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Trimarco V, Manzi MV, Izzo R, Mone P, Lembo M, Pacella D, Esposito G, Falco A, Morisco C, Gallo P, Santulli G, Trimarco B. The therapeutic concordance approach reduces adverse drug reactions in patients with resistant hypertension. Front Cardiovasc Med 2023; 10:1137706. [PMID: 37215551 PMCID: PMC10196370 DOI: 10.3389/fcvm.2023.1137706] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2023] [Accepted: 04/11/2023] [Indexed: 05/24/2023] Open
Abstract
Background Adverse drug reactions (ADRs) remain among the leading causes of therapy-resistant hypertension (TRH) and uncontrolled blood pressure (BP). We have recently reported beneficial results in BP control in patients with TRH adopting an innovative approach, defined as therapeutic concordance, in which trained physicians and pharmacists reach a concordance with patients to make them more involved in the therapeutic decision-making process. Methods The main scope of this study was to investigate whether the therapeutic concordance approach could lead to a reduction in ADR occurrence in TRH patients. The study was performed in a large population of hypertensive subjects of the Campania Salute Network in Italy (ClinicalTrials.gov Identifier: NCT02211365). Results We enrolled 4,943 patients who were firstly followed-up for 77.64 ± 34.44 months, allowing us to identify 564 subjects with TRH. Then, 282 of these patients agreed to participate in an investigation to test the impact of the therapeutic concordance approach on ADRs. At the end of this investigation, which had a follow-up of 91.91 ± 54.7 months, 213 patients (75.5%) remained uncontrolled while 69 patients (24.5%, p < 0.0001) reached an optimal BP control. Strikingly, during the first follow-up, patients had complained of a total of 194 ADRs, with an occurrence rate of 68.1% and the therapeutic concordance approach significantly reduced ADRs to 72 (25.5%). Conclusion Our findings indicate that the therapeutic concordance approach significantly reduces ADRs in TRH patients.
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Affiliation(s)
- Valentina Trimarco
- Department of Neuroscience, Reproductive Sciences, and Dentistry, “Federico II” University, Naples, Italy
| | - Maria Virginia Manzi
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
| | - Raffaele Izzo
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
| | - Pasquale Mone
- Department of Medicine, Wilf Family Cardiovascular Research Institute, Einstein-Mount Sinai Diabetes Research Center (ES-DRC), Albert Einstein College of Medicine, New York, NY, USA
- International Translational Research and Medical Education (ITME) Consortium, Academic Research Unit, Naples, Italy
| | - Maria Lembo
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
| | - Daniela Pacella
- Department of Public Health, “Federico II” University, Naples, Italy
| | - Giovanni Esposito
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
| | - Angela Falco
- Department of Neuroscience, Reproductive Sciences, and Dentistry, “Federico II” University, Naples, Italy
| | - Carmine Morisco
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
- International Translational Research and Medical Education (ITME) Consortium, Academic Research Unit, Naples, Italy
| | - Paola Gallo
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
| | - Gaetano Santulli
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
- Department of Medicine, Wilf Family Cardiovascular Research Institute, Einstein-Mount Sinai Diabetes Research Center (ES-DRC), Albert Einstein College of Medicine, New York, NY, USA
- International Translational Research and Medical Education (ITME) Consortium, Academic Research Unit, Naples, Italy
- Department of Molecular Pharmacology, Fleischer Institute for Diabetes and Metabolism (FIDAM), Einstein Institute for Aging Research, Einstein Institute for Neuroimmunology and Inflammation (INI), Albert Einstein College of Medicine, New York, NY, USA
| | - Bruno Trimarco
- Department of Advanced Biomedical Sciences,“Federico II” University, Naples, Italy
- International Translational Research and Medical Education (ITME) Consortium, Academic Research Unit, Naples, Italy
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Shih LC, Wang YC, Hung MH, Cheng H, Shiao YC, Tseng YH, Huang CC, Lin SJ, Chen JW. Prediction of white-coat hypertension and white-coat uncontrolled hypertension using machine learning algorithm. EUROPEAN HEART JOURNAL. DIGITAL HEALTH 2022; 3:559-569. [PMID: 36710891 PMCID: PMC9779877 DOI: 10.1093/ehjdh/ztac066] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/23/2022] [Revised: 10/11/2022] [Accepted: 10/27/2022] [Indexed: 11/10/2022]
Abstract
Aims The detection of white-coat hypertension/white-coat uncontrolled hypertension (WCH/WUCH) with out-of-office blood pressure (BP) monitoring is time- and resource-consuming. We aim to develop a machine learning (ML)-derived prediction model based on the characteristics of patients from a single outpatient visit. Methods and results Data from two cohorts in Taiwan were used. Cohort one (970 patients) was used for development and internal validation, and cohort two (464 patients) was used for external validation. WCH/WUCH was defined as an office BP of ≥140/90 mmHg and daytime ambulatory BP of <135/85 mmHg in treatment-naïve or treated individuals. Logistic regression, random forest (RF), eXtreme Gradient Boosting, and artificial neural network models were trained using 26 patient parameters. We used SHapley Additive exPlanations values to provide explanations for the risk factors. All models achieved great area under the receiver operating characteristic curve (AUROC), specificity, and negative predictive value in both validations (AUROC = 0.754-0.891; specificity = 0.682-0.910; negative predictive value = 0.831-0.968). The RF model was the best performing (AUROC = 0.884; sensitivity = 0.619; specificity = 0.887; negative predictive value = 0.872; accuracy = 0.819). The five most influential features of the RF model were office diastolic BP, office systolic BP, current smoker, estimated glomerular filtration rate, and fasting glucose level. Conclusion Our prediction models achieved good performance, underlining the feasibility of applying ML models to outpatient populations for the diagnosis of WCH and WUCH. Further validation with other prospective data sets should be considered in the future.
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Affiliation(s)
| | | | - Ming-Hui Hung
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan,Department of Medical Education, Taipei Veterans General Hospital, Taipei, Taiwan,Department of Internal Medicine, National Taiwan University Hospital, Taipei, Taiwan
| | - Han Cheng
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan,Department of Medical Education, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yu-Chieh Shiao
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan,Department of Medical Education, Taipei Veterans General Hospital, Taipei, Taiwan
| | - Yu-Hsuan Tseng
- School of Medicine, College of Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan,Department of Medical Education, Taipei Veterans General Hospital, Taipei, Taiwan
| | | | - Shing-Jong Lin
- Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, No. 201, Sec. 2, Shih-Pai Road, ROC Taipei, Taiwan,Cardiovascular Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan,Institute of Clinical Medicine, National Yang Ming Chiao Tung University, Taipei, Taiwan,Taipei Heart Institute, Taipei Medical University, Taipei, Taiwan
| | - Jaw-Wen Chen
- Division of Cardiology, Department of Medicine, Taipei Veterans General Hospital, No. 201, Sec. 2, Shih-Pai Road, ROC Taipei, Taiwan,Institute of Pharmacology, National Yang Ming Chiao Tung University, Taipei, Taiwan,Cardiovascular Research Center, National Yang Ming Chiao Tung University, Taipei, Taiwan,Healthcare and Services Center, Taipei Veterans General Hospital, Taipei, Taiwan
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Fu X, Ren H, Xie J, Wang W, Li Y, Gao P, Chen N. Association of Nighttime Masked Uncontrolled Hypertension With Left Ventricular Hypertrophy and Kidney Function Among Patients with Chronic Kidney Disease Not Receiving Dialysis. JAMA Netw Open 2022; 5:e2214460. [PMID: 35616936 PMCID: PMC9136624 DOI: 10.1001/jamanetworkopen.2022.14460] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
IMPORTANCE Nighttime hypertension is prevalent and associated with adverse outcomes in patients with chronic kidney disease (CKD), but nighttime hypertension, a subtype of masked uncontrolled hypertension (MUCH), is often undetected among patients with controlled office blood pressure. Little attention has been paid to patients with CKD and nighttime MUCH. OBJECTIVE To investigate the prevalence of nighttime MUCH and its associations with cardiovascular and kidney outcomes in patients with CKD who were not receiving dialysis. DESIGN, SETTING, AND PARTICIPANTS This retrospective cohort study included patients with nondialysis CKD and hypertension, enrolled in Shanghai, China, from July 2012 through November 2020 and followed up for a median of 39 months. EXPOSURES Participants were classified as having controlled hypertension, sustained hypertension, and MUCH, which was further divided into isolated nighttime MUCH and day-night MUCH, assessed by office and ambulatory blood pressure monitoring. MAIN OUTCOMES AND MEASURES Left ventricular hypertrophy (LVH) was determined by echocardiography. The composite kidney outcome consisted of end-stage kidney diseases (ESKD) and a reduction of estimated glomerular filtration rate (eGFR) by 50% or more. Logistic and Cox regression assessed the associations of hypertension subtypes with LVH and kidney outcomes. RESULTS The 675 patients (425 [63.0%] men; mean [SD] age, 50.8 [15.9] years; mean [SD] eGFR, 61.6 [29.4] mL/min/1.73 m2) included 125 (19.3%) with controlled hypertension, 244 (37.6%) with MUCH, and 280 (43.1%) sustained hypertension. Among patients with MUCH, 2 (0.8%) had isolated daytime MUCH, 154 (63.1%) had isolated nighttime MUCH, and 88 (36.1%) had day-night MUCH. During a median (IQR) follow-up of 39 (19-64) months, 130 composite kidney events, including 97 ESKD events, occurred. Compared with controlled hypertension, MUCH and sustained hypertension were associated with LVH (eg, MUCH: odds ratio [OR], 2.94; 95% CI, 1.18-7.34; P = .02) and the composite kidney outcome (eg, MUCH: hazard ratio [HR], 4.12; 95% CI, 1.75-9.73; P = .001) after adjustment for age, sex, proteinuria, eGFR, and other baseline risk factors. Multivariate-adjusted associations were also significant between day-night MUCH and LVH (OR, 3.26; 95% CI, 1.15-9.25) and between isolated nighttime MUCH and the composite kidney outcome (HR, 4.27; 95% CI, 1.69-10.77). CONCLUSIONS AND RELEVANCE In this cohort study, nighttime MUCH was common and associated with LVH and poor kidney outcomes among patients with hypertension and nondialysis CKD. These findings suggest that ambulatory blood pressure monitoring was inadequately used in patients with CKD and hypertension, calling for more widespread use, even in patients with controlled office hypertension.
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Affiliation(s)
- Xiaocen Fu
- Department of Nephrology, Institute of Nephrology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Hong Ren
- Department of Nephrology, Institute of Nephrology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Jingyuan Xie
- Department of Nephrology, Institute of Nephrology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Weiming Wang
- Department of Nephrology, Institute of Nephrology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
| | - Yan Li
- Department of Cardiovascular Medicine, Shanghai Key Laboratory of Hypertension, National Key Laboratory of Medical Genomics, The Shanghai Institute of Hypertension, Ruijin Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, People’s Republic of China
| | - Pingjin Gao
- Department of Cardiovascular Medicine, Shanghai Key Laboratory of Hypertension, National Key Laboratory of Medical Genomics, The Shanghai Institute of Hypertension, Ruijin Hospital Affiliated to Shanghai Jiaotong University School of Medicine, Shanghai, People’s Republic of China
| | - Nan Chen
- Department of Nephrology, Institute of Nephrology, Ruijin Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, People’s Republic of China
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Hypertension and Chronic Kidney Disease – An Unhappy Marriage. PHYSICIAN ASSISTANT CLINICS 2022. [DOI: 10.1016/j.cpha.2021.11.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
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Wang Q, Wang Y, Wang J, Zhang L, Zhao MH. Nocturnal Systolic Hypertension and Adverse Prognosis in Patients with CKD. Clin J Am Soc Nephrol 2021; 16:356-364. [PMID: 33568382 PMCID: PMC8011017 DOI: 10.2215/cjn.14420920] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2020] [Accepted: 01/05/2021] [Indexed: 02/04/2023]
Abstract
BACKGROUND AND OBJECTIVES Nocturnal hypertension is associated with adverse outcomes in patients with CKD. However, the individual association of entities of nocturnal hypertension according to achievement of systolic and/or diastolic BP goals with kidney failure and cardiovascular outcomes of CKD is not clear. DESIGN, SETTING, PARTICIPANTS, & MEASUREMENTS Our study analyzed data from participants in the Chinese Cohort Study of Chronic Kidney Disease. Nocturnal hypertension was categorized into three entities: isolated nocturnal diastolic hypertension with diastolic BP ≥70 mm Hg and systolic BP <120 mm Hg, isolated nocturnal systolic hypertension with systolic BP ≥120 mm Hg and diastolic BP <70 mm Hg, and nocturnal systolic-diastolic hypertension with both systolic BP ≥120 mm Hg and diastolic BP ≥70 mm Hg. Associations of nocturnal hypertension entities with kidney failure and cardiovascular outcomes were evaluated by Cox regression. RESULTS In total, 2024 patients with CKD stages 1-4 were included in our analysis (mean age, 49±14 years; 57% men; eGFR=51±29 ml/min per 1.73 m2; proteinuria: 0.9 [0.4-2.1] g/d). Among them, 1484 (73%) patients had nocturnal hypertension, with the proportions of 26%, 8%, and 66% for isolated nocturnal diastolic hypertension, isolated nocturnal systolic hypertension, and nocturnal systolic-diastolic hypertension, respectively. Three hundred twenty kidney events and 148 cardiovascular events were recorded during median follow-up intervals of 4.8 and 5.0 years for kidney and cardiovascular events, respectively. After adjustment, isolated nocturnal systolic hypertension was associated with a higher risk for cardiovascular events (hazard ratio, 3.17; 95% confidence interval, 1.61 to 6.23). Nocturnal systolic-diastolic hypertension showed a higher risk for both kidney failure (hazard ratio, 1.71; 95% confidence interval, 1.17 to 2.49) and cardiovascular outcomes (hazard ratio, 2.19; 95% confidence interval, 1.24 to 3.86). No association was observed between isolated nocturnal diastolic hypertension with either kidney failure or cardiovascular events. CONCLUSIONS Nocturnal systolic hypertension, either alone or in combination with diastolic hypertension, is associated with higher risks for adverse outcomes in patients with CKD.
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Affiliation(s)
- Qin Wang
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, National Health and Family Planning Commission of the People’s Republic of China, Key Laboratory of Chronic Kidney Disease Prevention and Treatment, Ministry of Education, Beijing, China
| | - Yu Wang
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, National Health and Family Planning Commission of the People’s Republic of China, Key Laboratory of Chronic Kidney Disease Prevention and Treatment, Ministry of Education, Beijing, China
| | - Jinwei Wang
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, National Health and Family Planning Commission of the People’s Republic of China, Key Laboratory of Chronic Kidney Disease Prevention and Treatment, Ministry of Education, Beijing, China
| | - Luxia Zhang
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, National Health and Family Planning Commission of the People’s Republic of China, Key Laboratory of Chronic Kidney Disease Prevention and Treatment, Ministry of Education, Beijing, China,Center for Data Science in Health and Medicine, Peking University, Beijing, China
| | - Ming-Hui Zhao
- Renal Division, Department of Medicine, Peking University First Hospital, Institute of Nephrology, Peking University, Key Laboratory of Renal Disease, National Health and Family Planning Commission of the People’s Republic of China, Key Laboratory of Chronic Kidney Disease Prevention and Treatment, Ministry of Education, Beijing, China,Peking-Tsinghua Center for Life Sciences, Beijing, China
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Wang Q, Wang Y, Wang J, Zhang L, Zhao MH, Zhao MH, Zhang L, Wang X, Yuan J, Zhou Q, Yuan Q, Chen M, Zhou X, Fu S, Li S, Zha Y, Huang R, Liu Z, Zhang J, Wang L, Pu L, Liu J, Li S, Xiong Z, Liang W, Zhao J, Mu J, Lian X, Liao Y, Gan H, Liao L, Wang R, Lv Z, Liao Y, Pan L, Yang X, Lin Z, Tong Z, Zhu Y, He Q, Wu F, Li R, Rong K, Wang C, Zhang Y, Wang Y, Tang W, Wu H, Zhao B, Li R, Wang L, Li D, Du F, Wu Y, Zhang W, Lin S, Xu P, Lin H, Hu Z, Pei F, Zhang H, Gao Y, Sun L, Li X, Wang W, Lv F, Wang D, Wang X, Xu D, Tang L, Ma Y, Wang T, Fu P, Wang T, Xing C, Zhang C, Xu X, He H, Liao X, Xie S, Hu G, Huang L. Correction to: White-coat hypertension and incident end‑stage renal disease in patients with non‑dialysis chronic kidney disease: results from the C‑STRIDE Study. Lab Invest 2020; 18:282. [PMID: 32660649 PMCID: PMC7359592 DOI: 10.1186/s12967-020-02447-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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Miyagawa Y, Akabane R, Sakatani A, Ogawa M, Nagakawa M, Miyakawa H, Takemura N. Effects of telmisartan on proteinuria and systolic blood pressure in dogs with chronic kidney disease. Res Vet Sci 2020; 133:150-156. [PMID: 32992126 DOI: 10.1016/j.rvsc.2020.09.019] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2020] [Revised: 09/16/2020] [Accepted: 09/17/2020] [Indexed: 10/23/2022]
Abstract
Renal proteinuria is associated with promoted renal dysfunction and a shorter survival period in dogs with chronic kidney disease (CKD). Renin angiotensin- aldosterone system inhibitors are primarily used to treat renal proteinuria. In this retrospective, open-label study, we aimed to evaluate the anti-proteinuric and anti-hypertensive effects of telmisartan (angiotensin II receptor blocker) in dogs with proteinuric CKD. A total of 28 dogs with proteinuric CKD were included in the study, all dogs received telmisartan 1 mg/kg q24h, PO. The urine protein-to-creatinine ratio (UPC), urine albumin-to-creatinine ratio (UAC) and systolic blood pressure (SBP) decreased significantly after telmisartan administration (P < 0.05). The median rate of change in UPC, UAC and SBP at Day 120 were - 65.1%, -75.9% and - 9.7%. Ten dogs (36.7%) achieved UPC < 1.0 at Day 120, of which six dogs had UPC < 0.5. A reduction of UPC to ≥50% was achieved in 10 dogs (36%) at Day 45 and 17 dogs (61%) at Day 120. Seventeen dogs (61%) had hypertension at baseline, of which 10 dogs (59%) had SBP < 160 mmHg at Day 120. Two-way repeated measures analysis of variance did not attribute the observed changes in SBP, UPC or UAC to feeding with a renal diet. In conclusion, telmisartan therapy provides anti-proteinuric and anti-hypertensive effects in dogs with proteinuric CKD.
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Affiliation(s)
- Yuichi Miyagawa
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan.
| | - Ryota Akabane
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
| | - Atsushi Sakatani
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
| | - Mizuki Ogawa
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
| | - Masayoshi Nagakawa
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
| | - Hirosumi Miyakawa
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
| | - Naoyuki Takemura
- The Laboratory of Veterinary Internal Medicine II, School of Veterinary Medicine, Faculty of Veterinary Science, Nippon Veterinary and Life Science University, 1-7-1 Kyonan Cho, Musashino-shi, 180-8602 Tokyo, Japan
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