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Kong L, Lu Y, Han D, Liu T, Bai Y. Sex-specific differences in the clinical profile among psychiatric patients with pulmonary Embolism: a hospital-based retrospective study. BMC Pulm Med 2024; 24:304. [PMID: 38937698 PMCID: PMC11212198 DOI: 10.1186/s12890-024-03122-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 06/21/2024] [Indexed: 06/29/2024] Open
Abstract
BACKGROUND Pulmonary embolism (PE) is a severe and life-threatening complication of venous thromboembolism. However, there is a lack of systematic studies on differences between female and male PE patients. This paper aimed to compare the sex-specific differences in clinical characteristics and laboratory indicators in psychotic patients with PE. METHODS This retrospective study enrolled psychiatric patients with PE from June 2018 to June 2022 at Shenzhen Kangning Hospital (Shenzhen Mental Health Center). Demographic characteristics, factors associated with PE, and laboratory indices were collected to assess sex-specific differences. RESULTS Of the 168 patients, 87 (51.8%) were female and 81 (48.2%) were male, with a mean age of 58 years for females and 46 years for male patients. The male group had higher ratio of hyperprolactinemia, more patients using antipsychotic medications, higher D-dimer levels at PE onset, greater D-dimer difference, and a higher rate of D-dimer elevation than the female group (p < 0.05). Female patients were significantly older, exhibited a higher prevalence of diabetes, and had a greater number of patients taking antidepressants and hypnotics/sedatives than male patients (p < 0.05). Schizophrenia spectrum disorders were more prevalent in male patients, while female patients had a higher incidence of mood disorders (p < 0.05). Among patients aged < 45 years, the male group had higher D-dimer levels at PE onset and greater D-dimer difference (p < 0.05). Among all 112 patients aged ≥ 45 years, male patients were more likely than female patients to have respiratory tract infections, higher D-dimer levels at PE onset, greater D-dimer difference, and a higher rate of D-dimer elevation (p < 0.05). The multiple linear regression analysis indicated that hyperprolactinemia and the use of first-generation antipsychotics (FGAs) were associated with D-dimer levels at PE onset in male patients, while the time of PE onset and protective restraints were associated with D-dimer levels at PE onset in female patients (p < 0.05). CONCLUSION PE-associated clinical features differ between male and female patients. These differences may imply that the processes and mechanisms of PE onset are sex specific. Male patients are more likely to have respiratory tract infections and higher D-dimer levels at PE onset than female patients. The use of FGAs may be associated with increased D-dimer in male psychiatric patients, while protective restraints may be associated with increased D-dimer in female psychiatric patients.
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Affiliation(s)
- Lanlan Kong
- Bipolar Disorder Department, Shenzhen Mental Health Center, Shenzhen Kangning Hospital, No. 77 Zhenbi Road, Pingshan District, Shenzhen 518118, Guangdong, People's Republic of China
| | - Yueying Lu
- Clinical Psychology Department, the First Hospital of Hebei Medical University, Shijiazhuang, Hebei, 050031, China
| | - Dongsheng Han
- Second General Psychiatric Ward, Shanghai Jing'an District Mental Health Center, Shanghai, Shanghai, 200436, China
| | - Ting Liu
- Bipolar Disorder Department, Shenzhen Mental Health Center, Shenzhen Kangning Hospital, No. 77 Zhenbi Road, Pingshan District, Shenzhen 518118, Guangdong, People's Republic of China
| | - Yuanhan Bai
- Bipolar Disorder Department, Shenzhen Mental Health Center, Shenzhen Kangning Hospital, No. 77 Zhenbi Road, Pingshan District, Shenzhen 518118, Guangdong, People's Republic of China.
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Richardson GM, Mitchell E, Stratton K, Kair LR, Marshall LM. History of Breastfeeding and Stroke Prevalence Among Parous Females: Findings from the National Health and Nutrition Examination Survey, 1999-2012. Breastfeed Med 2022; 17:768-775. [PMID: 35960501 PMCID: PMC9527046 DOI: 10.1089/bfm.2022.0107] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Introduction: Given the known relationships between breastfeeding and hypertension, and between hypertension and stroke, we examined the association between breastfeeding a child and stroke later in life. We hypothesized a history of breastfeeding is associated with lower prevalence of stroke. Methods: Our study population included parous females 20 years and older. Potential confounders included family income-to-poverty ratio, education, smoking status, parity, and age at first live birth. Potential effect measure modifiers included race/ethnicity and age at survey. Multivariable logistic regression models were used to estimate crude and adjusted prevalence odds ratios (ORs) and 95% confidence intervals (CIs) for the association between breastfeeding and stroke. Results: The odds of stroke among those who ever breastfed were lower than those who never breastfed (OR = 0.68, 95% CI: 0.55-0.86; p < 0.01). Adjusting for education decreased the strength of the association (OR = 0.80, 95% CI: 0.63-1.01; p = 0.06). In analyses stratified by age, the inverse association between breastfeeding status was significant among those ages 20-64 years (OR = 0.69, 95% CI: 0.47-1.00) but not among those 65 years and older (OR = 0.99, 95% CI: 0.73-1.34). Conclusions: Ever breastfeeding a child was associated with lower prevalence of stroke in a nationally representative U.S. sample of parous females 20 years and older. Results were strongest among those <65 years old.
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Affiliation(s)
- Gina M. Richardson
- School of Medicine, OHSU, Portland, Oregon, USA
- Department of Epidemiology, OHSU-PSU School of Public Health, Portland, Oregon, USA
| | - Emily Mitchell
- School of Medicine, OHSU, Portland, Oregon, USA
- Department of Epidemiology, OHSU-PSU School of Public Health, Portland, Oregon, USA
| | - Kalera Stratton
- Department of Epidemiology, OHSU-PSU School of Public Health, Portland, Oregon, USA
| | - Laura R. Kair
- Department of Pediatrics, UC Davis, Sacramento, California, USA
| | - Lynn M. Marshall
- Department of Epidemiology, OHSU-PSU School of Public Health, Portland, Oregon, USA
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Zhu X, Hu J, Xiao T, Huang S, Shang D, Wen Y. Integrating machine learning with electronic health record data to facilitate detection of prolactin level and pharmacovigilance signals in olanzapine-treated patients. Front Endocrinol (Lausanne) 2022; 13:1011492. [PMID: 36313772 PMCID: PMC9606398 DOI: 10.3389/fendo.2022.1011492] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/04/2022] [Accepted: 09/27/2022] [Indexed: 11/22/2022] Open
Abstract
BACKGROUND AND AIM Available evidence suggests elevated serum prolactin (PRL) levels in olanzapine (OLZ)-treated patients with schizophrenia. However, machine learning (ML)-based comprehensive evaluations of the influence of pathophysiological and pharmacological factors on PRL levels in OLZ-treated patients are rare. We aimed to forecast the PRL level in OLZ-treated patients and mine pharmacovigilance information on PRL-related adverse events by integrating ML and electronic health record (EHR) data. METHODS Data were extracted from an EHR system to construct an ML dataset in 672×384 matrix format after preprocessing, which was subsequently randomly divided into a derivation cohort for model development and a validation cohort for model validation (8:2). The eXtreme gradient boosting (XGBoost) algorithm was used to build the ML models, the importance of the features and predictive behaviors of which were illustrated by SHapley Additive exPlanations (SHAP)-based analyses. The sequential forward feature selection approach was used to generate the optimal feature subset. The co-administered drugs that might have influenced PRL levels during OLZ treatment as identified by SHAP analyses were then compared with evidence from disproportionality analyses by using OpenVigil FDA. RESULTS The 15 features that made the greatest contributions, as ranked by the mean (|SHAP value|), were identified as the optimal feature subset. The features were gender_male, co-administration of risperidone, age, co-administration of aripiprazole, concentration of aripiprazole, concentration of OLZ, progesterone, co-administration of sulpiride, creatine kinase, serum sodium, serum phosphorus, testosterone, platelet distribution width, α-L-fucosidase, and lipoprotein (a). The XGBoost model after feature selection delivered good performance on the validation cohort with a mean absolute error of 0.046, mean squared error of 0.0036, root-mean-squared error of 0.060, and mean relative error of 11%. Risperidone and aripiprazole exhibited the strongest associations with hyperprolactinemia and decreased blood PRL according to the disproportionality analyses, and both were identified as co-administered drugs that influenced PRL levels during OLZ treatment by SHAP analyses. CONCLUSIONS Multiple pathophysiological and pharmacological confounders influence PRL levels associated with effective treatment and PRL-related side-effects in OLZ-treated patients. Our study highlights the feasibility of integration of ML and EHR data to facilitate the detection of PRL levels and pharmacovigilance signals in OLZ-treated patients.
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Affiliation(s)
- Xiuqing Zhu
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Jinqing Hu
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Tao Xiao
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Department of Clinical Research, Guangdong Second Provincial General Hospital, Guangzhou, China
| | - Shanqing Huang
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
| | - Dewei Shang
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
- *Correspondence: Dewei Shang, ; Yuguan Wen,
| | - Yuguan Wen
- Department of Pharmacy, The Affiliated Brain Hospital of Guangzhou Medical University, Guangzhou, China
- Guangdong Engineering Technology Research Center for Translational Medicine of Mental Disorders, Guangzhou, China
- *Correspondence: Dewei Shang, ; Yuguan Wen,
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Baaten CC, Sternkopf M, Henning T, Marx N, Jankowski J, Noels H. Platelet Function in CKD: A Systematic Review and Meta-Analysis. J Am Soc Nephrol 2021; 32:1583-1598. [PMID: 33941607 PMCID: PMC8425648 DOI: 10.1681/asn.2020101440] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/12/2020] [Accepted: 02/20/2021] [Indexed: 02/04/2023] Open
Abstract
BACKGROUND Patients with CKD are at high risk for thrombotic and hemorrhagic complications. Abnormalities in platelet function are central to these complications, but reports on platelet function in relation to CKD are conflicting, and vary from decreased platelet reactivity to normal or increased platelet responsiveness. The direct effects of uremic toxins on platelet function have been described, with variable findings. METHODS To help clarify how CKD affects platelet function, we conducted a systematic review and meta-analysis of platelet activity in CKD, with a focus on nondialysis-induced effects. We also performed an extensive literature search for the effects of individual uremic toxins on platelet function. RESULTS We included 73 studies in the systematic review to assess CKD's overall effect on platelet function in patients; 11 of them described CKD's effect on ex vivo platelet aggregation and were included in the meta-analysis. Although findings on platelet abnormalities in CKD are inconsistent, bleeding time was mostly prolonged and platelet adhesion mainly reduced. Also, the meta-analysis revealed maximal platelet aggregation was significantly reduced in patients with CKD upon collagen stimulation. We also found that relatively few uremic toxins have been examined for direct effects on platelets ex vivo; ex vivo analyses had varying methods and results, revealing both platelet-stimulatory and inhibitory effects. However, eight of the 12 uremic toxins tested in animal models mostly induced prothrombotic effects. CONCLUSIONS Overall, most studies report impaired function of platelets from patients with CKD. Still, a substantial number of studies find platelet function to be unchanged or even enhanced. Further investigation of platelet reactivity in CKD, especially during different CKD stages, is warranted.
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Affiliation(s)
- Constance C.F.M.J. Baaten
- Institute for Molecular Cardiovascular Research, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany,Department of Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands
| | - Marieke Sternkopf
- Institute for Molecular Cardiovascular Research, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany
| | - Tobias Henning
- Institute for Molecular Cardiovascular Research, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany
| | - Nikolaus Marx
- Department of Internal Medicine I, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany
| | - Joachim Jankowski
- Institute for Molecular Cardiovascular Research, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany,Department of Pathology, Cardiovascular Research Institute Maastricht, Maastricht University Medical Centre, Maastricht, The Netherlands
| | - Heidi Noels
- Institute for Molecular Cardiovascular Research, University Hospital Aachen, Rheinisch-Westfälische Technische Hochschule Aachen University, Aachen, Germany,Department of Biochemistry, Cardiovascular Research Institute Maastricht, Maastricht University, Maastricht, The Netherlands
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Abstract
PURPOSE Treatment goals in prolactinomas are to correct hypogonadism, restore fertility and control tumor mass in case of macroadenomas. According to current guidelines, medical treatment of asymptomatic postmenopausal women is not indicated. The purpose of this study was to review the current literature pertaining to biological behavior of prolactinomas during menopause, likelihood of successful dopamine agonist withdrawal during this period and possible prolactin-mediated increased morbidity that could modify current management. METHODS A comprehensive literature search including papers published until July 2019 was conducted using PubMed and Medline databases. RESULTS Women with prolactinomas entering menopause have a higher chance of prolactin normalization of treatment compared with women in their reproductive years. Although most prolactin secreting adenomas diagnosed during menopause are large, they respond well to dopamine agonist treatment. Data directly linking hyperprolactinemia with an increased risk of cancer and cardiovascular and metabolic morbidity are inconsistent. There is no data indicating that correction of hyperprolactinemia improves clinical outcomes in asymptomatic patients bearing microadenomas. CONCLUSION There is no evidence that justifies changing current recommendations to withhold medical treatment of microprolactinomas in asymptomatic post-menopausal women. Macroprolactinoma patients should be treated according to standard clinical practice.
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Affiliation(s)
- Yona Greenman
- Institute of Endocrinology, Metabolism, Diabetes and Hypertension, Tel Aviv-Sourasky Medical Center, 6 Weizmann Street, 64239, Tel Aviv, Israel.
- Tel Aviv University, Tel Aviv, Israel.
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Kyriakakis N, Lynch J, Ajjan R, Murray RD. The effects of pituitary and thyroid disorders on haemostasis: potential clinical implications. Clin Endocrinol (Oxf) 2016; 84:473-84. [PMID: 25753252 DOI: 10.1111/cen.12767] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/11/2014] [Revised: 12/09/2014] [Accepted: 03/03/2015] [Indexed: 12/22/2022]
Abstract
Disturbances of coagulation and fibrinolysis are usually multifactorial and growing evidence suggests that endocrinopathies modulate the haemostatic balance. The thrombotic alterations in endocrine disorders range from mild laboratory clotting abnormalities with little clinical significance to serious thrombotic and bleeding disorders directly related to hormonal disturbances. This literature review focuses on presenting the current data on the effects of thyroid and pituitary disorders on various parameters of the haemostatic system. With the exception of overt hypothyroidism which appears to cause a bleeding tendency, the rest of the endocrinopathies discussed in this review (subclinical hypothyroidism, hyperthyroidism, endogenous hypercortisolaemia, growth hormone deficiency, acromegaly, prolactinoma/hyperprolactinaemia and hypogonadotrophic hypogonadism) are associated with a hypercoagulable and hypofibrinolytic state, increasing the overall cardiovascular risk and thromboembolic potential in these patients. In most studies, the haemostatic abnormalities seen in endocrine disorders are usually reversible with successful treatment of the underlying condition and biochemical disease remission. High-quality studies on larger patient cohorts are needed to produce robust evidence on the effects of endocrine disorders and their therapeutic interventions on coagulation and fibrinolysis, as well as on the long-term mortality and morbidity outcomes in association with endocrine-related haemostatic imbalance. Given the rarity of some of the endocrine disorders, multicentre studies are required to achieve this target.
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Affiliation(s)
- Nikolaos Kyriakakis
- Department of Endocrinology, Leeds Centre for Diabetes & Endocrinology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Julie Lynch
- Department of Endocrinology, Leeds Centre for Diabetes & Endocrinology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
| | - Ramzi Ajjan
- Department of Endocrinology, Leeds Centre for Diabetes & Endocrinology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
- Division of Cardiovascular and Diabetes Research, Leeds Institute of Cardiovascular and Metabolic Medicine (LICAMM), University of Leeds, Leeds, UK
| | - Robert D Murray
- Department of Endocrinology, Leeds Centre for Diabetes & Endocrinology, Leeds Teaching Hospitals NHS Trust, Leeds, UK
- Division of Cardiovascular and Diabetes Research, Leeds Institute of Cardiovascular and Metabolic Medicine (LICAMM), University of Leeds, Leeds, UK
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Tam AA, Kaya C, Başer H, Ersoy R, Çakır B. Mean platelet volume in patients with prolactinoma. ARCHIVES OF ENDOCRINOLOGY AND METABOLISM 2016; 60:319-22. [PMID: 26886093 PMCID: PMC10118719 DOI: 10.1590/2359-3997000000054] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/09/2015] [Accepted: 04/22/2015] [Indexed: 11/21/2022]
Abstract
OBJECTIVE Prolactin is a multifunctional pituitary hormone. The effect of prolactin on platelet activation is not well understood. Prolactinomas are the most common type of pituitary adenomas, and they are medically responsive to dopamine agonists. Mean platelet volume (MPV) is a marker of platelet function and activation. The aim of this study was to evaluate MPV values before and 6 months of cabergoline treatment when normoprolactinemia was achieved. SUBJECTS AND METHODS A total of 101 newly diagnosed prolactinoma patients and 102 healthy control subjects were included in the study. Patients with hematological disorders that affect MPV and those on medications were excluded. Prolactin, platelet count and MPV levels were recorded before and 6 months after the initiation of cabergoline treatment (0.5 to 1 mg, two times a week). RESULTS There was no significant difference in platelet count and MPV before and after 6 months of treatment with cabergoline in patients with prolactinoma compared with the control group (p > 0.05). CONCLUSION Our results showed that MPV, a marker of platelet function, was unchanged in patients with prolactinoma.
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Affiliation(s)
- Abbas Ali Tam
- Ataturk Training and Research Hospital, Department of Endocrinology and Metabolism, Ankara, Turkey
| | - Cafer Kaya
- Ataturk Training and Research Hospital, Department of Endocrinology and Metabolism, Ankara, Turkey
| | - Hüsniye Başer
- Ataturk Training and Research Hospital, Department of Endocrinology and Metabolism, Ankara, Turkey
| | - Reyhan Ersoy
- Yıldırım Beyazıt University, Department of Endocrinology and Metabolism, Ankara, Turkey
| | - Bekir Çakır
- Yıldırım Beyazıt University, Department of Endocrinology and Metabolism, Ankara, Turkey
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Yilmaz Ö, Calan M, Kume T, Temur M, Yesil P, Senses MY. The effect of prolactin levels on MPV in women with PCOS. Clin Endocrinol (Oxf) 2015; 82:747-52. [PMID: 25359296 DOI: 10.1111/cen.12647] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/07/2014] [Revised: 08/20/2014] [Accepted: 10/23/2014] [Indexed: 11/26/2022]
Abstract
OBJECTIVE Polycystic ovary syndrome (PCOS) is associated with cardiovascular risk factors including hypertension, obesity, hyperlipidaemia and glucose intolerance. Several studies demonstrated the link between PCOS and an increased risk of cardiovascular disease. Platelets play a crucial role in the development of atherothrombotic disease. Mean platelet volume (MPV) is a marker of platelet size that reflects its activity. Research points to a link between prolactin (PRL) and platelet activation. The purpose of this study was to investigate whether prolactin levels are associated with MPV in women with PCOS. DESIGN The research was designed as a cross-sectional study. PATIENTS Participants were divided into three groups-PCOS patients with mildly elevated PRL levels (n = 72), patients with PCOS with normal PRL levels (n = 207) and healthy controls (n = 90). They were body mass index and age-matched and consecutively recruited. MEASUREMENTS Complete blood counts, serum glucose, prolactin, insulin, lipids, high-sensitivity C-reactive protein and free-testosterone levels were measured. RESULTS Among the three groups, MPV levels were higher in women with PCOS having mildly elevated PRL levels (P < 0·001) and MPV was found to be correlated with PRL levels (r = 0·387, P < 0·001). Multiple regression analysis showed that PRL levels were associated with MPV levels (R(2) = 0·239, β = 0·354, P < 0·001). CONCLUSION Mean platelet volume levels are significantly increased in women with PCOS having mildly elevated PRL. Our results suggest that there is a link between prolactin and MPV levels. In women with PCOS, elevated PRL levels may increase the risk of developing atherothrombotic events via the activation of platelets.
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Affiliation(s)
- Özgür Yilmaz
- Department of Obstetrics and Gynecology, Manisa Merkezefendi State Hospital, Inciralti, Turkey; Department of Obstetrics and Gynecology, Manisa Akhisar State Hospital, Inciralti, Turkey
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Faje AT, Klibanski A. The treatment of hyperprolactinemia in postmenopausal women with prolactin-secreting microadenomas: cons. Endocrine 2015; 48:79-82. [PMID: 24888765 DOI: 10.1007/s12020-014-0308-9] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/03/2014] [Accepted: 05/16/2014] [Indexed: 10/25/2022]
Affiliation(s)
- Alexander T Faje
- BUL 457, Neuroendocrine Unit, Massachusetts General Hospital and Harvard Medical School, 55 Fruit Street, Boston, MA, 02114, USA
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