly to morbidity, mortality, and increased public spending worldwide. The real challenge for new diabetes drugs lies not only in reducing blood glucose levels and glycated hemoglobin but also in preventing cardiovascular risk. Emerging receptor agonists for glucagon-like peptide-1 (GLP-1RAs) have demonstrated a pivotal role in diabetes management and mitigating cardiovascular risk.

Methods: We conducted a 12-month longitudinal investigation evaluating the cardio-metabolic effects of GLP-1RAs on a cohort of 65 Caucasian patients diagnosed with T2DM who were scheduled for treatment with GLP-1RAs. Fifty-four T2DM patients successfully completed the 12-month study period, with 30 receiving dulaglutide and 24 receiving semaglutide.

Results: In our study population, GLP-1RAs resulted in several positive changes beyond the observed weight loss: a shift in fat distribution, indicated by a reduction in the percentage of visceral fat (1.21 vs. 1.17, p < 0.05); a significant decrease in LDL cholesterol levels (p < 0.05) and triglycerides (p < 0.01); and a significant increase in serum adiponectin levels (p < 0.05), potentially indicating a reduction in insulin resistance and inflammation. Additionally, we observed a significant decrease in microalbuminuria and media-intimal thickness at the carotid vessel level (p < 0.05).

Conclusions: In patients with T2DM 1-year therapy with GLP-1RAs has a positive effect on the main determinants of cardiovascular risk including body weight, visceral fat, dyslipidemia, and atherosclerosis. Moreover, the increase in adiponectin may play a pivotal role in controlling the inflammatory state and the mechanisms of vascular damage.

目的:2 型糖尿病(T2DM)是全球最普遍的代谢性疾病。T2DM 会引发多种心血管并发症,在全球范围内大大增加了发病率、死亡率和公共开支。糖尿病新药面临的真正挑战不仅在于降低血糖水平和糖化血红蛋白,还在于预防心血管风险。新出现的胰高血糖素样肽-1(GLP-1RA)受体激动剂在糖尿病管理和降低心血管风险方面发挥了关键作用:我们对 65 名白种人 T2DM 患者进行了为期 12 个月的纵向调查,评估 GLP-1RA 对心血管代谢的影响。54名T2DM患者成功完成了为期12个月的研究,其中30人接受了度拉鲁肽治疗,24人接受了赛马鲁肽治疗:在我们的研究人群中,GLP-1RA 除了能减轻体重外,还能带来一些积极的变化:脂肪分布发生了变化,表现为内脏脂肪比例降低(1.21 vs. 1.17,p 结论:GLP-1RA 能使内脏脂肪比例降低,从而减少了内脏脂肪:对 T2DM 患者来说,使用 GLP-1RAs 进行为期一年的治疗对心血管风险的主要决定因素(包括体重、内脏脂肪、血脂异常和动脉粥样硬化)有积极影响。此外,脂肪连通素的增加可能在控制炎症状态和血管损伤机制方面发挥关键作用。
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引用次数: 0
Prioritization of drug targets for thyroid cancer: a multi-omics Mendelian randomization study. 甲状腺癌药物靶点的优先排序:一项多组学孟德尔随机研究。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-06-19 DOI: 10.1007/s12020-024-03933-x
Hong Sun, Ling Li, Jingchao Yan, Taomin Huang

Objectives: Recurrence or tumor metastasis and drug resistance remain the major challenge in the treatment of thyroid cancer. It is needed to identify novel drug targets for thyroid cancer.

Methods: Summary data-based Mendelian randomization (SMR) and colocalization analysis were performed to evaluate the associations between gene methylation, expression, protein levels with thyroid cancer. We additionally performed protein-protein interaction (PPI) network, gene ontology (GO) and kyoto encyclopedia of genes and genomes (KEGG) analyses to further explore the potential roles of identified genes in thyroid cancer.

Results: SDCCAG8 and VCAM1 genes were associated with risk of thyroid cancer with tier 1 evidence, while TCN2 gene was with tier 3 evidence. SDCCAG8 gene was associated with risk of papillary thyroid cancer with tier 1 evidence. At the level of circulating proteins, genetically predicted higher levels of SDCCAG8 (OR = 0.46, 95% CI 0.34-0.64) and VCAM1 (OR = 0.21, 95% CI 0.10-0.45) were inversely associated with thyroid cancer risk; higher level of TCN2 was associated with an increased risk of thyroid cancer (OR = 1.30, 95% CI 1.15-1.47); and the higher level of SDCCAG8 (OR = 0.40, 95% CI 0.28-0.58) was associated with a decreased risk of papillary thyroid cancer. The bioinformatics analysis showed that SDCCAG8, VCAM1 and TCN2 might play roles in immune-related pathways.

Conclusion: SDCCAG8, VCAM1 and TCN2 genes were associated with thyroid cancer risk with evidence at multi-omics levels. There were potential roles of SDCCAG8, VCAM1 and TCN2 in immune-related pathways. Our findings might improve the understanding of the pathogenesis of thyroid cancer and discovery of novel potential drug targets for this disease.

目的:复发或肿瘤转移以及耐药性仍然是甲状腺癌治疗的主要挑战。我们需要找到治疗甲状腺癌的新药靶点:方法:我们进行了基于数据摘要的孟德尔随机化(SMR)和共定位分析,以评估基因甲基化、表达、蛋白水平与甲状腺癌之间的关联。此外,我们还进行了蛋白-蛋白相互作用(PPI)网络、基因本体(GO)和京都基因与基因组百科全书(KEGG)分析,以进一步探讨已发现基因在甲状腺癌中的潜在作用:结果:SDCCAG8和VCAM1基因与甲状腺癌风险相关,证据等级为一级,而TCN2基因与甲状腺癌风险相关,证据等级为三级。SDCCAG8基因与甲状腺乳头状癌的风险相关,证据为1级。在循环蛋白水平上,遗传预测的较高水平的 SDCCAG8(OR = 0.46,95% CI 0.34-0.64)和 VCAM1(OR = 0.21,95% CI 0.10-0.45)与甲状腺癌的风险成反比。45)与甲状腺癌风险成反比;TCN2水平越高,甲状腺癌风险越高(OR = 1.30,95% CI 1.15-1.47);SDCCAG8水平越高(OR = 0.40,95% CI 0.28-0.58),甲状腺乳头状癌风险越低。生物信息学分析表明,SDCCAG8、VCAM1和TCN2可能在免疫相关通路中发挥作用:结论:SDCCAG8、VCAM1和TCN2基因与甲状腺癌风险相关,这在多组学水平上都有证据。SDCCAG8、VCAM1和TCN2可能在免疫相关通路中发挥作用。我们的发现可能会加深人们对甲状腺癌发病机制的理解,并发现治疗这种疾病的新的潜在药物靶点。
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引用次数: 0
Efficacy and safety of luseogliflozin in patients with type 2 diabetes mellitus: a systematic review and meta-analysis. luseogliflozin对2型糖尿病患者的疗效和安全性:系统综述和荟萃分析。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-06-17 DOI: 10.1007/s12020-024-03925-x
Reddikumar Reddy Galigutta, P N Hasik, Christy Thomas, Krishna Undela

Purpose: Owing to the absence of the most recent evidence on the efficacy and safety of luseogliflozin, our study aimed to conduct a systematic review and meta-analysis of luseogliflozin in patients with type 2 diabetes mellitus.

Methods: A comprehensive search of electronic databases like PubMed, Cochrane CENTRAL, and Google Scholar was performed from the inception to the 31st of August 2023 to identify the randomized controlled trials (RCTs) that examined the glucose and body weight lowering efficacy and safety outcomes of luseogliflozin in comparison with control or other active treatments. The fixed or random-effect model was used based on the heterogeneity identified using the I2 statistic and Cochran's Q test.

Results: Out of 50 non-duplicate articles identified through database searching, 8 RCTs (11 studies) with 1922 patients were included in this study. The efficacy outcomes like HbA1c (MD: -0.59%; 95% CI: -0.90, -0.29; P < 0.001), FPG (MD: -16.01 mg/dL; 95% CI: -19.46, -12.57; P < 0.001), PPG (MD: -36.63 mg/dL; 95% CI: -43.71, -29.55; P < 0.001) and body weight (MD: -1.66 kg; 95% CI: -2.23, -1.12; P < 0.001) were significantly reduced with luseogliflozin compared to the control group. Regarding the safety outcomes, there was no statistically significant difference between the two groups for hypoglycemia (OR: 1.14; 95% CI: 0.70, 1.84; P = 0.60). However, pollakiuria (OR: 4.08; 95% CI: 1.71, 9.69; P < 0.001) and any ADRs (OR: 2.04; 95% CI: 1.33, 3.14; P < 0.001) were significantly higher in the luseogliflozin group compared to the control.

Conclusion: The current study identified a significant improvement in efficacy outcomes of HbA1c, FPG, PPG, and body weight in the luseogliflozin group. Non-significant safety results may be due to a smaller population size and fewer studies. Hence, long-term multicentric RCTs are needed to identify the safety and efficacy in a diversified population.

目的:由于缺乏有关鲁塞格列净疗效和安全性的最新证据,我们的研究旨在对鲁塞格列净在2型糖尿病患者中的应用进行系统回顾和荟萃分析:方法:对PubMed、Cochrane CENTRAL和Google Scholar等电子数据库进行了全面检索,检索时间从开始至2023年8月31日,检索对象为研究luseogliflozin与对照组或其他积极治疗方法相比降低血糖和体重的疗效和安全性的随机对照试验(RCT)。根据使用 I2 统计量和 Cochran's Q 检验确定的异质性,采用了固定或随机效应模型:在数据库搜索到的 50 篇非重复文章中,本研究共纳入了 8 项 RCT(11 项研究),1922 名患者。疗效结果如 HbA1c(MD:-0.59%;95% CI:-0.90,-0.29;P 结论:本研究发现,luseogliflozin 组在 HbA1c、FPG、PPG 和体重等疗效方面有明显改善。安全性结果不显著可能是由于研究的人群规模较小且研究数量较少。因此,需要进行长期的多中心 RCT 研究,以确定不同人群的安全性和有效性。
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引用次数: 0
Dyslipidemia and ANGPTL8 evaluation in young females with Type 1 diabetes mellitus. 对患有 1 型糖尿病的年轻女性进行血脂异常和 ANGPTL8 评估。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-06-05 DOI: 10.1007/s12020-024-03909-x
Walaa Mohammedsaeed, Dalal Binjawhar

Purpose: ANGPTL8, commonly referred to as betatrophin, has demonstrated promise as a dependable marker for the onset of complications associated with diabetes mellitus, such as dyslipidemia. The objective of this study is to evaluate the lipid profile and ANGPTL8 levels in people diagnosed with Type 1 Diabetes Mellitus (T1DM).

Methods: A retrospective case-control study was performed on a group of 100 adolescent females, aged 13-17 years. This group consisted of individuals diagnosed with T1DM from the Diabetes and Endocrine Department at Medina's King Fahad Hospital in Saudi Arabia. Additionally, 100 healthy adolescent females of the same age range were included as controls. The hospital conducted laboratory studies to evaluate glucose, HbA1c, insulin, and lipid profiles. The ANGPTL8 levels were quantified using Enzyme-Linked Immunosorbent Assay (ELISA).

Results: Patients with T1DM had ANGPTL8 levels that were twice as high as those observed in individuals without any health conditions. The two groups had contrasting levels of fasting blood glucose (FBG), glycated hemoglobin (HbA1c), C-peptides, triacylglycerol (TG), and cholesterol, along with elevated Atherogenic Index of Plasma readings. Diabetes mellitus patients had considerably elevated values compared to the control group. There was a significant correlation between ANGPTL8 concentrations and lipid abnormalities, with P-values less than 0.05. 56% of the 100 patients exhibited dyslipidemia. The research found a correlation between dyslipidemia and elevated levels of ANGPTL8 in diabetic patients. The concentration of ANGPTL8 had a positive correlation with glucose, HbA1c, TG, and C-peptides while displaying a negative correlation with high-density lipoprotein cholesterol (HDL-C).

Conclusion: ANGPTL8 levels were found to be elevated in Saudi young women who were diagnosed with TIDM. ANGPTL8 may potentially contribute to dyslipidemia in individuals with T1DM, hence increasing the susceptibility to cardiovascular disease (CVD). Therefore, ANGPTL8 has the potential to impact lipid metabolism, namely Triglycerides, as a biological route. The results highlight the need to analyze lipid profiles and do ANGPTL8 testing in young females diagnosed with T1DM at an early stage to prevent complications.

目的:ANGPTL8 通常被称为 "betatrophin",已被证明是糖尿病相关并发症(如血脂异常)发病的可靠标志物。本研究旨在评估确诊为 1 型糖尿病(T1DM)患者的血脂状况和 ANGPTL8 水平:对 100 名 13-17 岁的青少年女性进行了一项回顾性病例对照研究。研究对象是沙特阿拉伯麦地那法赫德国王医院糖尿病和内分泌科确诊的 T1DM 患者。此外,还有 100 名同年龄组的健康青少年女性作为对照组。医院进行了实验室研究,以评估血糖、HbA1c、胰岛素和血脂状况。采用酶联免疫吸附试验(ELISA)对 ANGPTL8 水平进行量化:结果:T1DM 患者的 ANGPTL8 水平是无任何健康问题的患者的两倍。两组患者的空腹血糖 (FBG)、糖化血红蛋白 (HbA1c)、C 肽、三酰甘油 (TG) 和胆固醇水平截然不同,血浆致动脉粥样硬化指数读数也有所升高。与对照组相比,糖尿病患者的数值明显升高。ANGPTL8 浓度与血脂异常之间存在明显的相关性,P 值小于 0.05。100 名患者中有 56% 出现血脂异常。研究发现,糖尿病患者血脂异常与 ANGPTL8 水平升高之间存在相关性。ANGPTL8的浓度与血糖、HbA1c、TG和C肽呈正相关,而与高密度脂蛋白胆固醇(HDL-C)呈负相关:结论:研究发现,被诊断为 TIDM 的沙特年轻女性体内 ANGPTL8 水平升高。ANGPTL8可能会导致T1DM患者血脂异常,从而增加心血管疾病(CVD)的易感性。因此,作为一种生物途径,ANGPTL8 有可能影响脂质代谢,即甘油三酯。研究结果突出表明,有必要在早期阶段对确诊为 T1DM 的年轻女性进行血脂分析和 ANGPTL8 检测,以预防并发症的发生。
{"title":"Dyslipidemia and ANGPTL8 evaluation in young females with Type 1 diabetes mellitus.","authors":"Walaa Mohammedsaeed, Dalal Binjawhar","doi":"10.1007/s12020-024-03909-x","DOIUrl":"10.1007/s12020-024-03909-x","url":null,"abstract":"<p><strong>Purpose: </strong>ANGPTL8, commonly referred to as betatrophin, has demonstrated promise as a dependable marker for the onset of complications associated with diabetes mellitus, such as dyslipidemia. The objective of this study is to evaluate the lipid profile and ANGPTL8 levels in people diagnosed with Type 1 Diabetes Mellitus (T1DM).</p><p><strong>Methods: </strong>A retrospective case-control study was performed on a group of 100 adolescent females, aged 13-17 years. This group consisted of individuals diagnosed with T1DM from the Diabetes and Endocrine Department at Medina's King Fahad Hospital in Saudi Arabia. Additionally, 100 healthy adolescent females of the same age range were included as controls. The hospital conducted laboratory studies to evaluate glucose, HbA1c, insulin, and lipid profiles. The ANGPTL8 levels were quantified using Enzyme-Linked Immunosorbent Assay (ELISA).</p><p><strong>Results: </strong>Patients with T1DM had ANGPTL8 levels that were twice as high as those observed in individuals without any health conditions. The two groups had contrasting levels of fasting blood glucose (FBG), glycated hemoglobin (HbA1c), C-peptides, triacylglycerol (TG), and cholesterol, along with elevated Atherogenic Index of Plasma readings. Diabetes mellitus patients had considerably elevated values compared to the control group. There was a significant correlation between ANGPTL8 concentrations and lipid abnormalities, with P-values less than 0.05. 56% of the 100 patients exhibited dyslipidemia. The research found a correlation between dyslipidemia and elevated levels of ANGPTL8 in diabetic patients. The concentration of ANGPTL8 had a positive correlation with glucose, HbA1c, TG, and C-peptides while displaying a negative correlation with high-density lipoprotein cholesterol (HDL-C).</p><p><strong>Conclusion: </strong>ANGPTL8 levels were found to be elevated in Saudi young women who were diagnosed with TIDM. ANGPTL8 may potentially contribute to dyslipidemia in individuals with T1DM, hence increasing the susceptibility to cardiovascular disease (CVD). Therefore, ANGPTL8 has the potential to impact lipid metabolism, namely Triglycerides, as a biological route. The results highlight the need to analyze lipid profiles and do ANGPTL8 testing in young females diagnosed with T1DM at an early stage to prevent complications.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"564-573"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141248036","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Changes in urine dipstick proteinuria and its relation to the risk of diabetic retinopathy and neuropathy. 尿液量表蛋白尿的变化及其与糖尿病视网膜病变和神经病变风险的关系。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-06-21 DOI: 10.1007/s12020-024-03928-8
Sung Keun Park, Ju Young Jung, Min-Ho Kim, Chang-Mo Oh, Soonsu Shin, Eunhee Ha, Sangho Lee, Min Hyung Jung, Jae-Hong Ryoo

Background: Proteinuria is considered as a predictor for cardiovascular complications in diabetes mellitus (DM). However, no study has examined the association between changes in proteinuria and the risk of diabetic microvascular complications.

Methods: Study participants were 71,825 DM patients who received urine dipstick test for proteinuria both in 2003-2004 and 2006-2007. They were categorized into four groups according to changes in proteinuria over 3 years (negative: negative → negative, resolved: proteinuria ≥ 1+ → negative, incident: negative → proteinuria ≥ 1+, persistent: proteinuria ≥ 1+ → proteinuria ≥ 1+). Cox-proportional hazard model was used in assessing the adjusted hazard ratios (HR) and 95% confidence interval (CI) for incidence of retinopathy, and neuropathy (adjusted HR [95% CI]).

Result: In all of DM patients, risk for comprehensive incidence of retinopathy and neuropathy increased in all types of proteinuria changes. In type 1 DM, HR for retinopathy and neuropathy generally increased in order of negative (reference), resolved (2.175 [1.150-4.114] and 1.335 [0.909-1.961]), incident (2.088 [1.185-3.680] and 1.753 [1.275-2.409]), and persistent proteinuria (1.314 [0.418-4.134] and 2.098 [1.274-3.455]). This pattern of relationship was similarly observed in type 2 DM for retinopathy and neuropathy: negative (reference), resolved (1.490 [1.082-2.051] and 1.164 [0.988-1.371]), incident (1.570 [1.161-2.123] and 1.291 [1.112-1.500]), and persistent proteinuria (2.309 [1.407-3.788] and 1.272 [0.945-1.712]).

Conclusion: Risk for diabetic retinopathy and neuropathy generally increased in order of negative, resolved, incident, and persistent proteinuria. Once manifested proteinuria was associated with the increased risk of diabetic retinopathy and neuropathy even after remission of proteinuria.

背景:蛋白尿被认为是糖尿病(DM)心血管并发症的预测因子。然而,目前还没有研究探讨蛋白尿的变化与糖尿病微血管并发症风险之间的关系:研究对象为 71825 名糖尿病患者,他们在 2003-2004 年和 2006-2007 年均接受了尿液定量检测。根据3年中蛋白尿的变化将他们分为4组(阴性:阴性→阴性;缓解:蛋白尿≥1+→阴性;事件:阴性→蛋白尿≥1+;持续:蛋白尿≥1+→蛋白尿≥1+)。采用 Cox 比例危险模型评估视网膜病变和神经病变发生率的调整危险比(HR)和 95% 置信区间(CI):结果:在所有DM患者中,视网膜病变和神经病变的综合发病风险在所有蛋白尿变化类型中均有所增加。在 1 型 DM 中,视网膜病变和神经病变的 HR 一般依次为阴性(参考值)、缓解型(2.175 [1.150-4.114] 和 1.335 [0.909-1.961])、事件型(2.088 [1.185-3.680] 和 1.753 [1.275-2.409])和持续蛋白尿型(1.314 [0.418-4.134] 和 2.098 [1.274-3.455])。在 2 型糖尿病视网膜病变和神经病变中也观察到类似的关系模式:阴性(参考值)、缓解(1.490 [1.082-2.051] 和 1.164 [0.988-1.371])、偶发(1.570 [1.161-2.123] 和 1.291 [1.112-1.500])和持续蛋白尿(2.309 [1.407-3.788] 和 1.272 [0.945-1.712]):糖尿病视网膜病变和神经病变的风险一般按照蛋白尿阴性、缓解、偶发和持续的顺序增加。一旦出现蛋白尿,即使在蛋白尿缓解后,发生糖尿病视网膜病变和神经病变的风险也会增加。
{"title":"Changes in urine dipstick proteinuria and its relation to the risk of diabetic retinopathy and neuropathy.","authors":"Sung Keun Park, Ju Young Jung, Min-Ho Kim, Chang-Mo Oh, Soonsu Shin, Eunhee Ha, Sangho Lee, Min Hyung Jung, Jae-Hong Ryoo","doi":"10.1007/s12020-024-03928-8","DOIUrl":"10.1007/s12020-024-03928-8","url":null,"abstract":"<p><strong>Background: </strong>Proteinuria is considered as a predictor for cardiovascular complications in diabetes mellitus (DM). However, no study has examined the association between changes in proteinuria and the risk of diabetic microvascular complications.</p><p><strong>Methods: </strong>Study participants were 71,825 DM patients who received urine dipstick test for proteinuria both in 2003-2004 and 2006-2007. They were categorized into four groups according to changes in proteinuria over 3 years (negative: negative → negative, resolved: proteinuria ≥ 1+ → negative, incident: negative → proteinuria ≥ 1+, persistent: proteinuria ≥ 1+ → proteinuria ≥ 1+). Cox-proportional hazard model was used in assessing the adjusted hazard ratios (HR) and 95% confidence interval (CI) for incidence of retinopathy, and neuropathy (adjusted HR [95% CI]).</p><p><strong>Result: </strong>In all of DM patients, risk for comprehensive incidence of retinopathy and neuropathy increased in all types of proteinuria changes. In type 1 DM, HR for retinopathy and neuropathy generally increased in order of negative (reference), resolved (2.175 [1.150-4.114] and 1.335 [0.909-1.961]), incident (2.088 [1.185-3.680] and 1.753 [1.275-2.409]), and persistent proteinuria (1.314 [0.418-4.134] and 2.098 [1.274-3.455]). This pattern of relationship was similarly observed in type 2 DM for retinopathy and neuropathy: negative (reference), resolved (1.490 [1.082-2.051] and 1.164 [0.988-1.371]), incident (1.570 [1.161-2.123] and 1.291 [1.112-1.500]), and persistent proteinuria (2.309 [1.407-3.788] and 1.272 [0.945-1.712]).</p><p><strong>Conclusion: </strong>Risk for diabetic retinopathy and neuropathy generally increased in order of negative, resolved, incident, and persistent proteinuria. Once manifested proteinuria was associated with the increased risk of diabetic retinopathy and neuropathy even after remission of proteinuria.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"644-653"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141436712","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Correction: Novel protective circulating miRNA are associated with preserved vitamin D levels in patients with mild COVID-19 presentation at hospital admission not progressing into severe disease. 更正:新的保护性循环 miRNA 与入院时表现为轻度 COVID-19 且未发展为重症的患者体内维生素 D 水平的保持有关。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 DOI: 10.1007/s12020-024-03939-5
Luigi di Filippo, Umberto Terenzi, Giovanni Di Ienno, Silvia Trasciatti, Silvano Bonaretti, Andrea Giustina
{"title":"Correction: Novel protective circulating miRNA are associated with preserved vitamin D levels in patients with mild COVID-19 presentation at hospital admission not progressing into severe disease.","authors":"Luigi di Filippo, Umberto Terenzi, Giovanni Di Ienno, Silvia Trasciatti, Silvano Bonaretti, Andrea Giustina","doi":"10.1007/s12020-024-03939-5","DOIUrl":"10.1007/s12020-024-03939-5","url":null,"abstract":"","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"862"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11489256/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141466975","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Analyzing the correlation between low proportion of hobnail features in papillary thyroid carcinoma and clinical aggressiveness risk. 分析甲状腺乳头状癌中滚刀型特征比例低与临床侵袭性风险的相关性
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-07-06 DOI: 10.1007/s12020-024-03854-9
Wen-Shun Liu, Yan-Ting Duan, Guo-Qing Ru, Wan-Yuan Chen, Yuan Chen, Tian Lv, Ju-Yong Liang, Guo-Wan Zheng, Jia-Jie Xu

Purpose: Hobnail features may enhance the clinical aggressiveness of papillary thyroid carcinoma (PTC). However, whether a low proportion (<30%) of these features contributes to increased PTC aggressiveness remains unclear. This study investigated whether PTC cases with a low proportion hobnail features (<30%) exhibit clinical invasiveness and pathological features of aggressiveness.

Methods: Pathological specimens from patients with postoperatively diagnosed PTC were retrospectively analyzed. Among them, 29 PTC cases with a low proportion of hobnail features (<30%) were compared with 173 consecutive classical PTC (cPTC) cases. Data regarding age at presentation, sex, tumor size, number of tumors, and histological characteristics were obtained by reviewing electronic medical records. Postoperative information was obtained during follow-up visits and telephone interviews.

Results: Twenty-nine patients with PTC with a low proportion of hobnail features (<30%) were identified, exhibiting a median age of 34 years. At a median follow-up of 31 (IQR, 23-37) months, two patients had recurrent disease in the PTC with a low proportion of hobnail features (<30%) group, whereas there was no recurrence in the cPTC group. No distant metastasis and postoperative mortality were observed in either group. Compared with the cPTC group, patients with PTC and a low proportion of hobnail features exhibited larger tumor volumes and higher susceptibility to capsular invasion and lymph node metastasis. Tumor size and hobnail features emerged as independent risk factors for lymph node metastasis.

Conclusion: PTC with a low proportion hobnail features (<30%) and larger tumor volumes are associated with the occurrence of lymph node metastasis. A low proportion of hobnail features (<30%) in PTC may heighten invasiveness, elevating the risk of recurrence.

目的:滚甲特征可能会增强甲状腺乳头状癌(PTC)的临床侵袭性。然而,是否有较低比例的甲状腺乳头状癌(PTC)具有蹄甲特征?回顾性分析了术后确诊的 PTC 患者的病理标本。其中,29 例 PTC 患者的滚刀尾特征比例较低(结果:29 例 PTC 患者的滚刀尾特征比例较高):29例PTC患者具有低比例的梭形指甲特征(结论:PTC患者具有低比例的梭形指甲特征:具有低比例蹄甲特征的 PTC (
{"title":"Analyzing the correlation between low proportion of hobnail features in papillary thyroid carcinoma and clinical aggressiveness risk.","authors":"Wen-Shun Liu, Yan-Ting Duan, Guo-Qing Ru, Wan-Yuan Chen, Yuan Chen, Tian Lv, Ju-Yong Liang, Guo-Wan Zheng, Jia-Jie Xu","doi":"10.1007/s12020-024-03854-9","DOIUrl":"10.1007/s12020-024-03854-9","url":null,"abstract":"<p><strong>Purpose: </strong>Hobnail features may enhance the clinical aggressiveness of papillary thyroid carcinoma (PTC). However, whether a low proportion (<30%) of these features contributes to increased PTC aggressiveness remains unclear. This study investigated whether PTC cases with a low proportion hobnail features (<30%) exhibit clinical invasiveness and pathological features of aggressiveness.</p><p><strong>Methods: </strong>Pathological specimens from patients with postoperatively diagnosed PTC were retrospectively analyzed. Among them, 29 PTC cases with a low proportion of hobnail features (<30%) were compared with 173 consecutive classical PTC (cPTC) cases. Data regarding age at presentation, sex, tumor size, number of tumors, and histological characteristics were obtained by reviewing electronic medical records. Postoperative information was obtained during follow-up visits and telephone interviews.</p><p><strong>Results: </strong>Twenty-nine patients with PTC with a low proportion of hobnail features (<30%) were identified, exhibiting a median age of 34 years. At a median follow-up of 31 (IQR, 23-37) months, two patients had recurrent disease in the PTC with a low proportion of hobnail features (<30%) group, whereas there was no recurrence in the cPTC group. No distant metastasis and postoperative mortality were observed in either group. Compared with the cPTC group, patients with PTC and a low proportion of hobnail features exhibited larger tumor volumes and higher susceptibility to capsular invasion and lymph node metastasis. Tumor size and hobnail features emerged as independent risk factors for lymph node metastasis.</p><p><strong>Conclusion: </strong>PTC with a low proportion hobnail features (<30%) and larger tumor volumes are associated with the occurrence of lymph node metastasis. A low proportion of hobnail features (<30%) in PTC may heighten invasiveness, elevating the risk of recurrence.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"761-768"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11489257/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141544641","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
Evaluation of fragility fracture risk using deep learning based on ultrasound radio frequency signal. 利用基于超声射频信号的深度学习评估脆性骨折风险。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-07-09 DOI: 10.1007/s12020-024-03931-z
Wenqiang Luo, Jionglin Wu, Zhiwei Chen, Peidong Guo, Qi Zhang, Baiying Lei, Zhong Chen, Shixun Li, Changchuan Li, Haoxian Liu, Teng Ma, Jiang Liu, Xiaoyi Chen, Yue Ding

Background: It was essential to identify individuals at high risk of fragility fracture and prevented them due to the significant morbidity, mortality, and economic burden associated with fragility fracture. The quantitative ultrasound (QUS) showed promise in assessing bone structure characteristics and determining the risk of fragility fracture.

Aims: To evaluate the performance of a multi-channel residual network (MResNet) based on ultrasonic radiofrequency (RF) signal to discriminate fragility fractures retrospectively in postmenopausal women, and compared it with the traditional parameter of QUS, speed of sound (SOS), and bone mineral density (BMD) acquired with dual X-ray absorptiometry (DXA).

Methods: Using QUS, RF signal and SOS were acquired for 246 postmenopausal women. An MResNet was utilized, based on the RF signal, to categorize individuals with an elevated risk of fragility fracture. DXA was employed to obtain BMD at the lumbar, hip, and femoral neck. The fracture history of all adult subjects was gathered. Analyzing the odds ratios (OR) and the area under the receiver operator characteristic curves (AUC) was done to evaluate the effectiveness of various methods in discriminating fragility fracture.

Results: Among the 246 postmenopausal women, 170 belonged to the non-fracture group, 50 to the vertebral group, and 26 to the non-vertebral fracture group. MResNet was competent to discriminate any fragility fracture (OR = 2.64; AUC = 0.74), Vertebral fracture (OR = 3.02; AUC = 0.77), and non-vertebral fracture (OR = 2.01; AUC = 0.69). After being modified by clinical covariates, the efficiency of MResNet was further improved to OR = 3.31-4.08, AUC = 0.81-0.83 among all fracture groups, which significantly surpassed QUS-SOS (OR = 1.32-1.36; AUC = 0.60) and DXA-BMD (OR = 1.23-2.94; AUC = 0.63-0.76).

Conclusions: This pilot cross-sectional study demonstrates that the MResNet model based on the ultrasonic RF signal shows promising performance in discriminating fragility fractures in postmenopausal women. When incorporating clinical covariates, the efficiency of the modified MResNet is further enhanced, surpassing the performance of QUS-SOS and DXA-BMD in terms of OR and AUC. These findings highlight the potential of the MResNet as a promising approach for fracture risk assessment. Future research should focus on larger and more diverse populations to validate these results and explore its clinical applications.

背景:脆性骨折的发病率、死亡率和经济负担都很高,因此必须识别脆性骨折的高危人群并加以预防。目的:评估基于超声射频(RF)信号的多通道残留网络(MResNet)在绝经后妇女中回顾性判别脆性骨折的性能,并将其与 QUS 的传统参数声速(SOS)和双 X 射线吸收测量法(DXA)获得的骨矿物质密度(BMD)进行比较:方法:使用 QUS 采集了 246 名绝经后妇女的射频信号和 SOS。根据射频信号,利用 MResNet 对脆性骨折风险较高的人进行分类。采用 DXA 测量腰椎、髋部和股骨颈的 BMD。收集了所有成年受试者的骨折史。通过分析几率比(OR)和受体运算特征曲线下面积(AUC)来评估各种方法在判别脆性骨折方面的有效性:在 246 名绝经后妇女中,170 人属于非骨折组,50 人属于椎体骨折组,26 人属于非椎体骨折组。MResNet 能够区分任何脆性骨折(OR = 2.64;AUC = 0.74)、椎体骨折(OR = 3.02;AUC = 0.77)和非椎体骨折(OR = 2.01;AUC = 0.69)。经临床协变量修正后,MResNet 的效率进一步提高,在所有骨折组中的 OR = 3.31-4.08,AUC = 0.81-0.83,显著超过 QUS-SOS(OR = 1.32-1.36;AUC = 0.60)和 DXA-BMD(OR = 1.23-2.94;AUC = 0.63-0.76):这项试验性横断面研究表明,基于超声射频信号的MResNet模型在判别绝经后妇女脆性骨折方面表现出良好的性能。当纳入临床协变量时,改进后的 MResNet 的效率进一步提高,在 OR 和 AUC 方面超过了 QUS-SOS 和 DXA-BMD 的表现。这些发现凸显了 MResNet 作为骨折风险评估方法的潜力。未来的研究应侧重于更大规模和更多样化的人群,以验证这些结果并探索其临床应用。
{"title":"Evaluation of fragility fracture risk using deep learning based on ultrasound radio frequency signal.","authors":"Wenqiang Luo, Jionglin Wu, Zhiwei Chen, Peidong Guo, Qi Zhang, Baiying Lei, Zhong Chen, Shixun Li, Changchuan Li, Haoxian Liu, Teng Ma, Jiang Liu, Xiaoyi Chen, Yue Ding","doi":"10.1007/s12020-024-03931-z","DOIUrl":"10.1007/s12020-024-03931-z","url":null,"abstract":"<p><strong>Background: </strong>It was essential to identify individuals at high risk of fragility fracture and prevented them due to the significant morbidity, mortality, and economic burden associated with fragility fracture. The quantitative ultrasound (QUS) showed promise in assessing bone structure characteristics and determining the risk of fragility fracture.</p><p><strong>Aims: </strong>To evaluate the performance of a multi-channel residual network (MResNet) based on ultrasonic radiofrequency (RF) signal to discriminate fragility fractures retrospectively in postmenopausal women, and compared it with the traditional parameter of QUS, speed of sound (SOS), and bone mineral density (BMD) acquired with dual X-ray absorptiometry (DXA).</p><p><strong>Methods: </strong>Using QUS, RF signal and SOS were acquired for 246 postmenopausal women. An MResNet was utilized, based on the RF signal, to categorize individuals with an elevated risk of fragility fracture. DXA was employed to obtain BMD at the lumbar, hip, and femoral neck. The fracture history of all adult subjects was gathered. Analyzing the odds ratios (OR) and the area under the receiver operator characteristic curves (AUC) was done to evaluate the effectiveness of various methods in discriminating fragility fracture.</p><p><strong>Results: </strong>Among the 246 postmenopausal women, 170 belonged to the non-fracture group, 50 to the vertebral group, and 26 to the non-vertebral fracture group. MResNet was competent to discriminate any fragility fracture (OR = 2.64; AUC = 0.74), Vertebral fracture (OR = 3.02; AUC = 0.77), and non-vertebral fracture (OR = 2.01; AUC = 0.69). After being modified by clinical covariates, the efficiency of MResNet was further improved to OR = 3.31-4.08, AUC = 0.81-0.83 among all fracture groups, which significantly surpassed QUS-SOS (OR = 1.32-1.36; AUC = 0.60) and DXA-BMD (OR = 1.23-2.94; AUC = 0.63-0.76).</p><p><strong>Conclusions: </strong>This pilot cross-sectional study demonstrates that the MResNet model based on the ultrasonic RF signal shows promising performance in discriminating fragility fractures in postmenopausal women. When incorporating clinical covariates, the efficiency of the modified MResNet is further enhanced, surpassing the performance of QUS-SOS and DXA-BMD in terms of OR and AUC. These findings highlight the potential of the MResNet as a promising approach for fracture risk assessment. Future research should focus on larger and more diverse populations to validate these results and explore its clinical applications.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"800-812"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141562989","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
The association between ethylene oxide and testosterone in the United States population: a cross-sectional study based on the National Health and Nutrition Examination Survey (NHANES) 2013-2016. 美国人口中环氧乙烷与睾酮之间的关系:基于 2013-2016 年全国健康与营养调查 (NHANES) 的横断面研究。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-07-31 DOI: 10.1007/s12020-024-03979-x
Shangqi Cao, Linghao Meng, Hexiang Bai, Weixiao Yang, Xu Hu, Xiang Li

Purpose: Ethylene oxide (EO) is a prevalent industrial contaminant found in the environment and is related to various diseases such as cancers and hypertension. To the best of our knowledge, the association between EO and testosterone has not been explored. The aim of this article was to evaluate the relationship between EO and total testosterone (TT) in the United States population.

Methods: In this study, hemoglobin ethylene oxide (HbEO) levels were utilized to evaluate the exposure to EO. The data of this study were collected from National Health and Nutrition Examination Survey (NHANES) 2013-2016. A total of 3300 participants were enrolled in this study and were separated into 5 groups based on the quintile of HbEO. Weighted multivariable logistic regression was used to assess the association between HbEO and TT. Subgroup analysis was conducted to investigate the connection between HbEO and TT in different stratifications.

Results: In the results, there was a positive relationship between log10-transformed HbEO and TT in the fully adjusted model [β = 37.08, 95% confidence interval (CI): 18.15-56.01, p = 0.004]. After log10-transformed HbEO transferred into a categorical variable based on the quintiles (Q1-Q5), the positive association remained in the highest group (Q5) compared to the lowest group (Q1) [β = 46.09, 95%CI: 12.29-79.90, p = 0.013]. Moreover, subgroup analysis demonstrated that the positive connection between log10-transformed HbEO and TT was stronger in males than females.

Conclusion: The level of HbEO was positively related to TT in the U.S. population and the relation was more obvious in men compared to women.

目的:环氧乙烷(EO)是一种普遍存在于环境中的工业污染物,与癌症和高血压等多种疾病有关。据我们所知,环氧乙烷与睾酮之间的关系尚未得到探讨。本文旨在评估美国人口中环氧乙烷与总睾酮(TT)之间的关系:本研究利用血红蛋白环氧乙烷(HbEO)水平来评估暴露于环氧乙烷的情况。本研究的数据来自 2013-2016 年美国国家健康与营养调查(NHANES)。共有3300名参与者参与了这项研究,并根据HbEO的五分位数分为5组。采用加权多变量逻辑回归评估 HbEO 与 TT 之间的关系。研究人员还进行了分组分析,以探讨不同分层中 HbEO 与 TT 之间的联系:结果:在完全调整模型中,经 log10 变形的 HbEO 与 TT 之间存在正相关关系[β = 37.08,95% 置信区间 (CI):18.15-56.01,P = 0.004]。将 HbEO 对数 10 转换为基于五分位数(Q1-Q5)的分类变量后,与最低组(Q1)相比,最高组(Q5)的正相关性仍然存在 [β = 46.09,95% 置信区间(CI):12.29-79.90,p = 0.013]。此外,亚组分析表明,经 log10 转换的 HbEO 与 TT 之间的正相关在男性中比在女性中更强:结论:在美国人群中,HbEO水平与TT呈正相关,男性与女性的关系更为明显。
{"title":"The association between ethylene oxide and testosterone in the United States population: a cross-sectional study based on the National Health and Nutrition Examination Survey (NHANES) 2013-2016.","authors":"Shangqi Cao, Linghao Meng, Hexiang Bai, Weixiao Yang, Xu Hu, Xiang Li","doi":"10.1007/s12020-024-03979-x","DOIUrl":"10.1007/s12020-024-03979-x","url":null,"abstract":"<p><strong>Purpose: </strong>Ethylene oxide (EO) is a prevalent industrial contaminant found in the environment and is related to various diseases such as cancers and hypertension. To the best of our knowledge, the association between EO and testosterone has not been explored. The aim of this article was to evaluate the relationship between EO and total testosterone (TT) in the United States population.</p><p><strong>Methods: </strong>In this study, hemoglobin ethylene oxide (HbEO) levels were utilized to evaluate the exposure to EO. The data of this study were collected from National Health and Nutrition Examination Survey (NHANES) 2013-2016. A total of 3300 participants were enrolled in this study and were separated into 5 groups based on the quintile of HbEO. Weighted multivariable logistic regression was used to assess the association between HbEO and TT. Subgroup analysis was conducted to investigate the connection between HbEO and TT in different stratifications.</p><p><strong>Results: </strong>In the results, there was a positive relationship between log<sub>10</sub>-transformed HbEO and TT in the fully adjusted model [β = 37.08, 95% confidence interval (CI): 18.15-56.01, p = 0.004]. After log<sub>10</sub>-transformed HbEO transferred into a categorical variable based on the quintiles (Q1-Q5), the positive association remained in the highest group (Q5) compared to the lowest group (Q1) [β = 46.09, 95%CI: 12.29-79.90, p = 0.013]. Moreover, subgroup analysis demonstrated that the positive connection between log<sub>10</sub>-transformed HbEO and TT was stronger in males than females.</p><p><strong>Conclusion: </strong>The level of HbEO was positively related to TT in the U.S. population and the relation was more obvious in men compared to women.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"850-859"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141855149","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
A machine learning-based diagnosis modeling of IgG4 Hashimoto's thyroiditis. 基于机器学习的 IgG4 桥本氏甲状腺炎诊断模型。
IF 3.7 3区 医学 Q2 Medicine Pub Date : 2024-11-01 Epub Date: 2024-05-29 DOI: 10.1007/s12020-024-03889-y
Chenxu Zhao, Zhiming Sun, Yang Yu, Yiwei Lou, Liyuan Liu, Ge Li, Jumei Liu, Lei Chen, Sainan Zhu, Yu Huang, Yang Zhang, Ying Gao

Purpose: This study aims to develop a non-invasive diagnosis model using machine learning (ML) for identifying high-risk IgG4 Hashimoto's thyroiditis (HT) patients.

Methods: A retrospective cohort of 93 HT patients and a prospective cohort of 179 HT patients were collected. According to the immunohistochemical and pathological results, the patients were divided into IgG4 HT group and non-IgG4 HT group. Serum TgAb IgG4 and TPOAb IgG4 were detected by ELISAs. A logistic regression model, support vector machine (SVM) and random forest (RF) were used to establish a clinical diagnosis model for IgG4 HT.

Results: Among these 272 patients, 40 (14.7%) were diagnosed with IgG4 HT. Patients with IgG4 HT were younger than those with non-IgG4 HT (P < 0.05). Serum levels of TgAb IgG4 and TPOAb IgG4 in IgG4 HT group were significantly higher than those in non-IgG4 HT group (P < 0.05). There were no significant differences in gender, disease duration, goiter, preoperative thyroid function status, preoperative TgAb or TPOAb levels, and thyroid ultrasound characteristics between the two groups (all P > 0.05). The accuracy, sensitivity, and specificity were 57%, 78%, and 79% for logistic regression model of IgG4 HT, 80 ± 7%, 84.7% ± 2.6%, and 75.4% ± 9.6% for the RF model and 78 ± 5%, 89.8% ± 5.7%, and 64.7% ± 5.7% for the SVM model. The RF model works better than SVM. The area under the ROC curve of RF ranged 0.87 to 0.92.

Conclusion: A clinical diagnosis model for IgG4 HT established by RF model might help the early recognition of the high-risk patients of IgG4 HT.

目的:本研究旨在利用机器学习(ML)开发一种无创诊断模型,用于识别高风险 IgG4 桥本氏甲状腺炎(HT)患者:收集了93名桥本氏甲状腺炎患者的回顾性队列和179名桥本氏甲状腺炎患者的前瞻性队列。根据免疫组化和病理结果,将患者分为 IgG4 HT 组和非 IgG4 HT 组。通过 ELISA 检测血清 TgAb IgG4 和 TPOAb IgG4。采用逻辑回归模型、支持向量机(SVM)和随机森林(RF)建立了 IgG4 HT 的临床诊断模型:结果:在 272 名患者中,有 40 人(14.7%)被确诊为 IgG4 HT。IgG4 HT患者比非IgG4 HT患者更年轻(P 0.05)。IgG4 HT 的逻辑回归模型的准确性、灵敏度和特异性分别为 57%、78% 和 79%,RF 模型的准确性、灵敏度和特异性分别为 80 ± 7%、84.7% ± 2.6% 和 75.4% ± 9.6%,SVM 模型的准确性、灵敏度和特异性分别为 78 ± 5%、89.8% ± 5.7% 和 64.7% ± 5.7%。RF 模型的效果优于 SVM。RF 的 ROC 曲线下面积为 0.87 至 0.92:通过 RF 模型建立的 IgG4 HT 临床诊断模型可能有助于早期识别 IgG4 HT 高危患者。
{"title":"A machine learning-based diagnosis modeling of IgG4 Hashimoto's thyroiditis.","authors":"Chenxu Zhao, Zhiming Sun, Yang Yu, Yiwei Lou, Liyuan Liu, Ge Li, Jumei Liu, Lei Chen, Sainan Zhu, Yu Huang, Yang Zhang, Ying Gao","doi":"10.1007/s12020-024-03889-y","DOIUrl":"10.1007/s12020-024-03889-y","url":null,"abstract":"<p><strong>Purpose: </strong>This study aims to develop a non-invasive diagnosis model using machine learning (ML) for identifying high-risk IgG4 Hashimoto's thyroiditis (HT) patients.</p><p><strong>Methods: </strong>A retrospective cohort of 93 HT patients and a prospective cohort of 179 HT patients were collected. According to the immunohistochemical and pathological results, the patients were divided into IgG4 HT group and non-IgG4 HT group. Serum TgAb IgG4 and TPOAb IgG4 were detected by ELISAs. A logistic regression model, support vector machine (SVM) and random forest (RF) were used to establish a clinical diagnosis model for IgG4 HT.</p><p><strong>Results: </strong>Among these 272 patients, 40 (14.7%) were diagnosed with IgG4 HT. Patients with IgG4 HT were younger than those with non-IgG4 HT (P < 0.05). Serum levels of TgAb IgG4 and TPOAb IgG4 in IgG4 HT group were significantly higher than those in non-IgG4 HT group (P < 0.05). There were no significant differences in gender, disease duration, goiter, preoperative thyroid function status, preoperative TgAb or TPOAb levels, and thyroid ultrasound characteristics between the two groups (all P > 0.05). The accuracy, sensitivity, and specificity were 57%, 78%, and 79% for logistic regression model of IgG4 HT, 80 ± 7%, 84.7% ± 2.6%, and 75.4% ± 9.6% for the RF model and 78 ± 5%, 89.8% ± 5.7%, and 64.7% ± 5.7% for the SVM model. The RF model works better than SVM. The area under the ROC curve of RF ranged 0.87 to 0.92.</p><p><strong>Conclusion: </strong>A clinical diagnosis model for IgG4 HT established by RF model might help the early recognition of the high-risk patients of IgG4 HT.</p>","PeriodicalId":11572,"journal":{"name":"Endocrine","volume":" ","pages":"672-681"},"PeriodicalIF":3.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141161506","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"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
期刊
Endocrine
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