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Selective Agonists of Thyroid Hormone Receptor Beta: Promising Tools for the Treatment of Nonalcoholic Fatty Liver Disease. 甲状腺激素受体β的选择性激动剂:治疗非酒精性脂肪肝的有效工具
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-04-01 Epub Date: 2024-04-25 DOI: 10.3803/EnM.2024.203
Sun Wook Cho
{"title":"Selective Agonists of Thyroid Hormone Receptor Beta: Promising Tools for the Treatment of Nonalcoholic Fatty Liver Disease.","authors":"Sun Wook Cho","doi":"10.3803/EnM.2024.203","DOIUrl":"10.3803/EnM.2024.203","url":null,"abstract":"","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11066439/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140864361","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
Risk of Subsequent Primary Cancers in Thyroid Cancer Survivors according to the Dose of Levothyroxine: A Nationwide Cohort Study. 根据左甲状腺素剂量确定甲状腺癌幸存者罹患后续原发性癌症的风险:一项全国队列研究。
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-04-01 Epub Date: 2024-03-04 DOI: 10.3803/EnM.2023.1815
Min-Su Kim, Jang Won Lee, Min Kyung Hyun, Young Shin Song
{"title":"Risk of Subsequent Primary Cancers in Thyroid Cancer Survivors according to the Dose of Levothyroxine: A Nationwide Cohort Study.","authors":"Min-Su Kim, Jang Won Lee, Min Kyung Hyun, Young Shin Song","doi":"10.3803/EnM.2023.1815","DOIUrl":"10.3803/EnM.2023.1815","url":null,"abstract":"<p><strong>Backgruound: </strong>Current research has not investigated the effect of thyroid-stimulating hormone suppression therapy with levothyroxine on the risk for developing subsequent primary cancers (SPCs). This study aimed to investigate the association between levothyroxine dosage and the risk for SPCs in thyroid cancer patients.</p><p><strong>Methods: </strong>We conducted a nationwide population-based retrospective cohort study form Korean National Health Insurance database. This cohort included 342,920 thyroid cancer patients between 2004 and 2018. Patients were divided into the non-levothyroxine and the levothyroxine groups, the latter consisting of four dosage subgroups according to quartiles. Cox proportional hazard models were performed to evaluate the risk for SPCs by adjusting for variables including cumulative doses of radioactive iodine (RAI) therapy.</p><p><strong>Results: </strong>A total of 17,410 SPC cases were observed over a median 7.3 years of follow-up. The high-dose levothyroxine subgroups (Q3 and Q4) had a higher risk for SPC (adjusted hazard ratio [HR], 1.14 and 1.27; 95% confidence interval [CI], 1.05-1.24 and 1.17- 1.37; respectively) compared to the non-levothyroxine group. In particular, the adjusted HR of stomach (1.31), colorectal (1.60), liver and biliary tract (1.95), and pancreatic (2.48) cancers were increased in the Q4 subgroup. We consistently observed a positive association between high levothyroxine dosage per body weight and risk of SPCs, even after adjusting for various confounding variables. Moreover, similar results were identified in the stratified analyses according to thyroidectomy type and RAI therapy, as well as in a subgroup analysis of patients with good adherence.</p><p><strong>Conclusion: </strong>High-dose levothyroxine use was associated with increased risk of SPCs among thyroid cancer patients regardless of RAI therapy.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11066454/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140027672","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
Effectiveness of a Social Networking Site Based Automatic Mobile Message Providing System on Glycemic Control in Patients with Type 2 Diabetes Mellitus. 基于社交网站的自动移动信息提供系统对 2 型糖尿病患者血糖控制的影响
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-04-01 Epub Date: 2023-12-27 DOI: 10.3803/EnM.2023.1871
Kyuho Kim, Jae-Seung Yun, Joonyub Lee, Yeoree Yang, Minhan Lee, Yu-Bae Ahn, Jae Hyoung Cho, Seung-Hyun Ko
{"title":"Effectiveness of a Social Networking Site Based Automatic Mobile Message Providing System on Glycemic Control in Patients with Type 2 Diabetes Mellitus.","authors":"Kyuho Kim, Jae-Seung Yun, Joonyub Lee, Yeoree Yang, Minhan Lee, Yu-Bae Ahn, Jae Hyoung Cho, Seung-Hyun Ko","doi":"10.3803/EnM.2023.1871","DOIUrl":"10.3803/EnM.2023.1871","url":null,"abstract":"<p><strong>Backgruound: </strong>This study investigated the effectiveness of a social networking site (SNS)-based automatic mobile message providing system on glycemic control in patients with type 2 diabetes mellitus (T2DM).</p><p><strong>Methods: </strong>A 3-month, randomized, open-label, controlled, parallel-group trial was conducted. One hundred and ten participants with T2DM were randomized to a mobile message system (MMS) (n=55) or control group (n=55). The MMS group received protocolbased automated messages two times per day for 10 weeks regarding diabetes self-management through KakaoTalk SNS messenger. The primary outcome was the difference in the change in glycated hemoglobin (HbA1c) levels (%) from baseline to week 12.</p><p><strong>Results: </strong>HbA1c levels were more markedly decreased in the MMS group (8.4%±0.7% to 8.0%±1.1%) than in the control group (8.5%±0.8% to 8.4%±0.8%), resulting in a significant between-group difference (P=0.027). No differences were observed in changes in fasting glucose levels, lipid profiles, and the number of participants who experienced hypoglycemia, or in changes in lifestyle behavior between groups. However, the self-monitoring of blood glucose frequency was significantly increased in the MMS group compared to the control group (P=0.003). In addition, sleep duration was increased in the MMS group, but was not changed in the control group.</p><p><strong>Conclusion: </strong>An SNS-based automatic mobile message providing system was effective in improving glycemic control in patients in T2DM. Studies which based on a more individualized protocol, and investigate longer beneficial effect and sustainability will be required in the future.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11066440/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139039667","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
Effects of an Electronic Medical Records-Linked Diabetes Self-Management System on Treatment Targets in Real Clinical Practice: Retrospective, Observational Cohort Study. 与电子病历关联的糖尿病自我管理系统在实际临床实践中对治疗目标的影响:回顾性观察队列研究。
IF 3.9 3区 医学
Endocrinology and Metabolism Pub Date : 2024-04-01 Epub Date: 2024-03-21 DOI: 10.3803/EnM.2023.1878
So Jung Yang, Sun-Young Lim, Yoon Hee Choi, Jin Hee Lee, Kun-Ho Yoon
{"title":"Effects of an Electronic Medical Records-Linked Diabetes Self-Management System on Treatment Targets in Real Clinical Practice: Retrospective, Observational Cohort Study.","authors":"So Jung Yang, Sun-Young Lim, Yoon Hee Choi, Jin Hee Lee, Kun-Ho Yoon","doi":"10.3803/EnM.2023.1878","DOIUrl":"10.3803/EnM.2023.1878","url":null,"abstract":"<p><strong>Backgruound: </strong>This study evaluated the effects of a mobile diabetes management program called \"iCareD\" (College of Medicine, The Catholic University of Korea) which was integrated into the hospital's electronic medical records system to minimize the workload of the healthcare team in the real clinical practice setting.</p><p><strong>Methods: </strong>In this retrospective observational study, we recruited 308 patients. We categorized these patients based on their compliance regarding their use of the iCareD program at home; compliance was determined through self-monitored blood glucose inputs and message subscription rates. We analyzed changes in the ABC (hemoglobin A1c, blood pressure, and low-density lipoprotein cholesterol) levels from the baseline to 12 months thereafter, based on the patients' iCareD usage patterns.</p><p><strong>Results: </strong>The patients comprised 92 (30%) non-users, 170 (55%) poor-compliance users, and 46 (15%) good-compliance users; the ABC target achievement rate showed prominent changes in good-compliance groups from baseline to 12 months (10.9% vs. 23.9%, P<0.05), whereas no significant changes were observed for poor-compliance users and non-users (13.5% vs. 18.8%, P=0.106; 20.7% vs. 14.1%, P=0.201; respectively).</p><p><strong>Conclusion: </strong>Implementing the iCareD can improve the ABC levels of patients with diabetes with minimal efforts of the healthcare team in real clinical settings. However, the improvement of patients' compliance concerning the use of the system without the vigorous intervention of the healthcare team needs to be solved in the future.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.9,"publicationDate":"2024-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11066442/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140179400","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
Preoperative Serum Copeptin Can Predict Delayed Hyponatremia after Pituitary Surgery in the Absence of Arginine Vasopressin Deficiency. 在没有精氨酸加压素缺乏症的情况下,术前血清谷丙肽能预测垂体手术后的延迟性低钠血症。
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2024-01-03 DOI: 10.3803/EnM.2023.1792
Ho Kang, Seung Shin Park, Yoo Hyung Kim, Hwan Sub Lim, Mi-Kyeong Lee, Kyoung-Ryul Lee, Jung Hee Kim, Yong Hwy Kim
{"title":"Preoperative Serum Copeptin Can Predict Delayed Hyponatremia after Pituitary Surgery in the Absence of Arginine Vasopressin Deficiency.","authors":"Ho Kang, Seung Shin Park, Yoo Hyung Kim, Hwan Sub Lim, Mi-Kyeong Lee, Kyoung-Ryul Lee, Jung Hee Kim, Yong Hwy Kim","doi":"10.3803/EnM.2023.1792","DOIUrl":"10.3803/EnM.2023.1792","url":null,"abstract":"<p><strong>Backgruound: </strong>Delayed postoperative hyponatremia (DPH) is the most common cause of readmission after pituitary surgery. In this study, we aimed to evaluate the cutoff values of serum copeptin and determine the optimal timing for copeptin measurement for the prediction of the occurrence of DPH in patients who undergo endoscopic transsphenoidal approach (eTSA) surgery and tumor resection.</p><p><strong>Methods: </strong>This was a prospective observational study of 73 patients who underwent eTSA surgery for pituitary or stalk lesions. Copeptin levels were measured before surgery, 1 hour after extubation, and on postoperative days 1, 2, 7, and 90.</p><p><strong>Results: </strong>Among 73 patients, 23 patients (31.5%) developed DPH. The baseline ratio of copeptin to serum sodium level showed the highest predictive performance (area under the curve [AUROC], 0.699), and its optimal cutoff to maximize Youden's index was 2.5×10-11, with a sensitivity of 91.3% and negative predictive value of 92.0%. No significant predictors were identified for patients with transient arginine vasopressin (AVP) deficiency. However, for patients without transient AVP deficiency, the copeptin-to-urine osmolarity ratio at baseline demonstrated the highest predictive performance (AUROC, 0.725). An optimal cutoff of 6.5×10-12 maximized Youden's index, with a sensitivity of 92.9% and a negative predictive value of 94.1%.</p><p><strong>Conclusion: </strong>The occurrence of DPH can be predicted using baseline copeptin and its ratio with serum sodium or urine osmolarity only in patients without transient AVP deficiency after pituitary surgery.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901654/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139086400","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
Clinical Implications of Different Thyroid-Stimulating Hormone (TSH) Reference Intervals between TSH Kits for the Management of Subclinical Hypothyroidism. 不同促甲状腺激素 (TSH) 检测试剂盒之间的参考区间对亚临床甲减管理的临床意义。
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2024-02-05 DOI: 10.3803/EnM.2024.1934
Won Sang Yoo
{"title":"Clinical Implications of Different Thyroid-Stimulating Hormone (TSH) Reference Intervals between TSH Kits for the Management of Subclinical Hypothyroidism.","authors":"Won Sang Yoo","doi":"10.3803/EnM.2024.1934","DOIUrl":"10.3803/EnM.2024.1934","url":null,"abstract":"","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901656/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139680850","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
The Road towards Triple Agonists: Glucagon-Like Peptide 1, Glucose-Dependent Insulinotropic Polypeptide and Glucagon Receptor - An Update. 通往三重激动剂之路:胰高血糖素样肽 1、葡萄糖依赖性促胰岛素多肽和胰高血糖素受体--最新进展。
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2024-02-14 DOI: 10.3803/EnM.2024.1942
Agnieszka Jakubowska, Carel W le Roux, Adie Viljoen
{"title":"The Road towards Triple Agonists: Glucagon-Like Peptide 1, Glucose-Dependent Insulinotropic Polypeptide and Glucagon Receptor - An Update.","authors":"Agnieszka Jakubowska, Carel W le Roux, Adie Viljoen","doi":"10.3803/EnM.2024.1942","DOIUrl":"10.3803/EnM.2024.1942","url":null,"abstract":"<p><p>Obesity is the fifth leading risk factor for global deaths with numbers continuing to increase worldwide. In the last 20 years, the emergence of pharmacological treatments for obesity based on gastrointestinal hormones has transformed the therapeutic landscape. The successful development of glucagon-like peptide-1 (GLP-1) receptor agonists, followed by the synergistic combined effect of glucose-dependent insulinotropic polypeptide (GIP)/GLP-1 receptor agonists achieved remarkable weight loss and glycemic control in those with the diseases of obesity and type 2 diabetes. The multiple cardiometabolic benefits include improving glycemic control, lipid profiles, blood pressure, inflammation, and hepatic steatosis. The 2023 phase 2 double-blind, randomized controlled trial evaluating a GLP-1/GIP/glucagon receptor triagonist (retatrutide) in patients with the disease of obesity reported 24.2% weight loss at 48 weeks with 12 mg retatrutide. This review evaluates the current available evidence for GLP-1 receptor agonists, dual GLP-1/GIP receptor co-agonists with a focus on GLP-1/GIP/glucagon receptor triagonists and discusses the potential future benefits and research directions.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901658/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139734736","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
FoxO6-Mediated TXNIP Induces Lipid Accumulation in the Liver through NLRP3 Inflammasome Activation. FoxO6 介导的 TXNIP 通过激活 NLRP3 炎症体诱导肝脏脂质积累
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2024-02-22 DOI: 10.3803/EnM.2023.1826
Mi Eun Kim, Jun Sik Lee, Tae Won Kim, Min Hi Park, Dae Hyun Kim
{"title":"FoxO6-Mediated TXNIP Induces Lipid Accumulation in the Liver through NLRP3 Inflammasome Activation.","authors":"Mi Eun Kim, Jun Sik Lee, Tae Won Kim, Min Hi Park, Dae Hyun Kim","doi":"10.3803/EnM.2023.1826","DOIUrl":"10.3803/EnM.2023.1826","url":null,"abstract":"<p><strong>Backgruound: </strong>Hepatic steatosis, which involves the excessive accumulation of lipid droplets in hepatocytes, presents a significant global health concern due to its association with obesity and metabolic disorders. Inflammation plays a crucial role in the progression of hepatic steatosis; however, the precise molecular mechanisms responsible for this process remain unknown.</p><p><strong>Methods: </strong>This study investigated the involvement of the nucleotide-binding oligomerization domain-like receptor pyrin domain-containing-3 (NLRP3) inflammasome and the forkhead box O6 (FoxO6) transcription factor in the pathogenesis of hepatic steatosis. We monitored the NLRP3 inflammasome and lipogenesis in mice overexpressing the constitutively active (CA)-FoxO6 allele and FoxO6-null mice. In an in vitro study, we administered palmitate to liver cells overexpressing CA-FoxO6 and measured changes in lipid metabolism.</p><p><strong>Results: </strong>We administered palmitate treatment to clarify the mechanisms through which FoxO6 activates cytokine interleukin (IL)-1β through the NLRP3 inflammasome. The initial experiments revealed that dephosphorylation led to palmitate-induced FoxO6 transcriptional activity. Further palmitate experiments showed increased expression of IL-1β and the hepatic NLRP3 inflammasome complex, including adaptor protein apoptotic speck protein containing a caspase recruitment domain (ASC) and pro-caspase-1. Furthermore, thioredoxin-interacting protein (TXNIP), a key regulator of cellular redox conditions upstream of the NLRP3 inflammasome, was induced by FoxO6 in the liver and HepG2 cells.</p><p><strong>Conclusion: </strong>The findings of this study shed light on the molecular mechanisms underpinning the FoxO6-NLRP3 inflammasome axis in promoting inflammation and lipid accumulation in the liver.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901662/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139989656","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
It Is Time to Understand the Additional Benefits of Active Surveillance for Low-Risk Papillary Thyroid Carcinoma. 是时候了解主动监测对低风险甲状腺乳头状癌的额外益处了。
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2024-02-22 DOI: 10.3803/EnM.2024.104
Kyeong Jin Kim
{"title":"It Is Time to Understand the Additional Benefits of Active Surveillance for Low-Risk Papillary Thyroid Carcinoma.","authors":"Kyeong Jin Kim","doi":"10.3803/EnM.2024.104","DOIUrl":"10.3803/EnM.2024.104","url":null,"abstract":"","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901663/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"139989658","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
Prediction of Cardiovascular Complication in Patients with Newly Diagnosed Type 2 Diabetes Using an XGBoost/GRU-ODE-Bayes-Based Machine-Learning Algorithm. 基于XGBoost/ gru - ode - bayes的机器学习算法预测新诊断的2型糖尿病患者心血管并发症
IF 3.4 3区 医学
Endocrinology and Metabolism Pub Date : 2024-02-01 Epub Date: 2023-11-21 DOI: 10.3803/EnM.2023.1739
Joonyub Lee, Yera Choi, Taehoon Ko, Kanghyuck Lee, Juyoung Shin, Hun-Sung Kim
{"title":"Prediction of Cardiovascular Complication in Patients with Newly Diagnosed Type 2 Diabetes Using an XGBoost/GRU-ODE-Bayes-Based Machine-Learning Algorithm.","authors":"Joonyub Lee, Yera Choi, Taehoon Ko, Kanghyuck Lee, Juyoung Shin, Hun-Sung Kim","doi":"10.3803/EnM.2023.1739","DOIUrl":"10.3803/EnM.2023.1739","url":null,"abstract":"<p><strong>Backgruound: </strong>Cardiovascular disease is life-threatening yet preventable for patients with type 2 diabetes mellitus (T2DM). Because each patient with T2DM has a different risk of developing cardiovascular complications, the accurate stratification of cardiovascular risk is critical. In this study, we proposed cardiovascular risk engines based on machine-learning algorithms for newly diagnosed T2DM patients in Korea.</p><p><strong>Methods: </strong>To develop the machine-learning-based cardiovascular disease engines, we retrospectively analyzed 26,166 newly diagnosed T2DM patients who visited Seoul St. Mary's Hospital between July 2009 and April 2019. To accurately measure diabetes-related cardiovascular events, we designed a buffer (1 year), an observation (1 year), and an outcome period (5 years). The entire dataset was split into training and testing sets in an 8:2 ratio, and this procedure was repeated 100 times. The area under the receiver operating characteristic curve (AUROC) was calculated by 10-fold cross-validation on the training dataset.</p><p><strong>Results: </strong>The machine-learning-based risk engines (AUROC XGBoost=0.781±0.014 and AUROC gated recurrent unit [GRU]-ordinary differential equation [ODE]-Bayes=0.812±0.016) outperformed the conventional regression-based model (AUROC=0.723± 0.036).</p><p><strong>Conclusion: </strong>GRU-ODE-Bayes-based cardiovascular risk engine is highly accurate, easily applicable, and can provide valuable information for the individualized treatment of Korean patients with newly diagnosed T2DM.</p>","PeriodicalId":11636,"journal":{"name":"Endocrinology and Metabolism","volume":null,"pages":null},"PeriodicalIF":3.4,"publicationDate":"2024-02-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10901655/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"138290672","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
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