Cushing's syndrome, a clinical condition characterized by hypercortisolemia, exhibits distinct clinical signs and is associated with cyclic cortisol secretion in some patients. The clinical presentation of cyclic Cushing's syndrome can be ambiguous and its diagnosis is often challenging. We experienced a 72-year-old woman with cyclic ACTH-dependent Cushing's syndrome caused by a pulmonary carcinoid tumor. Diagnosis was challenging because of the extended trough periods, and the responsible lesion was initially unidentified. A subsequent follow-up computed tomography revealed a pulmonary lesion, and ectopic ACTH secretion from this lesion was confirmed by pulmonary artery sampling. Despite the short peak secretion period of ACTH (approximately one week), immunostaining of the surgically removed tumor confirmed ACTH positivity. Interestingly, stored plasma chromogranin A levels were elevated during both peak and trough periods. The experience in evaluating this patient prompted us to investigate the potential use of plasma chromogranin A as a diagnostic marker of ACTH-dependent Cushing's syndrome. A retrospective study was conducted to determine the efficacy of plasma chromogranin A in three patients with ectopic ACTH syndrome (EAS), including the present case, and six patients with Cushing's disease (CD) who visited our hospital between 2018 and 2021. Notably, plasma chromogranin A levels were higher in patients with EAS than in those with CD. Additionally, a chromogranin A level in the present case during the trough phase was lower than that in the peak phase, and was similar to those in CD patients. The measurement of plasma chromogranin A levels could aid in differentiating EAS from CD.
库欣综合征是一种以高皮质醇血症为特征的临床症状,具有明显的临床表现,部分患者伴有皮质醇的周期性分泌。周期性库欣综合征的临床表现可能模糊不清,其诊断往往具有挑战性。我们接诊了一名 72 岁的女性患者,她患有由肺类癌引起的周期性 ACTH 依赖性库欣综合征。由于低谷期较长,诊断具有挑战性,而且最初无法确定病灶。随后的随访计算机断层扫描发现了肺部病变,肺动脉取样证实了该病变引起的异位促肾上腺皮质激素分泌。尽管促肾上腺皮质激素的分泌高峰期很短(约一周),但手术切除肿瘤的免疫染色证实促肾上腺皮质激素呈阳性。有趣的是,血浆中储存的嗜铬粒蛋白 A 水平在高峰期和低谷期均有所升高。评估该患者的经验促使我们研究血浆嗜铬粒蛋白 A 作为 ACTH 依赖性库欣综合征诊断标志物的可能性。我们开展了一项回顾性研究,以确定血浆嗜铬粒蛋白 A 在包括本病例在内的 3 例异位 ACTH 综合征(EAS)患者和 6 例库欣病患者(CD)中的疗效。值得注意的是,EAS 患者的血浆嗜铬粒蛋白 A 水平高于 CD 患者。此外,本病例低谷期的嗜铬粒蛋白A水平低于高峰期,与CD患者相似。测量血浆嗜铬粒蛋白 A 水平有助于区分 EAS 和 CD。
{"title":"Evaluating the usefulness of plasma chromogranin A measurement in cyclic ACTH-dependent Cushing's syndrome.","authors":"Keisuke Kakizawa, Miho Yamashita, Yuto Kawauchi, Akira Ikeya, Kenji Ohba, Akio Matsushita","doi":"10.1507/endocrj.EJ24-0128","DOIUrl":"10.1507/endocrj.EJ24-0128","url":null,"abstract":"<p><p>Cushing's syndrome, a clinical condition characterized by hypercortisolemia, exhibits distinct clinical signs and is associated with cyclic cortisol secretion in some patients. The clinical presentation of cyclic Cushing's syndrome can be ambiguous and its diagnosis is often challenging. We experienced a 72-year-old woman with cyclic ACTH-dependent Cushing's syndrome caused by a pulmonary carcinoid tumor. Diagnosis was challenging because of the extended trough periods, and the responsible lesion was initially unidentified. A subsequent follow-up computed tomography revealed a pulmonary lesion, and ectopic ACTH secretion from this lesion was confirmed by pulmonary artery sampling. Despite the short peak secretion period of ACTH (approximately one week), immunostaining of the surgically removed tumor confirmed ACTH positivity. Interestingly, stored plasma chromogranin A levels were elevated during both peak and trough periods. The experience in evaluating this patient prompted us to investigate the potential use of plasma chromogranin A as a diagnostic marker of ACTH-dependent Cushing's syndrome. A retrospective study was conducted to determine the efficacy of plasma chromogranin A in three patients with ectopic ACTH syndrome (EAS), including the present case, and six patients with Cushing's disease (CD) who visited our hospital between 2018 and 2021. Notably, plasma chromogranin A levels were higher in patients with EAS than in those with CD. Additionally, a chromogranin A level in the present case during the trough phase was lower than that in the peak phase, and was similar to those in CD patients. The measurement of plasma chromogranin A levels could aid in differentiating EAS from CD.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"995-1002"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778348/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141455980","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
The effectiveness of a hybrid closed-loop (HCL) system in improving glycemic control is unclear in Japanese individuals. Therefore, we assessed the effect impact of the MiniMed 770G HCL system on glycemic control in this population. This prospective, single-center, 24-week observational study (registration number: UMIN000047394) enrolled 23 individuals with type 1 diabetes mellitus using the Medtronic MiniMed 640G system. The primary endpoint was the improvement in time in the range of 70-180 mg/dL after transitioning to the MiniMed 770G HCL system. We observed an increase in time in range (from 64.1 [55.8-69.5] to 70.9 [67.1-74.4] %, interquartile range 25-75%, p < 0.001) and a decrease in glycated hemoglobin level (from 7.4 [7.0-7.9] to 7.1 [6.8-7.4] %, p = 0.003). There was a significant reduction in time above the range (181-250 mg/dL: 25.8 [20.9-28.6] to 19.5 [17.1-22.1] %, p < 0.001; >251 mg/dL: 8.7 [4.0-13.0] to 4.7 [3.6-9.1] %, p < 0.001). Time below the range remained unchanged (54-69 mg/dL: 1.8 [0.4-2.4] to 2.1 [0.4-3.9] %, p = 0.24; <54 mg/dL: 0.2 [0.0-1.0] to 0.5 [0.1-1.3] %, p = 0.14). In a subgroup of 12 patients with a high HCL implementation rate, the basal insulin infusion decreased immediately after mealtime insulin administration and increased after approximately 120 minutes. The ratings from questionnaires assessing treatment burden, satisfaction, and quality of life remained unchanged. The MiniMed 770G HCL system improved glycemic control and optimized insulin delivery, particularly in patients with high implementation rates.
{"title":"Improving glycemic control by transitioning from the MiniMed<sup>TM</sup> 640G to 770G in Japanese adults with type 1 diabetes mellitus: a prospective, single-center, observational study.","authors":"Satoshi Kubota, Ai Sato, Manami Hosokawa, Yosuke Okubo, Shohei Takayama, Atsuko Kaneko, Yasuho Shimada, Yuki Asano, Yoshihiko Sato, Masanori Yamazaki, Mitsuhisa Komatsu","doi":"10.1507/endocrj.EJ24-0136","DOIUrl":"10.1507/endocrj.EJ24-0136","url":null,"abstract":"<p><p>The effectiveness of a hybrid closed-loop (HCL) system in improving glycemic control is unclear in Japanese individuals. Therefore, we assessed the effect impact of the MiniMed 770G HCL system on glycemic control in this population. This prospective, single-center, 24-week observational study (registration number: UMIN000047394) enrolled 23 individuals with type 1 diabetes mellitus using the Medtronic MiniMed 640G system. The primary endpoint was the improvement in time in the range of 70-180 mg/dL after transitioning to the MiniMed 770G HCL system. We observed an increase in time in range (from 64.1 [55.8-69.5] to 70.9 [67.1-74.4] %, interquartile range 25-75%, p < 0.001) and a decrease in glycated hemoglobin level (from 7.4 [7.0-7.9] to 7.1 [6.8-7.4] %, p = 0.003). There was a significant reduction in time above the range (181-250 mg/dL: 25.8 [20.9-28.6] to 19.5 [17.1-22.1] %, p < 0.001; >251 mg/dL: 8.7 [4.0-13.0] to 4.7 [3.6-9.1] %, p < 0.001). Time below the range remained unchanged (54-69 mg/dL: 1.8 [0.4-2.4] to 2.1 [0.4-3.9] %, p = 0.24; <54 mg/dL: 0.2 [0.0-1.0] to 0.5 [0.1-1.3] %, p = 0.14). In a subgroup of 12 patients with a high HCL implementation rate, the basal insulin infusion decreased immediately after mealtime insulin administration and increased after approximately 120 minutes. The ratings from questionnaires assessing treatment burden, satisfaction, and quality of life remained unchanged. The MiniMed 770G HCL system improved glycemic control and optimized insulin delivery, particularly in patients with high implementation rates.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"955-963"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778365/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141426597","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
We previously reported that a high HbA1c level 3 months before vitrectomy for vitreous hemorrhage or a large preoperative decrease in the HbA1c level over 3 months tended to increase the risk of rebleeding in diabetic retinopathy patients evaluated between 2010 and 2014. Here, we aimed to confirm these results with an extended study period and an increased number of operated eyes. This study included 121 diabetic patients who were admitted to Osaka University Hospital between 2010 and 2019 and who underwent vitrectomy for vitreous hemorrhage. Binomial logistic regression analysis was performed with the presence of postoperative bleeding as the outcome. The present study showed that the duration of the operation was associated with rebleeding (odds ratio = 1.02, p = 0.0016). A high HbA1c level just before vitrectomy tended to be associated with the bleeding (odds ratio = 1.27, p = 0.05), while preoperative HbA1c changes were not associated with rebleeding. The results of this study suggest that a high preoperative HbA1c level just before vitrectomy, not a decrease in HbA1c levels, in addition to the duration of the operation may increase the risk of postoperative bleeding after vitrectomy in diabetic retinopathy patients.
{"title":"Preoperative hemoglobin A1c is associated with postoperative bleeding after vitrectomy for vitreous hemorrhage in patients with diabetic retinopathy.","authors":"Saori Motoda, Masanori Kanai, Susumu Sakimoto, Harutoshi Ozawa, Chisaki Ishibashi, Shingo Fujita, Yoshiya Hosokawa, Megu Y Baden, Yukari Fujita, Takekazu Kimura, Ayumi Tokunaga, Takao Nammo, Kenji Fukui, Junji Kozawa, Hirokazu Sakaguchi, Kohji Nishida, Iichiro Shimomura","doi":"10.1507/endocrj.EJ23-0301","DOIUrl":"10.1507/endocrj.EJ23-0301","url":null,"abstract":"<p><p>We previously reported that a high HbA1c level 3 months before vitrectomy for vitreous hemorrhage or a large preoperative decrease in the HbA1c level over 3 months tended to increase the risk of rebleeding in diabetic retinopathy patients evaluated between 2010 and 2014. Here, we aimed to confirm these results with an extended study period and an increased number of operated eyes. This study included 121 diabetic patients who were admitted to Osaka University Hospital between 2010 and 2019 and who underwent vitrectomy for vitreous hemorrhage. Binomial logistic regression analysis was performed with the presence of postoperative bleeding as the outcome. The present study showed that the duration of the operation was associated with rebleeding (odds ratio = 1.02, p = 0.0016). A high HbA1c level just before vitrectomy tended to be associated with the bleeding (odds ratio = 1.27, p = 0.05), while preoperative HbA1c changes were not associated with rebleeding. The results of this study suggest that a high preoperative HbA1c level just before vitrectomy, not a decrease in HbA1c levels, in addition to the duration of the operation may increase the risk of postoperative bleeding after vitrectomy in diabetic retinopathy patients.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"965-971"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778346/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141455981","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
There have been no reports comparing neonatal external genitalia of 5α-reductase deficiency (5αRD) with those of other 46,XY differences of sex differentiation (DSD). This study enrolled 31 Japanese cases of 46,XY DSD whose external genitalia was examined during the neonatal period; four were diagnosed as 5αRD and 15 were defined as non-5αRD by genetic analysis of SRD5A2 or urinary steroid metabolites. We compared the following characteristics between 5αRD and non-5αRD groups, adjusting the severity of undermasculinization of the external genitalia: stretched penile length (SPL), glans width, location of the external urethral opening, and proportion of undescended testis. The external genitalia of all the 5αRD cases were Quigley classification grade 2 or 3. We compared the phenotypes between the four 5αRD cases and 11 non-5αRD cases with grade 2 or 3. The median (range) of SPL in the 5αRD group (14 mm [11-16]) was significantly lower than that in the non-5αRD group (22 mm [15-29]) (p = 0.003). An SPL cut-off value of <15 mm yielded a sensitivity of 50% (95% confidence interval [CI]; 7-93%) and specificity of 100% (95% CI, 72-100%) for discriminating between the groups. The median glans width, location of the external urethral opening, and proportion of undescended testis were not significantly different between the groups. The SPL of 5αRD in Quigley classification grade 2 or 3 was significantly shorter than that of other 46,XY DSDs with the equivalent grade.
{"title":"Characteristic external genitalia in male neonates with 5α-reductase deficiency.","authors":"Takeshi Munenaga, Yosuke Ichihashi, Satsuki Nakano, Hironori Shibata, Takeshi Sato, Hiroshi Asanuma, Keiko Homma, Tomonobu Hasegawa, Tomohiro Ishii","doi":"10.1507/endocrj.EJ23-0740","DOIUrl":"10.1507/endocrj.EJ23-0740","url":null,"abstract":"<p><p>There have been no reports comparing neonatal external genitalia of 5α-reductase deficiency (5αRD) with those of other 46,XY differences of sex differentiation (DSD). This study enrolled 31 Japanese cases of 46,XY DSD whose external genitalia was examined during the neonatal period; four were diagnosed as 5αRD and 15 were defined as non-5αRD by genetic analysis of SRD5A2 or urinary steroid metabolites. We compared the following characteristics between 5αRD and non-5αRD groups, adjusting the severity of undermasculinization of the external genitalia: stretched penile length (SPL), glans width, location of the external urethral opening, and proportion of undescended testis. The external genitalia of all the 5αRD cases were Quigley classification grade 2 or 3. We compared the phenotypes between the four 5αRD cases and 11 non-5αRD cases with grade 2 or 3. The median (range) of SPL in the 5αRD group (14 mm [11-16]) was significantly lower than that in the non-5αRD group (22 mm [15-29]) (p = 0.003). An SPL cut-off value of <15 mm yielded a sensitivity of 50% (95% confidence interval [CI]; 7-93%) and specificity of 100% (95% CI, 72-100%) for discriminating between the groups. The median glans width, location of the external urethral opening, and proportion of undescended testis were not significantly different between the groups. The SPL of 5αRD in Quigley classification grade 2 or 3 was significantly shorter than that of other 46,XY DSDs with the equivalent grade.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"973-978"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778344/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141757834","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-10-01Epub Date: 2024-07-10DOI: 10.1507/endocrj.EJ23-0725
Hideyasu Asai, Ikuo Yamamori, Shigeru Hagimoto, Kyoichi Okumura, Koki Sakakibara
A 38-year-old Japanese woman with a history of abnormal thyroid function of non-autoimmune origin, pituitary endocrine tumor, and untreated diabetes mellitus was referred to our outpatient clinic when she became pregnant with twins. Physical findings consistent with Cushing's syndrome (CS) were absent at the time of presentation. Although baseline plasma adrenocorticotropic hormone, serum cortisol, and 24-hour urinary free cortisol excretion levels were above the upper limits of normal non-pregnant reference ranges, we could not exclude a physiological increase associated with pregnancy. No medical or surgical intervention for hypercortisolism was performed during pregnancy. Spontaneous vaginal delivery resulted in the normal delivery of live twins. A diagnosis of Cushing's disease (CD) was established when papery skin developed postpartum. Transsphenoidal surgery was performed and the hypercortisolism partially resolved post-operatively. The patient's abnormal thyroid function also resolved. Pregnancy in women with endogenous CS is rare, with less than 300 cases reported. Most reported cases of CS during pregnancy are of adrenal origin. Only two cases of twin pregnancies with CD have been reported. Therefore, we reported the third case of CD in a twin pregnancy and reviewed the diagnostic and therapeutic challenges associated with CD during pregnancy.
一名 38 岁的日本妇女曾患有非自身免疫性甲状腺功能异常、垂体内分泌肿瘤和未经治疗的糖尿病,在怀上双胞胎后被转诊到我们的门诊部。就诊时,她的体格检查结果与库欣综合征(CS)并不相符。虽然基线血浆促肾上腺皮质激素、血清皮质醇和 24 小时尿游离皮质醇排泄水平均高于正常非妊娠参考范围的上限,但我们无法排除与妊娠有关的生理性皮质醇升高。在妊娠期间,没有对高皮质醇症进行医疗或手术干预。孕妇经阴道自然分娩,顺利产下一对活双胞胎。当产后出现乳头状皮肤时,库欣病(CD)的诊断被确定。患者接受了经蝶窦手术,术后高皮质醇血症得到部分缓解。患者的甲状腺功能异常也得到了缓解。患有内源性 CS 的妇女怀孕的情况很少见,仅有不到 300 例的报道。大多数报告的妊娠期 CS 病例都是肾上腺源性的。目前仅有两例双胎妊娠合并 CD 的报道。因此,我们报告了第三例双胎妊娠 CD 病例,并回顾了与妊娠期 CD 相关的诊断和治疗难题。
{"title":"Cushing's disease with twin pregnancy and diabetes mellitus: a case report and literature review.","authors":"Hideyasu Asai, Ikuo Yamamori, Shigeru Hagimoto, Kyoichi Okumura, Koki Sakakibara","doi":"10.1507/endocrj.EJ23-0725","DOIUrl":"10.1507/endocrj.EJ23-0725","url":null,"abstract":"<p><p>A 38-year-old Japanese woman with a history of abnormal thyroid function of non-autoimmune origin, pituitary endocrine tumor, and untreated diabetes mellitus was referred to our outpatient clinic when she became pregnant with twins. Physical findings consistent with Cushing's syndrome (CS) were absent at the time of presentation. Although baseline plasma adrenocorticotropic hormone, serum cortisol, and 24-hour urinary free cortisol excretion levels were above the upper limits of normal non-pregnant reference ranges, we could not exclude a physiological increase associated with pregnancy. No medical or surgical intervention for hypercortisolism was performed during pregnancy. Spontaneous vaginal delivery resulted in the normal delivery of live twins. A diagnosis of Cushing's disease (CD) was established when papery skin developed postpartum. Transsphenoidal surgery was performed and the hypercortisolism partially resolved post-operatively. The patient's abnormal thyroid function also resolved. Pregnancy in women with endogenous CS is rare, with less than 300 cases reported. Most reported cases of CS during pregnancy are of adrenal origin. Only two cases of twin pregnancies with CD have been reported. Therefore, we reported the third case of CD in a twin pregnancy and reviewed the diagnostic and therapeutic challenges associated with CD during pregnancy.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"1003-1011"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778364/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141579302","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-10-01Epub Date: 2024-07-06DOI: 10.1507/endocrj.EJ24-0193
Kosuke Inoue
With the rapid development of computer science, there is an increasing demand for the use of causal inference methods and machine learning in the research of endocrine disorders and their long-term health outcomes. However, studies on the effective and appropriate applications of these approaches in real-world data and clinical settings are still limited. This review will illustrate the use of causal inference and machine learning in epidemiological research within the field of endocrinology and metabolism. It will examine each concept of causal inference and machine learning through application examples of endocrine disorders. Subsequently, the paper will discuss the integration of machine learning within the causal inference framework, including (i) the estimation of treatment effects or the causal relationship between exposure and outcomes, and (ii) the evaluation of heterogeneity in such treatment effects (or exposure-outcome causal relationship) based on individuals' characteristics. Accurately assessing causal relationships and their heterogeneity across different individuals is crucial not only for determining effective interventions, but also for the appropriate allocation of medical resources and reducing healthcare disparities. By illustrating some application examples in endocrinology, this review aims to enhance readers' understanding and application of causal inference and machine learning in future epidemiological studies focusing on endocrine disorders.
{"title":"Causal inference and machine learning in endocrine epidemiology.","authors":"Kosuke Inoue","doi":"10.1507/endocrj.EJ24-0193","DOIUrl":"10.1507/endocrj.EJ24-0193","url":null,"abstract":"<p><p>With the rapid development of computer science, there is an increasing demand for the use of causal inference methods and machine learning in the research of endocrine disorders and their long-term health outcomes. However, studies on the effective and appropriate applications of these approaches in real-world data and clinical settings are still limited. This review will illustrate the use of causal inference and machine learning in epidemiological research within the field of endocrinology and metabolism. It will examine each concept of causal inference and machine learning through application examples of endocrine disorders. Subsequently, the paper will discuss the integration of machine learning within the causal inference framework, including (i) the estimation of treatment effects or the causal relationship between exposure and outcomes, and (ii) the evaluation of heterogeneity in such treatment effects (or exposure-outcome causal relationship) based on individuals' characteristics. Accurately assessing causal relationships and their heterogeneity across different individuals is crucial not only for determining effective interventions, but also for the appropriate allocation of medical resources and reducing healthcare disparities. By illustrating some application examples in endocrinology, this review aims to enhance readers' understanding and application of causal inference and machine learning in future epidemiological studies focusing on endocrine disorders.</p>","PeriodicalId":11631,"journal":{"name":"Endocrine journal","volume":" ","pages":"945-953"},"PeriodicalIF":1.3,"publicationDate":"2024-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11778366/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141554421","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2024-09-14DOI: 10.1507/endocrj.ej24-0256
Chenxi Yang, Yi Chen, Guangfeng Tang, Tongtong Shen, Li Li
The incidences of metabolic syndrome (MetS), denoting insulin resistance-associated various metabolic disorders, are increasing. This study aimed to identify new biomarkers for predicting MetS and provide a novel diagnostic approach. Herein, the expression profiles of c-Jun (JUN) and FBJ murine osteosarcoma viral oncogene homolog B (FOSB) in individuals with obesity and patients with MetS from the Gene Expression Omnibus database. Quantitative reverse transcription polymerase chain reaction (RT-qPCR) was used to evaluate the messenger RNA levels of JUN and FOSB in the peripheral blood of healthy volunteers (lean and obese) and patients with MetS (lean and obese), along with that in the adipose tissue and peripheral blood of obese mouse model. Furthermore, receiver operating characteristic (ROC) curve and logistic regression analyses were performed to determine the diagnostic value of JUN and FOSB in MetS. The expression profiles and RT-qPCR results showed that JUN and FOSB were highly expressed in individuals with obesity, obese mouse models, and patients with MetS. The ROC analysis results showed an area under the curve values of 0.872 and 0.879 for JUN, 0.802 and 0.962 for FOSB, and 0.946 and 0.979 for JUN–FOSB in the lean group and the group with obesity, respectively, in predicting MetS. Logistic regression analysis showed that the p-values of both JUN and FOSB as MetS-affecting factors were <0.05. Altogether, the findings of this study indicate that both JUN and FOSB, abnormally expressed in individuals with obesity, are good biomarkers of MetS.