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Palarea-Albaladejo J, Bode EF, Partington C, Basili M, Mederska E, Hodgkiss-Geere H, Capewell P, Chauché C, Coultous RM, Hanks E, Dukes-McEwan J. Assessing the use of blood microRNA expression patterns for predictive diagnosis of myxomatous mitral valve disease in dogs. Front Vet Sci 2024; 11:1443847. [PMID: 39553198 PMCID: PMC11565599 DOI: 10.3389/fvets.2024.1443847] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Accepted: 09/30/2024] [Indexed: 11/19/2024] Open
Abstract
Background Myxomatous mitral valve disease (MMVD) is a common, acquired, and progressive canine heart disease. The presence of heart murmur and current cardiac biomarkers are useful in MMVD cases but are not sufficiently discriminatory for staging an individual patient. Objectives This study aimed to conduct a preliminary assessment of canine serum and plasma expression profiles of 15 selected miRNA markers for accurate discrimination between MMVD patients and healthy controls. Additionally, we aim to evaluate the effectiveness of this method in differentiating between pre-clinical (stage B1/B2) and clinical (stage C/D) MMVD patients. Animals Client-owned dogs (n = 123) were recruited for the study. Following sample exclusions (n = 26), healthy controls (n = 50) and MMVD cases (n = 47) were analyzed. Methods A multicenter, cross-sectional, prospective investigation was conducted. MicroRNA expression profiles were compared among dogs, and these profiles were used as input for predictive modeling. This approach aimed to distinguish between healthy controls and MMVD patients, as well as to achieve a more fine-grained differentiation between pre-clinical and clinical MMVD patients. Results Performance metrics revealed a compelling ability of the method to differentiate healthy controls from dogs with MMVD (sensitivity 0.85; specificity 0.82; and accuracy 0.83). For the discrimination between the pre-clinical (n = 29) and clinical (n = 18) MMVD cases, the results were promising (sensitivity 0.61; specificity 0.79; and accuracy 0.73). Conclusion and clinical importance The use of miRNA expression profiles in combination with customized probabilistic predictive modeling shows good scope to devise a reliable diagnostic tool to distinguish healthy controls from MMVD cases (stages B1 to D). Investigation into the ability to discriminate between the pre-clinical and clinical MMVD cases using the same method yielded promising early results, which could be further enhanced with data from an increased study population.
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Affiliation(s)
- Javier Palarea-Albaladejo
- Department of Computer Science, Applied Mathematics and Statistics, University of Girona, Girona, Spain
| | - Elizabeth F. Bode
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
| | - Catheryn Partington
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
| | - Mattia Basili
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
| | - Elzbieta Mederska
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
| | - Hannah Hodgkiss-Geere
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
| | - Paul Capewell
- School of Molecular Biosciences, College of Medical, Veterinary and Life Sciences, University of Glasgow, Glasgow, United Kingdom
| | - Caroline Chauché
- Centre for Inflammation Research, The Queen’s Medical Research Institute, University of Edinburgh, Edinburgh, United Kingdom
| | | | - Eve Hanks
- MI:RNA Ltd, Edinburgh, United Kingdom
| | - Joanna Dukes-McEwan
- Department of Small Animal Clinical Science, School of Veterinary Science, Leahurst Campus, University of Liverpool, Neston, United Kingdom
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Valente C, Wodzinski M, Guglielmini C, Poser H, Chiavegato D, Zotti A, Venturini R, Banzato T. Development of an artificial intelligence-based algorithm for predicting the severity of myxomatous mitral valve disease from thoracic radiographs by using two grading systems. Res Vet Sci 2024; 178:105377. [PMID: 39137607 DOI: 10.1016/j.rvsc.2024.105377] [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: 05/21/2024] [Revised: 07/26/2024] [Accepted: 08/07/2024] [Indexed: 08/15/2024]
Abstract
A heart-convolutional neural network (heart-CNN) was designed and tested for the automatic classification of chest radiographs in dogs affected by myxomatous mitral valve disease (MMVD) at different stages of disease severity. A retrospective and multicenter study was conducted. Lateral radiographs of dogs with concomitant X-ray and echocardiographic examination were selected from the internal databases of two institutions. Dogs were classified as healthy, B1, B2, C and D, based on American College of Veterinary Internal Medicine (ACVIM) guidelines, and as healthy, mild, moderate, severe and late stage, based on Mitral INsufficiency Echocardiographic (MINE) score. Heart-CNN performance was evaluated using confusion matrices, receiver operating characteristic curves, and t-SNE and UMAP analysis. The area under the curve (AUC) was 0.88, 0.88, 0.79, 0.89 and 0.84 for healthy and ACVIM stage B1, B2, C and D, respectively. According to the MINE score, the AUC was 0.90, 0.86, 0.71, 0.82 and 0.82 for healthy, mild, moderate, severe and late stage, respectively. The developed algorithm showed good accuracy in predicting MMVD stages based on both classification systems, proving a potentially useful tool in the early diagnosis of canine MMVD.
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Affiliation(s)
- Carlotta Valente
- Department of Animal Medicine, Production and Health, University of Padua, Viale dell'Università 16, 35020, Legnaro, Padua, Italy.
| | - Marek Wodzinski
- Department of Measurement and Electronics, AGH University of Kraków, Al. A. Mickiewicza 30, 30-059 Krakow, Poland; Information Systems Institute, University of Applied Sciences-Western Switzerland (HES-SO Valais), Rue de Technopôle 3, 3960 Sierre, Switzerland
| | - Carlo Guglielmini
- Department of Animal Medicine, Production and Health, University of Padua, Viale dell'Università 16, 35020, Legnaro, Padua, Italy
| | - Helen Poser
- Department of Animal Medicine, Production and Health, University of Padua, Viale dell'Università 16, 35020, Legnaro, Padua, Italy
| | - David Chiavegato
- AniCura Arcella Veterinary Clinic, Via Cardinale Callegari 48, 35133 Padua, Italy
| | - Alessandro Zotti
- Department of Animal Medicine, Production and Health, University of Padua, Viale dell'Università 16, 35020, Legnaro, Padua, Italy
| | - Roberto Venturini
- AniCura Arcella Veterinary Clinic, Via Cardinale Callegari 48, 35133 Padua, Italy
| | - Tommaso Banzato
- Department of Animal Medicine, Production and Health, University of Padua, Viale dell'Università 16, 35020, Legnaro, Padua, Italy
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Li CC, Chan IP, Chang CC, Hsueh T, Yang CC, Lin SL. Potential prognostic indicators in dogs with advanced heart failure secondary to myxomatous mitral valve disease. Vet Rec 2024; 195:e4393. [PMID: 38959211 DOI: 10.1002/vetr.4393] [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: 07/04/2023] [Revised: 05/12/2024] [Accepted: 05/24/2024] [Indexed: 07/05/2024]
Abstract
BACKGROUND Advanced heart failure (AHF) secondary to myxomatous mitral valve disease (MMVD) in dogs has unclear predictive variables and survival time. METHODS This retrospective study included 38 dogs with AHF and 38 with stable congestive heart failure (CHF), both due to MMVD. Predictive variables for AHF were analysed, and survival times were calculated using logistic regression and the Kaplan-Meier method. RESULTS Left atrium to aortic root ratio, normalised left ventricular dimension at the end-diastole and end-systole, isovolumic relaxation time (IVRT) and early transmitral inflow velocity to IVRT ratio were associated with AHF progression. The median survival times were significantly longer in the stable group than in the AHF group. After AHF diagnosis, the median survival times for all-cause and cardiogenic mortality were 194 and 354 days, respectively. LIMITATIONS This was a single-centre retrospective observational study. The study population was small, with breed bias (overrepresentation of Maltese dogs). Additionally, the treatment plans depended on clinical experience. CONCLUSIONS AHF in dogs with CHF secondary to MMVD is linked to left heart chamber enlargement and increased left ventricular dimensions, significantly reducing survival time to around six months post-diagnosis. Early recognition and appropriate management may improve outcomes, highlighting the importance of advanced treatment strategies.
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Affiliation(s)
- Chuan-Chuan Li
- Department of Veterinary Medicine, National Chung Hsing University, Taichung, Taiwan
| | - I-Ping Chan
- Veterinary Medical Teaching Hospital, National Chung Hsing University, Taichung, Taiwan
| | - Chao-Chin Chang
- Graduate Institute of Microbiology and Public Health, National Chung Hsing University, Taichung, Taiwan
| | - Tung Hsueh
- Veterinary Medical Teaching Hospital, National Chung Hsing University, Taichung, Taiwan
| | - Chung-Chun Yang
- Veterinary Medical Teaching Hospital, National Chung Hsing University, Taichung, Taiwan
| | - Shiun-Long Lin
- Department of Veterinary Medicine, National Chung Hsing University, Taichung, Taiwan
- Veterinary Medical Teaching Hospital, National Chung Hsing University, Taichung, Taiwan
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Park J, Kim M, Han JI, Lee K, Yoon H. Radiographic and echocardiographic evaluation in rescued Korean raccoon dogs ( Nyctereutes procyonoides koreensis). Front Vet Sci 2024; 11:1361843. [PMID: 39005719 PMCID: PMC11239572 DOI: 10.3389/fvets.2024.1361843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2023] [Accepted: 06/04/2024] [Indexed: 07/16/2024] Open
Abstract
Introduction Nyctereutes procyonoides koreensis (Korean raccoon dog), a member of the Canidae family, is anatomically similar to dogs. Previous studies have used vertebral heart scale measurements to measure the cardiac size of Korean raccoon dogs on thoracic radiographs; however, the use of additional cardiac size indices, such as vertebral left arial score, intercostal space, cardiothoracic ratio, and echocardiographic indices, has not been reported. Therefore, this study aimed to establish normal reference ranges for various thoracic radiographic and echocardiographic indices in normal Korean raccoon dogs. Methods Twenty-six Korean raccoon dogs (11 males and 15 females) were included in this study. The thoracic radiographic indices, vertebral heart scale score, and vertebral left atrial score were measured in the right lateral view. The intercostal space and cardiothoracic ratio were measured in the ventrodorsal view. The echocardiograms were evaluated in the right parasternal long and short axis view and left parasternal apical view. Results The mean values for the thoracic radiographic and echocardiographic indices were as follows: vertebral heart scale, 9.12 ± 0.74; vertebral left atrial score, 1.5 ± 0.31; intercostal spaces, 3.17 ± 0.34; cardiothoracic ratio, 0.69 ± 0.07; left atrial to aortic root ratio, 1.22 ± 0.14; main pulmonary artery to aorta ratio, 1.22 ± 0.14; left ventricular end-diastolic internal diameter normalized for body weight, 1.36 ± 0.19; end-diastolic volume index, 51.07 ± 19.6; end-systolic volume index, 16.54 ± 7.45; the peak velocity of early diastolic transmitral flow, 73.13 ± 15.46 cm/s; and the ratio between the transmitral flow velocities and the peak early diastolic velocity, 1.77 ± 0.47. Only percent increase in the left ventricular end-systolic internal diameter was negatively correlated with body weight. The remaining indices showed no correlations with body weight. Conclusion To the best of our knowledge, this is the first case report covering both thoracic radiographic and endocardiographic indices for Korean raccoon dogs. Thus, the thoracic radiographic and echocardiographic indices established in this study may be used to evaluate the cardiac condition of Korean raccoon dogs.
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Affiliation(s)
- Junu Park
- Department of Veterinary Medical Imaging, College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
- Biosafety Research Institute and College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
| | - Myeongsu Kim
- Laboratory of Wildlife Medicine, College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
- Jeonbuk Wildlife Center, Jeonbuk National University, Iksan-si, Republic of Korea
| | - Jae-Ik Han
- Laboratory of Wildlife Medicine, College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
- Jeonbuk Wildlife Center, Jeonbuk National University, Iksan-si, Republic of Korea
| | - Kichang Lee
- Department of Veterinary Medical Imaging, College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
| | - Hakyoung Yoon
- Department of Veterinary Medical Imaging, College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
- Biosafety Research Institute and College of Veterinary Medicine, Jeonbuk National University, Iksan-si, Republic of Korea
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Kim TS, Hong CY, Oh SJ, Choe YH, Hwang TS, Kim J, Lee SL, Yoon H, Bok EY, Cho AR, Do YJ, Kim E. RNA sequencing provides novel insights into the pathogenesis of naturally occurring myxomatous mitral valve disease stage B1 in beagle dogs. PLoS One 2024; 19:e0300813. [PMID: 38753730 PMCID: PMC11098313 DOI: 10.1371/journal.pone.0300813] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2023] [Accepted: 03/05/2024] [Indexed: 05/18/2024] Open
Abstract
Myxomatous mitral valve disease (MMVD) is the most common cardiovascular disorder in dogs with a high prevalence, accounting for approximately 75% of all canine heart disease cases. MMVD is a complex disease and shows variable progression from mild valve leakage to severe regurgitation, potentially leading to heart failure. However, the molecular mechanisms and age-related changes that govern disease progression, especially at the early stage (B1) before the development of discernable clinical signs, remain poorly understood. In this prospective study, we aimed to compare gene expression differences between blood samples of aged beagle dogs with stage B1 MMVD and those of healthy controls using RNA sequencing. Clinical evaluation was also conducted, which revealed minimal differences in radiographic and echocardiographic measurements despite distinct biomarker variations between the two groups. Comparative transcriptomics revealed differentially expressed genes associated with extracellular matrix remodeling, prostaglandin metabolism, immune modulation, and interferon-related pathways, which bear functional relevance for MMVD. In particular, the top 10 over- and under-expressed genes represent promising candidates for influencing pathogenic changes in MMVD stage B1. Our research findings, which include identified variations in clinical markers and gene expression, enhance our understanding of MMVD. Furthermore, they underscore the need for further research into early diagnosis and treatment strategies, as, to the best of our knowledge, no prior studies have explored the precise molecular mechanisms of stage B1 in MMVD through total RNA sequencing.
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Affiliation(s)
- Tae-Seok Kim
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Chae-Yeon Hong
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Seong-Ju Oh
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Yong-Ho Choe
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Tae-Sung Hwang
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Jaemin Kim
- Division of Applied Life Science, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
- Institute of Agriculture and Life Sciences, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Sung-Lim Lee
- College of Veterinary Medicine, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
- Research Institute of Life Sciences, Gyeongsang National University, Jinju, Gyeongsangnam-do, Republic of Korea
| | - Hakyoung Yoon
- College of Veterinary Medicine, Jeonbuk National University, Iksan, Jeollabuk-do, Republic of Korea
| | - Eun-Yeong Bok
- Division of Animal Diseases & Health, National Institute of Animal Science, Rural Development Administration, Wanju, Jeollabuk-do, Republic of Korea
| | - A-ra Cho
- Division of Animal Diseases & Health, National Institute of Animal Science, Rural Development Administration, Wanju, Jeollabuk-do, Republic of Korea
| | - Yoon Jung Do
- Division of Animal Diseases & Health, National Institute of Animal Science, Rural Development Administration, Wanju, Jeollabuk-do, Republic of Korea
| | - Eunju Kim
- Division of Animal Diseases & Health, National Institute of Animal Science, Rural Development Administration, Wanju, Jeollabuk-do, Republic of Korea
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Baisan RA, Vulpe V. Determination of radiographic vertebral heart score and vertebral left atrial size cutoffs based on echocardiographic left atrial size in dogs with myxomatous mitral valve disease. Vet Radiol Ultrasound 2024; 65:54-61. [PMID: 38148480 DOI: 10.1111/vru.13324] [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: 05/13/2023] [Revised: 11/04/2023] [Accepted: 12/01/2023] [Indexed: 12/28/2023] Open
Abstract
Progression of myxomatous mitral valve disease (MMVD) in dogs is a common cause of left atrial enlargement. Recently, a classification of left atrial (LA) size based on echocardiographic measurement has been proposed. This study aims to determine the radiographic LA size by reporting the cutoff values of VHS and VLAS for different groups of echocardiographic-measured LA size in dogs with MMVD. This retrospective analytical cross-sectional study included dogs diagnosed with MMVD grouped based on the echocardiographic LA size into normal (LA/Ao < 1.6), mild (1.6-1.89), moderate (1.9-2.2), and severe enlargement (>2.2) and were compared with ACVIM classification. VHS and VLAS were measured on the right lateral radiograph for each dog and cutoff values were calculated. One hundred and three dogs with MMVD were included in the study. A very strong positive correlation was observed between LA/Ao ratio and VHS (rs , 0.823, P < .01) or VLAS (rs , 0.834, P < .01). For VHS, a cutoff of 10.7 v, 11 v, and 11.5 v were established for echocardiographic LA thresholds of 1.6, 1.9, and 2.2 with a sensitivity of 79%, 92%, and 90% and a specificity of 97%, 90.7%, and 78.1%, respectively. For VLAS, a cutoff of 2.5 v, 2.7 v, and 2.9 v were established for echocardiographic LA cutoffs of 1.6, 1.9, and 2.2 with a sensitivity of 73%, 80%, and 83.3% and a specificity of 94%, 92%, and 86.3%, respectively. The results of this study may facilitate clinical decisions based on radiographic examination in dogs with myxomatous mitral valve disease.
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Affiliation(s)
- Radu Andrei Baisan
- Clinic Department, Faculty of Veterinary Medicine, Iași University of Life Sciences "Ion Ionescu de la Brad", Iași, Romania
| | - Vasile Vulpe
- Clinic Department, Faculty of Veterinary Medicine, Iași University of Life Sciences "Ion Ionescu de la Brad", Iași, Romania
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Vereb M, Atkins CE, Adin D, Blondel T, Coffman M, Lee S, Guillot E, Ward JL. Efficacy of a mitral regurgitation severity index to predict long-term outcome in dogs with myxomatous mitral valve disease. J Vet Intern Med 2024; 38:51-60. [PMID: 37909399 PMCID: PMC10800232 DOI: 10.1111/jvim.16923] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2023] [Accepted: 10/17/2023] [Indexed: 11/03/2023] Open
Abstract
BACKGROUND Predicting progression of myxomatous mitral valve disease (MMVD) in dogs can be challenging. HYPOTHESIS/OBJECTIVES The mitral regurgitation severity index (MRSI) will predict time to congestive heart failure (CHF) and all-cause death in dogs with MMVD. ANIMALS Eight hundred sixty-nine client-owned dogs. METHODS Retrospective study pooling data from 4 previous samples including dogs with MMVD stage B2 or C. MRSI was calculated as: (heart rate [HR]/120) × left atrium-to-aorta ratio (LA:Ao) × (age in years/10) × 100. Alternative MRSI formulas substituting radiographic measures of left atrial size were also calculated. Cox proportional hazard modeling and time-dependent receiver-operator characteristic curves quantified prognostic performance. RESULTS For Stage B2 pooled samples, MRSI > 156 was predictive of time to CHF (median 407 vs 1404 days; area under the curve [AUC] 0.68; hazard ratio 3.02 [95% CI 1.9-4.9]; P < .001). MRSI > 173 was predictive of all-cause death (median survival 868 vs 1843 days; AUC 0.64; hazard ratio 4.26 [95% CI 2.4-7.5]; P < .001). MRSI showed superior predictive value compared to the individual variables of HR, LA:Ao, and age. Variations of the MRSI equation substituting radiographic vertebral left atrial size for LA:Ao were also significantly predictive of outcome in stage B2. MRSI was not consistently predictive of outcome in Stage C. CONCLUSIONS AND CLINICAL IMPORTANCE MRSI was predictive of outcome (onset of CHF and all-cause death) in MMVD Stage B2, demonstrating utility as a useful prognostic tool. Echocardiographic LA:Ao can be effectively replaced by radiographically determined LA size in the MRSI formula.
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Affiliation(s)
- Michelle Vereb
- Department of Veterinary Clinical Sciences, College of Veterinary MedicineIowa State UniversityAmesIowaUSA
| | - Clarke E. Atkins
- Department of Clinical Sciences, College of Veterinary MedicineNorth Carolina State UniversityRaleighNorth CarolinaUSA
| | - Darcy Adin
- Department of Large Animal Clinical Sciences, College of Veterinary MedicineUniversity of FloridaGainesvilleFloridaUSA
| | | | | | | | | | - Jessica L. Ward
- Department of Veterinary Clinical Sciences, College of Veterinary MedicineIowa State UniversityAmesIowaUSA
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Kim O, Kim K, Park S, Yang H, Kim H, Ro W, Lee C. Clinical relevance of serum ionized magnesium concentration in dogs with myxomatous mitral valve disease. J Vet Intern Med 2024; 38:41-50. [PMID: 38064361 PMCID: PMC10800217 DOI: 10.1111/jvim.16963] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2022] [Accepted: 11/17/2023] [Indexed: 01/23/2024] Open
Abstract
BACKGROUND Hypomagnesemia is associated with a poor prognosis in humans with congestive heart failure (CHF), but studies in veterinary medicine are limited. HYPOTHESIS Serum ionized magnesium concentration [iMg2+ ] would decrease as CHF progresses compared with the initial diagnostic levels and that lower [iMg2+ ] would be negatively associated with prognosis in dogs with CHF. ANIMALS A total of 181 client-owned dogs with myxomatous mitral valve disease (MMVD) were included. They were classified into the preclinical stage (NO-CHF, n = 108), stage C (n = 42), and stage D (n = 31) based on the American College of Veterinary Internal Medicine MMVD classification. METHODS This is a retrospective study from 2 referral centers. The [iMg2+ ] was compared among the NO-CHF, stage C, and stage D groups. Kaplan-Meier curves and the log-rank test were used to compare the incidence of death between groups. Multivariable Cox regression analysis was used to estimate the association of hypomagnesemia with the death. RESULTS In the stage D group, the [iMg2+ ] was lower than that in the NO-CHF (P < .0001) and stage C groups (P < .003). In the Kaplan-Meier survival analysis, the 1-year cumulative survival rate in hypomagnesemic dogs was 53% compared with 91.5% in normomagnesemic dogs (log-rank test, P < .0001). In the multivariable Cox analysis, lower concentration of [K+ ] and [iMg2+ ], along with higher Evel , were associated with negative prognoses. Specifically, hypomagnesemia was associated with an approximately 4-fold increased risk of death (hazard ratio = 4.015; 95% confidence interval, 1.537-10.488; P = .005). CONCLUSIONS AND CLINICAL IMPORTANCE Assessing the [iMg2+ ] might serve as a potential marker for estimating the severity and prognosis indirectly in dogs with MMVD. Combining [iMg2+ ] measurement with other diagnostic methods, such as echocardiography, could improve the prognostic evaluation of MMVD in dogs.
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Affiliation(s)
- Ock‐Kyu Kim
- Department of Veterinary Medicine, College of Veterinary Medicine and BK21 FOUR ProgramChonnam National UniversityGwangjuRepublic of Korea
| | - Keon Kim
- Department of Veterinary Medicine, College of Veterinary Medicine and BK21 FOUR ProgramChonnam National UniversityGwangjuRepublic of Korea
| | - Sinwook Park
- Department of Veterinary Medicine, College of Veterinary Medicine and BK21 FOUR ProgramChonnam National UniversityGwangjuRepublic of Korea
| | - Hayoung Yang
- Noah Animal Medical CenterGwangjuRepublic of Korea
| | - Hyunwoo Kim
- Noah Animal Medical CenterGwangjuRepublic of Korea
| | - Woong‐Bin Ro
- Department of Veterinary Medicine, College of Veterinary Medicine and BK21 FOUR ProgramChonnam National UniversityGwangjuRepublic of Korea
| | - Chang‐Min Lee
- Department of Veterinary Medicine, College of Veterinary Medicine and BK21 FOUR ProgramChonnam National UniversityGwangjuRepublic of Korea
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Zhou Q, Cui X, Zhou H, Guo S, Wu Z, Li L, Zhang J, Feng W, Guo Y, Ma X, Chen Y, Qiu C, Xu M, Deng G. Differentially expressed platelet activation-related genes in dogs with stage B2 myxomatous mitral valve disease. BMC Vet Res 2023; 19:271. [PMID: 38087280 PMCID: PMC10717932 DOI: 10.1186/s12917-023-03789-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 10/21/2023] [Indexed: 12/18/2023] Open
Abstract
BACKGROUND Peripheral blood carries a reservoir of mRNAs that regulate cardiac structure and function potential. Although it is well recognized that the typical symptoms of Myxomatous Mitral Valve Disease (MMVD) stage B2 are long-standing hemodynamic disorder and cardiac structure remodeling caused by mitral regurgitation, the transcriptomic alterations in blood from such dogs are not understood. RESULTS In the present study, comparative high-throughput transcriptomic profiling of blood was performed from normal control (NC) and naturally-occurring MMVD stage B2 (MMVD) dogs. Using Weighted Gene Co-expression Network Analyses (WGCNA), Gene Ontology (GO), and Kyoto Encyclopedia of Gene and Genomes (KEGG), we identified that the turquoise module was the most highly correlated with echocardiographic features and found 64 differentially expressed genes (DEGs) that were significantly enriched in platelet activation related pathways. Therefore, from the turquoise module, we selected five DEGs (MDM2, ROCK1, RIPK1, SNAP23, and ARHGAP35) that, according to real-time qPCR, exhibited significant enrichment in platelet activation related pathways for validation. The results showed that the blood transcriptional abundance of MDM2, ROCK1, RIPK1, and SNAP23 differed significantly (P < 0.01) between NC and MMVD dogs. On the other hand, Correlation Analysis revealed that MDM2, ROCK1, RIPK1, and SNAP23 genes negatively regulated the heart structure parameters, and followed the same trend as observed in WGCNA. CONCLUSION We screened four platelet activation related genes, MDM2, ROCK1, RIPK1, and SNAP23, which may be considered as the candidate biomarkers for the diagnosis of MMVD stage B2. These findings provided new insights into MMVD pathogenesis.
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Affiliation(s)
- Qingqing Zhou
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xiang Cui
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Han Zhou
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Shuai Guo
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Zhimin Wu
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Liyang Li
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Jinxin Zhang
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Wen Feng
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Yingfang Guo
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Xiaofei Ma
- Department of Clinical Animal Medicine, College of Veterinary Medicine, Gansu Agricultural University, Lanzhou, 730070, China
| | - Yu Chen
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Changwei Qiu
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China
| | - Ming Xu
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China.
| | - Ganzhen Deng
- Department of Clinical Animal Medicine, College of Animal Medicine, Huazhong Agricultural University, Wuhan, 430070, China.
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Kim Y, Kim J, Kim S, Youn H, Choi J, Seo K. Machine learning-based risk prediction model for canine myxomatous mitral valve disease using electronic health record data. Front Vet Sci 2023; 10:1189157. [PMID: 37720471 PMCID: PMC10500836 DOI: 10.3389/fvets.2023.1189157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2023] [Accepted: 08/15/2023] [Indexed: 09/19/2023] Open
Abstract
Introduction Myxomatous mitral valve disease (MMVD) is the most common cause of heart failure in dogs, and assessing the risk of heart failure in dogs with MMVD is often challenging. Machine learning applied to electronic health records (EHRs) is an effective tool for predicting prognosis in the medical field. This study aimed to develop machine learning-based heart failure risk prediction models for dogs with MMVD using a dataset of EHRs. Methods A total of 143 dogs with MMVD between May 2018 and May 2022. Complete medical records were reviewed for all patients. Demographic data, radiographic measurements, echocardiographic values, and laboratory results were obtained from the clinical database. Four machine-learning algorithms (random forest, K-nearest neighbors, naïve Bayes, support vector machine) were used to develop risk prediction models. Model performance was represented by plotting the receiver operating characteristic (ROC) curve and calculating the area under the curve (AUC). The best-performing model was chosen for the feature-ranking process. Results The random forest model showed superior performance to the other models (AUC = 0.88), while the performance of the K-nearest neighbors model showed the lowest performance (AUC = 0.69). The top three models showed excellent performance (AUC ≥ 0.8). According to the random forest algorithm's feature ranking, echocardiographic and radiographic variables had the highest predictive values for heart failure, followed by packed cell volume (PCV) and respiratory rates. Among the electrolyte variables, chloride had the highest predictive value for heart failure. Discussion These machine-learning models will enable clinicians to support decision-making in estimating the prognosis of patients with MMVD.
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Affiliation(s)
- Yunji Kim
- Department of Veterinary Internal Medicine, College of Veterinary Medicine, Seoul, Republic of Korea
| | - Jaejin Kim
- School of Biological Sciences, Seoul National University, Seoul, Republic of Korea
| | - Sehoon Kim
- Department of Veterinary Internal Medicine, College of Veterinary Medicine, Seoul, Republic of Korea
| | - Hwayoung Youn
- Department of Veterinary Internal Medicine, College of Veterinary Medicine, Seoul, Republic of Korea
| | - Jihye Choi
- Department of Veterinary Medical Imaging, College of Veterinary Medicine, Seoul National University, Seoul, Republic of Korea
| | - Kyoungwon Seo
- Department of Veterinary Internal Medicine, College of Veterinary Medicine, Seoul, Republic of Korea
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11
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Grosso G, Vezzosi T, Domenech O, Tognetti R. Prognostic relevance of left cardiac enlargement in dogs with preclinical myxomatous mitral valve disease. J Vet Cardiol 2023; 45:50-58. [PMID: 36702085 DOI: 10.1016/j.jvc.2022.12.004] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/13/2021] [Revised: 12/15/2022] [Accepted: 12/26/2022] [Indexed: 12/30/2022]
Abstract
INTRODUCTION According to the most recent consensus guidelines on canine myxomatous mitral valve disease (MMVD), dogs with only left atrial enlargement (LAE) or left ventricular enlargement are classified as stage B1. The concomitant presence of LAE and left ventricular enlargement is needed to be classified as stage B2. The primary aim of the study was to evaluate the prognosis in stage B1 and stage B2 according to the revised definition. The secondary aim was to assess the prognostic relevance of LAE in stage B1. ANIMALS A total of 440 dogs with MMVD, 276 in stage B1 and 164 in stage B2. MATERIALS AND METHODS Retrospective and observational study. The left atrium-to-aorta ratio and the left ventricular end-diastolic diameter normalized were used to define cardiac dimensions. The long-term outcome was assessed by telephone interviews with owners and referring vets. Both cardiac-related and all-cause mortality were evaluated. RESULTS Stage B1 dogs had a longer median survival time than stage B2, considering both cardiac-related death (2344 vs. 1341 days; P<0.001) and all-cause mortality (1832 vs. 855 days; P<0.001). Age, left atrium-to-aorta ratio, and the left ventricular end-diastolic diameter normalized were independent predictors of cardiac-related death and all-cause mortality. Among stage B1, dogs with LAE lived shorter than those without LAE (1183 vs. 1882 days; P=0.005) considering all-cause mortality. DISCUSSION AND CONCLUSIONS Stage B1 dogs lived longer than stage B2 dogs. Among stage B1, LAE had prognostic relevance considering all-cause mortality. This finding could add useful prognostic information in the management of preclinical MMVD.
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Affiliation(s)
- G Grosso
- Department of Veterinary Sciences, University of Pisa, Via Livornese Lato Monte, 56122 San Piero a Grado, Pisa, Italy
| | - T Vezzosi
- Department of Veterinary Sciences, University of Pisa, Via Livornese Lato Monte, 56122 San Piero a Grado, Pisa, Italy.
| | - O Domenech
- Department of Cardiology, Anicura Istituto Veterinario Novara, Strada Provinciale 9, 28060 Granozzo con Monticello, Novara, Italy
| | - R Tognetti
- Department of Veterinary Sciences, University of Pisa, Via Livornese Lato Monte, 56122 San Piero a Grado, Pisa, Italy
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12
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Association of Paraoxonase-1 and NT-proBNP with Clinical, Clinico-Pathologic and Echocardiographic Variables in Dogs with Mitral Valve Disease. Vet Sci 2023; 10:vetsci10010033. [PMID: 36669034 PMCID: PMC9866008 DOI: 10.3390/vetsci10010033] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 12/13/2022] [Accepted: 12/29/2022] [Indexed: 01/04/2023] Open
Abstract
The objective of the present study was to measure the concentration of Paraoxonase-1 (PON-1) and N-terminal-prohormone-B-type natriuretic peptide (NT-proBNP), in the serum of dogs with degenerative Mitral Valve Disease (MVD), in order to identify their association with the clinical stage and specific clinico-pathologic and echocardiographic findings.Eighty dogs diagnosed with MVD and staged according to the ACVIM (American College of Veterinary Internal Medicine) consensus statement (B1, B2, C and D), based on their clinical, radiographic, and echocardiographic findings, were included in the study. NT-proBNP was measured only in stage B1 and B2 dogs. Clinical stage did not have a significant effect on PON-1 concentrations (p = 0.149), but NT-proBNP levels were lower in B1 dogs (p = 0.001). A significant correlation between PON-1 and total plasma proteins (p = 0.001), albumin (p = 0.003) and white blood cell count (p = 0.041) was detected, whereas there was no significant correlation (p = 0.847) between PON-1 and NT-proBNP concentrations. PON-1 showed a significant but weak negative correlation with normalized left ventricular internal diameter at diastole (LVIDdn) (p = 0.022) and systole (LVIDsn) (p = 0.012), as well as mitral valve E to A wave velocity ratio (MV E/A) (p = 0.015), but not with Left Atrial to Aortic root ratio (LA/Ao) (p = 0.892) or fractional shortening (FS%) (p = 0.944). PON-1 seems to be an insensitive marker of clinical stage and disease severity in MVD, but can be indicative of some clinico-pathological and echocardiographic changes. NT-proBNP changes are independent of oxidative stress.
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Prospective pilot study on the predictive significance of plasma miR-30b-5p through the study of echocardiographic modifications in Cavalier King Charles Spaniels affected by different stages of myxomatous mitral valve disease: The PRIME study. PLoS One 2022; 17:e0274724. [PMID: 36574372 PMCID: PMC9794076 DOI: 10.1371/journal.pone.0274724] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/03/2022] [Accepted: 12/11/2022] [Indexed: 12/29/2022] Open
Abstract
Specific microRNAs expressions may accurately characterize different stages of canine myxomatous mitral valve disease. This preliminary pilot study aimed to (1) describe the clinical and echocardiographic parameters of Cavalier King Charles Spaniels affected by myxomatous mitral valve disease at different American College of Veterinary Internal Medicine (ACVIM) stages (B1, B2 and C) and healthy control group (ACVIM A), comparing the parameters collected during the first examination (T0) and the end of the follow-up (T1); (2) assess the association between the values of echocardiographic parameters at T1 and the expression profile of miR-30b-5p at T0. Thirty-five Cavalier King Charles Spaniels (median age 4.29 years and median weight 9 Kg) in different ACVIM stages were included (7 A, 19 B1, 6 B2 and 3 C). Inverse probability weighting analysis was performed to estimate the association of the exposure variable (miR-30b-5p) with the outcome variables (clinical and echocardiographic variables). Time was included as variable. The results pointed out that high levels of plasma miR-30b-5p corresponded to lower values of left ventricular end-diastolic diameter normalized for body weight, end-diastolic and end-systolic volumes indexed for body weight, and left atrium-to aortic root ratio. Hence, higher miR-30b-5p expressions were associated with milder forms of mitral valve disease in our study population. In contrast, the results obtained for the intensity of heart murmur, the mitral regurgitation severity, and the Mitral INsufficiency Echocardiographic score) were not statistically significant. A relationship between high abundance of miR-30b-5p and myxomatous mitral valve disease that appear echocardiographically more stable over time has been demonstrated. In conclusion, Cavalier King Charles Spaniels affected by myxomatous mitral valve disease that at the first cardiologic evaluation showed an upregulation of miR-30b-5p are expected to experience lesser variations on their echocardiographic examination between T0 and T1.
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[Not Available]. TIERARZTLICHE PRAXIS. AUSGABE K, KLEINTIERE/HEIMTIERE 2021; 49:474-475. [PMID: 34861724 DOI: 10.1055/a-1532-4124] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/13/2023]
Abstract
Die myxomatöse Mitralklappenendokardiose (MME) mit resultierender Mitralinsuffizienz (MI) ist beim Hund eine der häufigsten erworbenen kardialen Veränderungen und macht bis zu 75 % der Herzerkrankungen aus. Die echokardiografische Beurteilung der Remodellierung des Herzens stellt eine bedeutsame Methode zur Evaluierung der Erkrankung dar, doch fehlt dafür eine entsprechende allgemeingültige Gradeinteilung. Ziel dieser Studie war daher, einen auf routinemäßig erhobenen echokardiografischen Parametern basierenden „Mitral Insufficiency Echocardiographic Score“ (MINE Score) für den Schweregrad der Erkrankung zu entwickeln und dessen prognostische Aussagekraft zu überprüfen.
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Vezzosi T, Grosso G, Tognetti R, Meucci V, Patata V, Marchesotti F, Domenech O. The Mitral INsufficiency Echocardiographic score: A severity classification of myxomatous mitral valve disease in dogs. J Vet Intern Med 2021; 35:1238-1244. [PMID: 33951235 PMCID: PMC8163114 DOI: 10.1111/jvim.16131] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2020] [Revised: 03/29/2021] [Accepted: 04/07/2021] [Indexed: 11/27/2022] Open
Abstract
Background There is no commonly shared severity score for myxomatous mitral valve disease (MMVD) based on routinely acquired echocardiographic variables. Hypothesis/Objectives To propose an easy‐to‐use echocardiographic classification of severity of MMVD in dogs. Animals Five hundred and sixty dogs with MMVD. Methods This was a retrospective, multicenter, observational study. The proposed Mitral INsufficiency Echocardiographic (MINE) score was based on 4 echocardiographic variables: left atrium‐to‐aorta ratio, left ventricular end‐diastolic diameter normalized for body weight, fractional shortening, and E‐wave transmitral peak velocity. Specific echocardiographic cutoffs were defined based on previous prognostic studies on MMVD, and severity scores were assigned as follows: mild (score: 4‐5), moderate (score: 6‐7), severe (score: 8‐12), late stage (score: 13‐14). Results Median survival time was significantly different (P < .05) between the proposed severity classes: mild (2344 days, 95% confidence interval [CI] 1877‐2810 days), moderate (1882 days, 95% CI 1341‐2434 days), severe (623 days, 95% CI 432‐710 days), and late stage (157 days, 95% CI 53‐257 days). A MINE score >8 was predictive of cardiac death (area under the curve = 0.85; P < .0001; sensitivity 87%, specificity 73%). In the multivariable analysis, all the echocardiographic variables of the MINE score were independent predictors of death because of heart disease (P < .001). Conclusions and Clinical Importance The MINE score is a new easy‐to‐use echocardiographic classification of severity of MMVD, which has been proven to be clinically effective as it is associated with survival. This classification provides prognostic information and could be useful for an objective echocardiographic assessment of MMVD.
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Affiliation(s)
- Tommaso Vezzosi
- Department of Veterinary Sciences, University of Pisa, Pisa, Italy
| | - Giovanni Grosso
- Department of Veterinary Sciences, University of Pisa, Pisa, Italy
| | - Rosalba Tognetti
- Department of Veterinary Sciences, University of Pisa, Pisa, Italy
| | - Valentina Meucci
- Department of Veterinary Sciences, University of Pisa, Pisa, Italy
| | - Valentina Patata
- Department of Cardiology, Anicura Istituto Veterinario Novara, Granozzo con Monticello, Italy
| | - Federica Marchesotti
- Department of Cardiology, Anicura Istituto Veterinario Novara, Granozzo con Monticello, Italy
| | - Oriol Domenech
- Department of Cardiology, Anicura Istituto Veterinario Novara, Granozzo con Monticello, Italy
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