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Transactions of the ASABE | 2002

The development of an objective lameness scoring system for dairy herds: Pilot study

Parimal G. Rajkondawar; Alan M. Lefcourt; Nagaraj K. Neerchal; R.M. Dyer; M.A. Varner; B. Erez; Uri Tasch

Early detection of bovine lameness offers the potential for effective treatment and effectual management of hoof and leg ailments. This technical note examines statistical relationships between visually derived lameness scores and mechanically derived limb movement variables (LMVs) for sound and lame dairy cows. The visually derived lameness scores were based on observations of arched backs while cows stood and walked. The mechanically derived LMVs were captured as cows walked freely over a patent–pending force–plate system that generates signatures of ground reaction forces. A statistical model evaluated a lameness index (LI) using peak ground reaction force (PGRF). The LI allowed the 23 cows to be classified correctly according to their visually derived lameness scores, with three exceptions. This pilot study demonstrated that the outputs of our force–plate system can be used to relate lameness scores to measurable LMVs.


Journal of Dairy Science | 2009

Enhancing the prediction accuracy of bovine lameness models through transformations of limb movement variables.

Jianbo Liu; Nagaraj K. Neerchal; Uri Tasch; R.M. Dyer; Parimal G. Rajkondawar

The issue of modeling bovine lameness was explored by testing the hypothesis that B-spline transformation of limb movement variables (LMV) employed in predictive models improved model accuracy. The objectives were to determine the effect of number of B-spline knots and the degree of the underlying polynomial approximation (degree of freedom) on model accuracy. Knot number used in B-spline transformation improved model accuracy by improving model specificity and to a lesser extent model sensitivity. Degree of polynomial approximation had no effect on model predictive accuracy from the data set of 261 cows. Model stability, defined as changes in predictive accuracy associated with the superimposition of perturbations (0.5 and 1.0%) in LMV on the measured data, was explored. Model specificity and to a lesser degree, sensitivity, increased with increased knot number across data set perturbations. Specificity and sensitivity increased by 43 and 11%, respectively, when knot number increased from 0 to 7 for a perturbation level of 0.5%. When the perturbation level was 1%, the corresponding increases in specificity and sensitivity were 32 and 4%, respectively. Nevertheless, different levels of LMV perturbation varied the optimal knot number associated with highest model accuracy. The optimal knot number for 0.5% perturbation was 8, whereas for 1% perturbation the optimal knot number was 7. The B-spline transformation improved specificity and sensitivity of predictive models for lameness, provided the appropriate number of knots was selected.


Journal of Dairy Research | 2011

Diversity in the magnitude of hind limb unloading occurs with similar forms of lameness in dairy cows

Jianbo Liu; R.M. Dyer; Nagaraj K. Neerchal; Uri Tasch; Parimal G. Rajkondawar

The objective of the study was to evaluate the relationship of veterinary clinical assessments of lameness to probability estimates of lameness predicted from vertical kinetic measures. We hypothesized that algorithm-derived probability estimates of lameness would accurately reflect vertical measures in lame limbs even though vertical changes may not inevitably occur in all lameness. Kinetic data were collected from sound (n=179) and unilaterally lame (n=167) dairy cattle with a 1-dimensional, parallel force plate system that registered vertical ground reaction force signatures of all four limbs as cows freely exited the milking parlour. Locomotion was scored for each hind limb using a 1-5 locomotion score system (1=sound, 5=severely lame). Pain response in the interdigital space was quantified with an algometer and pain response in the claw was quantified with a hoof tester fitted with a pressure gage. Lesions were assigned severity scores (1=minimal pathology to 5=severe pathology). Lameness diminished the magnitude of peak ground reaction forces, average ground reaction forces, Fourier transformed ground reaction forces, stance times and vertical impulses in the lame limbs of unilaterally lame cows. The only effect of lameness on the opposite sound limb was increased magnitude of stance times and vertical impulses in unilaterally lame cows. Symmetry measures of the peak ground reaction forces, average ground reaction forces, Fourier transformed ground reaction forces, stance times and vertical impulses between the left and right hind limbs were also affected in unilateral lameness. Paradoxically, limbs with clinically similar lesion and locomotion scores and pain responses were associated with a broad range of load-transfer off the limb. Substantial unloading and changes in the vertical limb variables occurred in some lameness while minimal unloading and changes in vertical limb variables occurred in other lameness. Corresponding probability estimates of lameness accurately reflected changes in the vertical parameters of limbs and generated low probability estimates of lameness when minimal unloading occurred. Failure to transfer load off limbs with pain reactions, locomotion abnormalities and lesions explained much of the limited sensitivity in lameness detection with vertical limb variables.


Journal of Dairy Science | 2009

Age, segment, and horn disease affect expression of cytokines, growth factors, and receptors in the epidermis and dermis of the bovine claw

J.A. Mills; D.S. Zarlenga; P.L. Habecker; R.M. Dyer

The aim of this study was to examine changes in RNA expression for growth factors, cytokines, and receptors in epidermal-dermal tissues of the bovine claw relative to host age, claw segment, and disease state of the horn. Epidermal-dermal tissues were collected from the coronary, wall, sole, and bulb segments of 8- to 9-mo-old Holstein fetuses, normal adult cows, and adult cows with sole ulceration. Anatomic and pathologic characteristics were determined in tissues stained with eosin and hematoxylin, and RNA expression levels were evaluated using real-time, quantitative PCR. In normal tissues, certain RNA expression levels were clearly affected by host age: 290.0-, 610.0-, 53.4-, and 8.1-fold greater expression of granulocyte-macrophage colony stimulating factor was observed in fetal coronary, wall, sole, and bulb segment relative to adult tissues, respectively. A claw segment effect was also observed in that IL-1alpha expression was greater (1.59-fold) in the normal adult wall relative to the coronary segment, and IL-18 expression was greater (16.2-fold) in the normal adult sole compared with the coronary segment and 2.88 greater in the fetal sole relative to the bulb segment. Sole ulceration was associated with hemorrhage, thrombosis, inflammation, and striking increases in IL-1beta, IL-18, and inducible nitric oxide synthase, and with less dramatic, albeit measurable, changes in IL-1 type I receptor, IL-1 receptor antagonist, and tumor necrosis factor-alpha. Amidst striking increases in keratinocyte growth factor receptor (i.e., 21.0-fold, 10.4-fold, 0, and 21.6-fold in the coronary, wall, sole, and bulb segments, respectively), a concomitant decrease occurred in keratinocyte growth factor (i.e., 0.80-, 0.54-, 0.56-, and 0.72-fold, respectively). The results demonstrated changes in disease state and, to a lesser extent, claw segment and were accompanied by alterations in the RNA expression of several cytokines, growth factors, and receptors present in the normal claw.


Journal of Dairy Research | 2015

Predictive models of lameness in dairy cows achieve high sensitivity and specificity with force measurements in three dimensions

Jason Dunthorn; R.M. Dyer; Nagaraj K. Neerchal; Jonathan S McHenry; Parimal G. Rajkondawar; Gary Steingraber; Uri Tasch

Lameness remains a significant cause of production losses, a growing welfare concern and may be a greater economic burden than clinical mastitis . A growing need for accurate, continuous automated detection systems continues because US prevalence of lameness is 12.5% while individual herds may experience prevalences of 27.8-50.8%. To that end the first force-plate system restricted to the vertical dimension identified lame cows with 85% specificity and 52% sensitivity. These results lead to the hypothesis that addition of transverse and longitudinal dimensions could improve sensitivity of lameness detection. To address the hypothesis we upgraded the original force plate system to measure ground reaction forces (GRFs) across three directions. GRFs and locomotion scores were generated from randomly selected cows and logistic regression was used to develop a model that characterised relationships of locomotion scores to the GRFs. This preliminary study showed 76 variables across 3 dimensions produced a model with greater than 90% sensitivity, specificity, and area under the receiver operating curve (AUC). The result was a marked improvement on the 52% sensitivity, and 85% specificity previously observed with the 1 dimensional model or the 45% sensitivities reported with visual observations. Validation of model accuracy continues with the goal to finalise accurate automated methods of lameness detection.


Journal of Dairy Science | 2009

Bovine coronary region keratinocyte colony formation is supported by epidermal-dermal interactions

J.A. Mills; D.S. Zarlenga; R.M. Dyer

Delineating the factors that orchestrate keratinocyte growth and differentiation in the claw is pivotal to understanding the quality of hoof horn production in health and disease. The specific objectives of this investigation were to establish an in vitro culture system for bovine coronary region keratinocytes and dermal fibroblasts, determine the colony-forming capacity of epidermal keratinocytes in the coronary region, and characterize transcriptional changes in specific cytokine, growth factor, and receptor genes during colony formation in coculture. Fibroblasts and keratinocytes from the coronary region of the lateral, hind limb claw were collected, and 5.0 x 10(3) and 7.5 x 10(3) keratinocytes were cultured in the presence or absence of fibroblast monolayers, respectively. The 2 densities of keratinocytes formed 144 +/- 15.8 and 183 +/- 26.9 colonies, respectively, in the presence of dermal fibroblasts, whereas no colonies developed in the absence of dermal fibroblasts. Keratinocytes with the ability to show colony formation comprised 1.09% +/- 0.16 to 1.77% +/- 0.28 of the keratinocyte population isolated from the coronary region. Keratinocyte-fibroblast cocultures developed a time-dependent increased expression of several growth factors, cytokines, and receptors. These findings demonstrated that keratinocytes from the bovine coronary region formed colonies in vitro and that colony formation occurred with an absolute dependence on dermal fibroblasts. Colony growth was associated with increased transcriptional expression of cytokine, growth factor, and receptor expression known to drive keratinocyte colony formation in other species. The results indicate that horn-producing keratinocytes must interact with dermal fibroblasts during normal tissue homeostasis in the bovine claw.


Journal of Dairy Science | 2007

Objective determination of claw pain and its relationship to limb locomotion score in dairy cattle.

R.M. Dyer; Nagaraj K. Neerchal; Uri Tasch; Y. Wu; P. Dyer; Parimal G. Rajkondawar


Journal of Dairy Science | 2006

Comparison of Models to Identify Lame Cows Based on Gait and Lesion Scores, and Limb Movement Variables

Parimal G. Rajkondawar; Minglei Liu; R.M. Dyer; Nagaraj K. Neerchal; Uri Tasch; A.M. Lefcourt; B. Erez; M.A. Varner


Journal of Materials Science | 2007

A method for characterizing the mechanical behaviour of hoof horn

Dongsheng Zhang; D. Arola; Robert K. Reprogel; Wei Zheng; Uri Tasch; R.M. Dyer


Journal of Biomedical Science and Engineering | 2011

Modeling bovine lameness with limb movement variables

Yukun Wu; Nagaraj K. Neerchal; R.M. Dyer; Uri Tasch; Parimal G. Rajkondawar

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Uri Tasch

University of Maryland

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D.S. Zarlenga

United States Department of Agriculture

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J.A. Mills

Thomas Jefferson University Hospital

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Jianbo Liu

University of Maryland

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Alan M. Lefcourt

Agricultural Research Service

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D. Arola

University of Washington

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