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Elin Kahlert Clinic of Gastroenterology and Endocrinology, University Medical Center Goettingen, Goettingen, Germany

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Martina Blaschke Clinic of Gastroenterology and Endocrinology, University Medical Center Goettingen, Goettingen, Germany
Endokrinologikum Goettingen, Goettingen, Germany

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Knut Brockmann Interdisciplinary Pediatric Center for Children with Developmental Disabilities and Severe Chronic Disorders, University Medical Center Goettingen, Goettingen, Germany

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Clemens Freiberg Interdisciplinary Pediatric Center for Children with Developmental Disabilities and Severe Chronic Disorders, University Medical Center Goettingen, Goettingen, Germany

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Onno E Janssen Endokrinologikum Hamburg, Hamburg, Germany

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Nikolaus Stahnke Endokrinologikum Hamburg, Hamburg, Germany

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Domenika Strik Endokrinologikum Berlin, Berlin, Germany

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Martin Merkel Endokrinologikum Hannover, Hannover, Germany

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Alexander Mann Endokrinologikum Frankfurt, Frankfurt/Main, Germany

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Klaus-Peter Liesenkötter Endokrinologikum Berlin, Berlin, Germany

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Heide Siggelkow Clinic of Gastroenterology and Endocrinology, University Medical Center Goettingen, Goettingen, Germany
Endokrinologikum Goettingen, Goettingen, Germany

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Objective

Turner syndrome (TS) is characterized by the complete or partial loss of the second sex chromosome and associated with a wide range of clinical manifestations. We aimed to assess the medical care of adult patients with TS in Germany.

Design

Retrospective multicenter observational study.

Methods

Data were collected from medical records of 258 women with TS treated between 2001 and 2017 in five non-university endocrinologic centers in Germany.

Results

Mean age was 29.8 ± 11.6 years, mean height 152 ± 7.7 cm, and mean BMI 26.6 ± 6.3 kg/m2. The karyotype was known in 50% of patients. Information on cholesterol state, liver enzymes, and thyroid status was available in 81–98% of women with TS; autoimmune thyroiditis was diagnosed in 37%. Echocardiography was performed in 42% and cardiac MRI in 8.5%, resulting in a diagnosis of cardiovascular disorder in 28%. Data on growth hormone therapy were available for 40 patients (15%) and data concerning menarche in 157 patients (61%).

Conclusion

In 258 women with TS, retrospective analysis of healthcare data indicated that medical management was focused on endocrine manifestations. Further significant clinical features including cardiovascular disease, renal malformation, liver involvement, autoimmune diseases, hearing loss, and osteoporosis were only marginally if at all considered. Based on this evaluation and in accordance with recent guidelines, we compiled a documentation form facilitating the transition from pediatric to adult care and further medical management of TS patients. The foundation of Turner Centers in March 2019 will improve the treatment of TS women in Germany.

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Qianqian Pang Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
Musculoskeletal Research Laboratory and Bone Quality and Health Assessment Centre, Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong SAR, Hong Kong

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Yuping Xu Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China
Department of Endocrinology, The First Affiliated Hospital of Shanxi Medical University, Taiyuan, Shanxi, China

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Xuan Qi Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Yan Jiang Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Ou Wang Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Mei Li Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Xiaoping Xing Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Ling Qin Musculoskeletal Research Laboratory and Bone Quality and Health Assessment Centre, Department of Orthopedics & Traumatology, The Chinese University of Hong Kong, Hong Kong SAR, Hong Kong

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Weibo Xia Department of Endocrinology, Key Laboratory of Endocrinology, Ministry of Health, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences, Beijing, China

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Background

Primary hypertrophic osteoarthropathy (PHO) is a rare genetic multi-organic disease characterized by digital clubbing, periostosis and pachydermia. Two genes, HPGD and SLCO2A1, which encodes 15-hydroxyprostaglandin dehydrogenase (15-PGDH) and prostaglandin transporter (PGT), respectively, have been reported to be related to PHO. Deficiency of aforementioned two genes leads to failure of prostaglandin E2 (PGE2) degradation and thereby elevated levels of PGE2. PGE2 plays an important role in tumorigenesis. Studies revealed a tumor suppressor activity of 15-PGDH in tumors, such as lung, bladder and breast cancers. However, to date, no HPGD-mutated PHO patients presenting concomitant tumor has been documented. In the present study, we reported the first case of HPGD-mutated PHO patient with soft tissue giant tumors at lower legs and evaluated the efficacy of selective COX-2 inhibitor (etoricoxib) treatment in the patient.

Methods

In this study, we summarized the clinical data, collected the serum and urine samples for biochemical test and analyzed the HPGD gene in our patient.

Results

A common HPGD mutation c.310_311delCT was identified in the patient. In addition to typical clinical features (digital clubbing, periostosis and pachydermia), the patient demonstrated a new clinical manifestation, a giant soft tissue tumor on the left lower leg which has not been reported in HPGD-mutated PHO patient before. After 6-month treatment with etoricoxib, the patient showed decreased PGE2 levels and improved PHO-related symptoms. Though the soft tissue tumor persisted, it seemed to be controlled under the etoricoxib treatment.

Conclusion

This finding expanded the clinical spectrum of PHO and provided unique insights into the HPGD-mutated PHO.

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Ulla Schmidt Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Birte Nygaard Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Ebbe Winther Jensen Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Jan Kvetny Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Anne Jarløv Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Jens Faber Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark
Endocrine Unit, Department of Medicine, Endocrine Unit, Faculty of Health Sciences, Department of Medicine O, Herlev University Hospital, Herlev Ringvej, DK-2730 Herlev, Denmark

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Background

A recent randomized controlled trial suggests that hypothyroid subjects may find levothyroxine (l-T4) and levotriiodothyronine combination therapy to be superior to l-T4 monotherapy in terms of quality of life, suggesting that the brain registered increased T3 availability during the combination therapy.

Hypothesis

Peripheral tissue might also be stimulated during T4/T3 combination therapy compared with T4 monotherapy.

Methods

Serum levels of sex hormone-binding globulin (SHBG), pro-collagen-1-N-terminal peptide (PINP), and N-terminal pro-brain natriuretic peptide (NT-proBNP) (representing hepatocyte, osteoblast, and cardiomyocyte stimulation respectively) were measured in 26 hypothyroid subjects in a double-blind, randomized, crossover trial, which compared the replacement therapy with T4/T3 in combination (50 μg T4 was substituted with 20 μg T3) to T4 alone (once daily regimens). This was performed to obtain unaltered serum TSH levels during the trial and between the two treatment groups. Blood sampling was performed 24 h after the last intake of thyroid hormone medication.

Results

TSH remained unaltered between the groups ((median) 0.83 vs 1.18 mU/l in T4/T3 combination and T4 monotherapy respectively; P=0.534). SHBG increased from (median) 75 nmol/l at baseline to 83 nmol/l in the T4/T3 group (P=0.015) but remained unaltered in the T4 group (67 nmol/l); thus, it was higher in the T4/T3 vs T4 group (P=0.041). PINP levels were higher in the T4/T3 therapy (48 vs 40 μg/l (P<0.001)). NT-proBNP did not differ between the groups.

Conclusions

T4/T3 combination therapy in hypothyroidism seems to have more metabolic effects than the T4 monotherapy.

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Lu Liu
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Chunyan Li
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Peng Yang
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Jian Zhu Department of Endocrinology, Department of Internal Medicine, Department of Paediatrics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Middle Road, Shanghai 200072, China

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Dongmei Gan Department of Endocrinology, Department of Internal Medicine, Department of Paediatrics, Shanghai Tenth People's Hospital, Tongji University School of Medicine, 301 Yanchang Middle Road, Shanghai 200072, China

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Le Bu
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Manna Zhang
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Chunjun Sheng
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Hong Li
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Shen Qu
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Alendronate (ALN) is a commonly used drug for the treatment of osteoporosis. Atypical femur fractures (AFFs) have been associated with long-term use of ALN and have recently become the subject of considerable attention as ALN use increases. This meta-analysis aimed to determine the relationship between ALN and AFF. The Embase, PubMed, and Cochrane library databases were searched for relevant studies published before November 6, 2014. Studies clearly reporting the relationship between ALN and AFF were selected for our analysis. From these results, the relationship between ALN and AFF was analyzed. Weighted mean differences were calculated using a random-effects model. Five studies were included in this meta-analysis. The results revealed that the use of ALN will not increase the risk of AFF in short term (P>0.05), but there will be a risk of AFF (P<0.05) with long-term (>5 years) use of ALN. These findings indicate that long-term use of ALN is a risk factor for AFF and that more attention should be paid to the clinical applications of ALN.

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Yaqian Mao Shengli Clinical Medical College of Fujian Medical University, Fujian, China
Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Lizhen Xu Shengli Clinical Medical College of Fujian Medical University, Fujian, China

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Ting Xue Shengli Clinical Medical College of Fujian Medical University, Fujian, China

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Jixing Liang Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Wei Lin Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Junping Wen Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Huibin Huang Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Liantao Li Department of Endocrinology, Fujian Provincial Hospital, Fujian, China

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Gang Chen Shengli Clinical Medical College of Fujian Medical University, Fujian, China
Department of Endocrinology, Fujian Provincial Hospital, Fujian, China
Fujian Provincial Key Laboratory of Medical Analysis, Fujian Academy of Medical, Fujian, China

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Objective

To establish a rapid, cost-effective, accurate, and acceptable osteoporosis (OP) screening model for the Chinese male population (age ≥ 40 years) based on data mining technology.

Materials and methods

This was a 3-year retrospective cohort study, which belonged to the sub-cohort of the Chinese Reaction Study. The research period was from March 2011 to December 2014. A total of 1834 subjects who did not have OP at the baseline and completed a 3-year follow-up were included in this study. All subjects underwent quantitative ultrasound examinations for calcaneus at the baseline and follow-ups that lasted for 3 years. We utilized the least absolute shrinkage and selection operator (LASSO) regression model to select feature variables. The characteristic variables selected in the LASSO regression were analyzed by multivariable logistic regression (MLR) to construct the predictive model. This predictive model was displayed through a nomogram. We used the receiver operating characteristic (ROC) curve, C-index, calibration curve, and clinical decision curve analysis (DCA) to evaluate model performance and the bootstrapping validation to internally validate the model.

Results

The predictive factors included in the prediction model were age, neck circumference, waist-to-height ratio, BMI, triglyceride, impaired fasting glucose, dyslipidemia, osteopenia, smoking history, and strenuous exercise. The area under the ROC (AUC) curve of the risk nomogram was 0.882 (95% CI, 0.858–0.907), exhibiting good predictive ability and performance. The C-index for the risk nomogram was 0.882 in the prediction model, which presented good refinement. In addition, the nomogram calibration curve indicated that the prediction model was consistent. The DCA showed that when the threshold probability was between 1 and 100%, the nomogram had a good clinical application value. More importantly, the internally verified C-index of the nomogram was still very high, at 0.870.

Conclusions

This novel nomogram can effectively predict the 3-year incidence risk of OP in the male population. It also helps clinicians to identify groups at high risk of OP early and formulate personalized intervention measures.

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Lijuan Fu Department of Laboratory, Changyi People’s Hospital of Shandong Province, Changyi, Shandong, China

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Jinhuan Ma Department of Laboratory, Changyi Maternal and Child Health Hospital of Shandong Province, Changyi, Shandong, China

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Sumei Yan Department of Obstetrics, Changyi Maternal and Child Health Hospital of Shandong Province, Changyi, Shandong, China

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Qijun Si Department of Laboratory, Zhuji Affiliated Hospital of Shaoxing University, Zhuji, Zhejiang, China

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Background:

Whether polymorphisms in VDR gene affect the risk of postmenopausal osteoporosis or not remain unclear. Thus, the authors performed a meta-analysis to more robustly assess associations between polymorphisms in VDR gene and the risk of postmenopausal osteoporosis by integrating the results of previous literature.

Methods:

Medline, Embase, Wanfang, VIP and CNKI were searched comprehensively for eligible literature, and 67 genetic association studies were finally selected to be included in this meta-analysis.

Results:

We found that ApaI rs7975232 (dominant comparison: OR = 0.77, P = 0.007; allele comparison: OR = 0.81, P = 0.04), BsmI rs1544410 (dominant comparison: OR = 0.69, P = 0.002; allele comparison: OR = 0.78, P = 0.008) and TaqI rs731236 (recessive comparison: OR = 1.32 , P = 0.01) polymorphisms were significantly associated with the risk of postmenopausal osteoporosis in Caucasians, whereas FokI rs10735810 polymorphism was significantly associated with the risk of postmenopausal osteoporosis in Asians (dominant comparison: OR = 0.61, P = 0.0001; recessive comparison: OR = 2.02, P = 0.001; allele comparison: OR = 0.68, P = 0.002).

Conclusions:

This meta-analysis shows that ApaI rs7975232, BsmI rs1544410 and TaqI rs731236 polymorphisms may affect the risk of postmenopausal osteoporosis in Caucasians, while BsmI rs1544410 polymorphism may affect the risk of postmenopausal osteoporosis in Asians.

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Natacha Driessens Université libre de Bruxelles (ULB), Hôpital Universitaire de Bruxelles (HUB), CUB Hôpital Erasme, Department of Endocrinology, Route de Lennik, Brussels, Belgium

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Madhu Prasai Université libre de Bruxelles (ULB), Hôpital Universitaire de Bruxelles (HUB), CUB Hôpital Erasme, Department of Endocrinology, Route de Lennik, Brussels, Belgium

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Orsalia Alexopoulou Department of Endocrinology, Cliniques Universitaires Saint Luc, Brussels, Belgium

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Christophe De Block Department of Endocrinology-Diabetology-Metabolism, Universitair Ziekenhuis Antwerpen & University of Antwerp, Drie Eikenstraat, Edegem, Belgium

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Eva Van Caenegem Department of Endocrinology, Academisch Ziekenhuis Sint-Jan Brugge – Oostende AV, Ruddershove, Brugge, Belgium

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Guy T’Sjoen Department of Endocrinology, Ghent Universitary Hospital, C. Heymanslaan, Gent, Belgium

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Frank Nobels Department of Endocrinology, Onze-Lieve Vrouw Ziekenhuis, Moorselbaan, Aalst, Belgium

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Christophe Ghys Department of Endocrinology, Universitair Ziekenhuis Brussel, Laarbeeklaan, Brussels, Belgium

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Laurent Vroonen Department of Endocrinology, Cliniques Universitaires de Liège, Avenue de l’hôpital, Liège, Belgium

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Corinne Jonas Department of Endocrinology, CHU UCL Namur - Godinne, Avenue Docteur Gaston Thérasse, Yvoir, Belgium

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Bernard Corvilain Université libre de Bruxelles (ULB), Hôpital Universitaire de Bruxelles (HUB), CUB Hôpital Erasme, Department of Endocrinology, Route de Lennik, Brussels, Belgium

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Dominique Maiter Department of Endocrinology, Cliniques Universitaires Saint Luc, Brussels, Belgium

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Objective

Primary adrenal insufficiency (PAI) is a rare disease with an increasing prevalence, which may be complicated by life-threatening adrenal crisis (AC). Good quality epidemiological data remain scarce. We performed a Belgian survey to describe the aetiology, clinical characteristics, treatment regimens, comorbidities and frequency of AC in PAI.

Methods

A nationwide multicentre study involving 10 major university hospitals in Belgium collected data from adult patients with known PAI.

Results

Two hundred patients were included in this survey. The median age at diagnosis was 38 years (IQR 25–48) with a higher female prevalence (F/M sex ratio = 1.53). The median disease duration was 13 years (IQR 7–25). Autoimmune disease was the most common aetiology (62.5%) followed by bilateral adrenalectomy (23.5%) and genetic variations (8.5%). The majority (96%) of patients were treated with hydrocortisone at a mean daily dose of 24.5 ± 7.0 mg, whereas 87.5% of patients also received fludrocortisone. About one-third of patients experienced one or more AC over the follow-up period, giving an incidence of 3.2 crises per 100 patient-years. There was no association between the incidence of AC and the maintenance dose of hydrocortisone. As high as 27.5% of patients were hypertensive, 17.5% had diabetes and 17.5% had a diagnosis of osteoporosis.

Conclusion

This study provides the first information on the management of PAI in large clinical centres in Belgium, showing an increased frequency of postsurgical PAI, a nearly normal prevalence of several comorbidities and an overall good quality of care with a low incidence of adrenal crises, compared with data from other registries.

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Matteo Scopel Medical Clinic III, Department of Medicine (DIMED), University Hospital of Padua, Padua, Italy

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Eugenio De Carlo Medical Clinic III, Department of Medicine (DIMED), University Hospital of Padua, Padua, Italy

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Francesca Bergamo Unit of Medical Oncology 1, Veneto Institute of Oncology IOV-IRCCS, Padua, Italy

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Sabina Murgioni Unit of Medical Oncology 1, Veneto Institute of Oncology IOV-IRCCS, Padua, Italy

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Riccardo Carandina Radiodiagnostic Unit, University Hospital of Padua, Padua, Italy

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Anna Rita Cervino Radiotherapy and Nuclear Medicine Unit, Istituto Oncologico Veneto IOV-IRCCS, Padua, Italy

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Marta Burei Radiotherapy and Nuclear Medicine Unit, Istituto Oncologico Veneto IOV-IRCCS, Padua, Italy

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Federica Vianello Radiotherapy and Nuclear Medicine Unit, Istituto Oncologico Veneto IOV-IRCCS, Padua, Italy

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Vittorina Zagonel Unit of Medical Oncology 1, Veneto Institute of Oncology IOV-IRCCS, Padua, Italy

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Matteo Fassan Surgical Pathology Unit, Department of Medicine (DIMED), University of Padua, Padua, Italy

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Roberto Vettor Medical Clinic III, Department of Medicine (DIMED), University Hospital of Padua, Padua, Italy

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We considered 351 patients affected by neuroendocrine tumors (NETs), followed at the University Hospital of Padua and at the Veneto Oncological Institute. Of these, 72 (20.5%) suffered from bone metastases. The sample was divided according to the timing of presentation of bone metastases into synchronous (within 6 months of diagnosis of primary tumor) and metachronous (after 6 months). We collected data on the type and grading of the primary tumor and on the features of bone metastases. Our analysis shows that the group of synchronous metastases generally presents primary tumors with a higher degree of malignancy rather than the ones of the metachronous group. This is supported by the finding of a Ki-67 level in GEP-NETs, at the diagnosis of bone metastases, significantly higher in the synchronous group. Moreover, in low-grade NETs, chromogranin A values are higher in the patients with synchronous metastases, indicating a more burden of disease. The parameters of phospho-calcium metabolism are within the normal range, and we do not find significant differences between the groups. Serious bone complications are not frequent and are not correlated with the site of origin of the primary tumor. From the analysis of the survival curves of the total sample, a cumulative survival rate of 33% at 10 years emerges. The average survival is 80 months, higher than what is reported in the literature, while the median is 84 months. In our observation period, synchronous patients tend to have a worse prognosis than metachronous ones with 52-months survival rates of 58 and 86%.

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Maria Mizamtsidi Department of Endocrinology, Diabetes and Metabolism, Hellenic Red Cross Hospital, Athens, Greece

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Constantinos Nastos Second Department of Surgery, Endocrine Surgery Unit, Aretaieion University Hospital, National and Kapodistrian University of Athens, Athens, Greece

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George Mastorakos Unit of Endocrinology, Diabetes and Metabolism, Aretaieion University Hospital, National and Kapodistrian University of Athens, Athens, Greece

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Roberto Dina Department of Pathology, Hammersmith Hospital, Imperial College Healthcare NHS Trust, London, UK

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Ioannis Vassiliou Second Department of Surgery, Endocrine Surgery Unit, Aretaieion University Hospital, National and Kapodistrian University of Athens, Athens, Greece

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Maria Gazouli Department of Basic Medical Sciences, Laboratory of Biology, School of Medicine, National and Kapodistrian University of Athens, Athens, Greece

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Fausto Palazzo Department of Thyroid and Endocrine Surgery, Imperial College London, London, UK

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Primary hyperparathyroidism (pHPT) is a common endocrinopathy resulting from inappropriately high PTH secretion. It usually results from the presence of a single gland adenoma, multiple gland hyperplasia or rarely parathyroid carcinoma. All these conditions require different management, and it is important to be able to differentiate the underlined pathology, in order for the clinicians to provide the best therapeutic approach. Elucidation of the genetic background of each of these clinical entities would be of great interest. However, the molecular factors that control parathyroid tumorigenesis are poorly understood. There are data implicating the existence of specific genetic pathways involved in the emergence of parathyroid tumorigenesis. The main focus of the present study is to present the current optimal diagnostic and management protocols for pHPT as well as to review the literature regarding all molecular and genetic pathways that are to be involved in the pathophysiology of sporadic pHPT.

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Lu Yang Department of Nuclear Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China

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Xingguo Jing Department of Nuclear Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China

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Hua Pang Department of Nuclear Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China

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Lili Guan Department of Nuclear Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China

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Mengdan Li Department of Nuclear Medicine, the First Affiliated Hospital of Chongqing Medical University, Chongqing, China

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In this review, we discuss the definition, prevalence, and etiology of sporadic multiglandular disease (MGD), with an emphasis on its preoperative and intraoperative predictors. Primary hyperparathyroidism (PHPT) is the third-most common endocrine disorder, and multiglandular parathyroid disease (MGD) is a cause of PHPT. Hereditary MGD can be definitively diagnosed with detailed family history and genetic testing, whereas sporadic MGD presents a greater challenge in clinical practice, and parathyroidectomy for MGD is associated with a higher risk of surgical failure than single gland disease (SGD). Therefore, it is crucial to be able to predict the presence of sporadic MGD in a timely manner, either preoperatively or intraoperatively. Various predictive methods cannot accurately identify all cases of sporadic MGD, but they can greatly optimize the management of MGD diagnosis and treatment and optimize the cure rate. Future research will urge us to investigate more integrative predictive models as well as increase our understanding of MGD pathogenesis.

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