74 research outputs found
An artificial neural networkâbased model to predict chronic kidney disease in aged cats
Background
Chronic kidney disease (CKD) frequently causes death in older cats; its early detection is challenging.
Objectives
To build a sensitive and specific model for early prediction of CKD in cats using artificial neural network (ANN) techniques applied to routine health screening data.
Animals
Data from 218 healthy cats â„7âyears of age screened at the Royal Veterinary College (RVC) were used for model building. Performance was tested using data from 3546 cats in the Banfield Pet Hospital records and an additional 60 RCV catsâall initially without a CKD diagnosis.
Methods
Artificial neural network (ANN) modeling used a multilayer feedâforward neural network incorporating a backâpropagation algorithm. Clinical variables from single cat visits were selected using factorial discriminant analysis. Independent submodels were built for different prediction time frames. Two decision threshold strategies were investigated.
Results
Input variables retained were plasma creatinine and blood urea concentrations, and urine specific gravity. For prediction of CKD within 12âmonths, the model had accuracy, sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of 88%, 87%, 70%, 53%, and 92%, respectively. An alternative decision threshold increased specificity and PPV to 98% and 87%, but decreased sensitivity and NPV to 42% and 79%, respectively.
Conclusions and Clinical Importance
A model was generated that identified cats in the general population â„7âyears of age that are at risk of developing CKD within 12âmonths. These individuals can be recommended for further investigation and monitoring more frequently than annually. Predictions were based on single visits using common clinical variables
Comparison of voluntary food intake and palatability of commercial weight loss diets in healthy dogs and cats
Background Obesity in dogs and cats is usually managed by dietary energy restriction using a purpose-formulated weight loss diet, but signs of hunger and begging commonly occur causing poor owner compliance. Altering diet characteristics so as to reduce voluntary food intake (VFI) can improve the likelihood of success, although this should not be at the expense of palatability. The aim of the current study was to compare the VFI and palatibility of novel commercially available canine and feline weight loss diets. Methods The relative performance of two canine (C1 and C2) and two feline (F1 and F2) diets was assessed in groups of healthy adult dogs and cats, respectively. Diets varied in energy, protein, fibre, and fat content. To assess canine VFI, 12 (study 1) and 10 (study 2) dogs were offered food in 4 meals, for 15 min on each occasion, with hourly intervals between the meals. For feline VFI, 12 cats were offered food ad libitum for a period of 18 h per day over 5 consecutive days. The palatability studies used separate panels of 37 dogs and 30 cats, with the two diets being served, side-by-side, in identical bowls. Results In dogs, VFI was significantly less for diet C1 than diet C2 when assessed on energy intake (study 1, 42% less, Pâ=â0.032; study 2, 28% less, Pâ=â0.019), but there was no difference in gram weight intake (study 1: Pâ=â0.964; study 2: Pâ=â0.255). In cats, VFI was 17% less for diet F1 than diet F2 when assessed by energy intake (Pâ<â0.001), but there was again no difference in gram weight (Pâ=â0.207). There was no difference in palatability between the two canine diets (Pâ=â0.490), whilst the panel of cats diet preferred F1 to F2 (Pâ<â0.001). Conclusion Foods with different characteristics can decrease VFI without affecting palatability in both dogs and cats. The effects seen could be due to decreased energy content, decreased fat content, increased fibre content, different fibre source, and increased protein content. Further studies are now needed to determine whether similar findings occur in obese dogs and cats on controlled weight loss programmes
Cardiovascular effects of dietary salt intake in aged healthy cats: a 2-year prospective randomized, blinded, and controlled study
High salt dry expanded diets are commercially available for cats to increase water intake and urine volume, as part of the prevention or treatment of naturally occurring urinary stone formation (calcium oxalates and struvites). However, chronic high salt intake may have potential cardiovascular adverse effects in both humans, especially in aging individuals, and several animal models. The objective of this prospective, randomized, blinded, and controlled study was to assess the long-term cardiovascular effects of high salt intake in healthy aged cats. Twenty healthy neutered cats (10.1±2.4 years) were randomly allocated into 2 matched groups. One group was fed a high salt diet (3.1 g/Mcal sodium, 5.5 g/Mcal chloride) and the other group a control diet of same composition except for salt content (1.0 g/Mcal sodium, 2.2 g/Mcal chloride). Clinical examination, systolic and diastolic arterial blood pressure measurements, standard transthoracic echocardiography and conventional Doppler examinations were repeatedly performed on non-sedated cats by trained observers before and over 24 months after diet implementation. Radial and longitudinal velocities of the left ventricular free wall and the interventricular septum were also assessed in systole and diastole using 2-dimensional color tissue Doppler imaging. Statistics were performed using a general linear model. No significant effect of dietary salt intake was observed on systolic and diastolic arterial blood pressure values. Out of the 33 tested imaging variables, the only one affected by dietary salt intake was the radial early on late diastolic velocity ratio assessed in the endocardium of the left ventricular free wall, statistically lower in the high salt diet group at 12 months only (Pâ=â0.044). In conclusion, in this study involving healthy aged cats, chronic high dietary salt intake was not associated with an increased risk of systemic arterial hypertension and myocardial dysfunction, as observed in some elderly people, salt-sensitive patients and animal models
Quality of life is reduced in obese dogs but improves after successful weight loss
Obesity is thought to affect quality of life, but limited objective data exist to support this supposition. The current study aim was to use a questionnaire to determine health-related quality of life (HRQOL) both before and after weight loss, in obese client-owned dogs. Fifty obese dogs were included, and represented a variety of breeds and genders. Prior to weight loss, owners were asked to complete a validated standardised questionnaire to determine HRQOL. Thirty of the dogs successfully completed their weight loss programme and reached target, and owners then completed a follow-up questionnaire. The completed questionnaire responses were transformed to scores corresponding to each of four factors (vitality, emotional disturbance, anxiety and pain), and scored on a scale of 0â6. Changes in the scores were used to explore the sensitivity of the questionnaire, and scores were correlated with responses to direct questions about quality of life and pain, as well as weight loss.Dogs that failed to complete their weight loss programme had lower vitality and higher emotional disturbance scores than those successfully losing weight (P = 0.03 for both). In the 30 dogs that completed, weight loss led to an increased vitality score (P < 0.001), and decreased scores for both emotional disturbance (P < 0.001) and pain (P < 0.001). However, there was no change in anxiety (P = 0.09). The change in vitality score was positively associated with percentage weight loss (rP = 0.43, P = 0.02) and percentage body fat loss (rP = 0.39, P = 0.03). These results indicate demonstrable improvement in HRQOL for obese dogs that successfully lose weigh
Cohort Study of the Success of Controlled Weight Loss Programs for Obese Dogs
Background Most weight loss studies in obese dogs assess rate and percentage of weight loss in the first 2â3 months, rather than the likelihood of successfully reaching target weight. Objective To determine outcome of controlled weight loss programs for obese dogs, and to determine the factors associated with successful completion. Animals 143 obese dogs undergoing a controlled weight loss program. Methods This was a cohort study of obese dogs attending a referral weight management clinic. Dogs were studied during their period of weight loss, and cases classified according to outcome as âcompletedâ (reached target weight), âeuthanizedâ (was euthanized before reaching target weight), or âstopped prematurelyâ (program stopped early for other reasons). Factors associated with successful completion were assessed using simple and multiple logistic regression. Results 87/143 dogs (61%) completed their weight loss program, 11 [8%] died or were euthanized, and the remaining 45 [32%] stopped prematurely. Reasons for dogs stopping prematurely included inability to contact owner, refusal to comply with weight management advice, or development of another illness. Successful weight loss was positively associated with a faster rate (P < .001), a longer duration (P < .001), and feeding a dried weight management diet (P = .010), but negatively associated with starting body fat (P < .001), and use of dirlotapide (P = .0046). Conclusions and Clinical Relevance Just over half of all obese dogs on a controlled weight loss program reach their target weight. Future studies should better clarify reasons for success in individual cases, and also the role of factors such as activity and behavioral modification
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