| Literature DB >> 36077945 |
Roberta Matera1, Gabriele Di Vuolo2, Alessio Cotticelli1, Angela Salzano1, Gianluca Neglia1, Roberta Cimmino3, Danila D'Angelo1, Stefano Biffani4.
Abstract
The measurement of milk electrical conductivity (EC) is a relatively simple and inexpensive technique that has been evaluated as a routine method for the diagnosis of mastitis in dairy farms. The aim of this study was to obtain further knowledge on relationships between EC, production traits and somatic cell count (SCC) in Italian Mediterranean Buffalo. The original dataset included 5411 records collected from 808 buffalo cows. Two mixed models were used to evaluate both the effect of EC on MY, PP and FP and EC at test-day, and the effect of EC on somatic cell score (SCS) by using five different parameters (EC_param), namely: EC collected at the official milk recording test day (EC_day0), EC collected 3 days before official milk recording (EC_day3), and three statistics calculated from EC collected 1, 3 and 5 days before each test-day, respectively. All effects included in the model were significant for all traits, with the only exception of the effect of EC nested within parity for FP. The relationship between EC and SCS was always positive, but of different magnitude according to the parity. The regression of EC on SCS at test-day using different EC parameters was always significant except when the regression parameter was the slope obtained from a linear regression of EC collected over the 5-day period. Moreover, in order to evaluate how well the different models fit the data, three parameters were used: the Average Information Criteria (AIC), the marginal R2 and the conditional R2. According to AIC and to both the Marginal and Conditional R2, the best results were obtained when the regression parameter was the mean EC estimated over the 5-day period.Entities:
Keywords: Mediterranean Buffalo; electrical conductivity; udder health
Year: 2022 PMID: 36077945 PMCID: PMC9455038 DOI: 10.3390/ani12172225
Source DB: PubMed Journal: Animals (Basel) ISSN: 2076-2615 Impact factor: 3.231
Descriptive statistics.
| Parity | Milk (kg/d) | Fat % | Protein % | SCS | EC (mS/cm) | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| Mean | Std. Dev. | Mean | Std. Dev. | Mean | Std. Dev. | Mean | Std. Dev. | Mean | Std. Dev. | |
| 1 | 8.96 | 3.39 | 9.30 | 1.93 | 4.83 | 0.37 | 2.73 | 2.15 | 8.64 | 0.50 |
| 2 | 9.97 | 4.06 | 8.88 | 1.81 | 4.73 | 0.36 | 3.24 | 2.18 | 8.82 | 0.84 |
| 3 | 10.84 | 4.43 | 8.77 | 1.78 | 4.63 | 0.39 | 3.26 | 2.08 | 8.91 | 0.96 |
| 4 | 10.42 | 4.32 | 8.68 | 1.79 | 4.65 | 0.38 | 3.58 | 2.19 | 9.05 | 1.07 |
| 5+ | 10.60 | 4.41 | 8.49 | 1.70 | 4.60 | 0.38 | 3.59 | 2.26 | 8.99 | 1.10 |
Figure 1Italian Mediterranean Buffalo: observed trend for electrical conductivity (EC) (A) and Somatic Cell Score (SCS) (B) across stage of lactation and parity.
F-value and significance of fixed effects included in the analysis for milk traits and conductivity.
| Model a | Trait | YM b | SOL c | Par d | (SOL * Par) e | (EC * Par) f |
|---|---|---|---|---|---|---|
| 1 | MY (kg/day) | 279.3 *** | 318.2 *** | 32.3 *** | 151.3 *** | 159.9 *** |
| 1 | FP (%/day) | 46.1 *** | 437.1 *** | 1.9 ns | 65.9 ** | 5.7 ns |
| 1 | PP (%/day) | 323.3 *** | 407.6 *** | 4.5 ns | 88.4 *** | 15.3 ** |
a Statistical significance is given as: ** p < 0.01; *** p < 0.001; b year-month of calving; c stage of lactation; d parity; e stage of lactation by parity; f Milk Conductivity by parity.
Estimated linear regression coefficients of EC nested within parity for daily milk yield (MY, protein (PP) and fat percentage (FP) in Italian Mediterranean Buffaloes.
| Parity | MY a | PP b | FP | |||
|---|---|---|---|---|---|---|
| b | b | b | ||||
| 1 | 0.0029 ± 0.17 | 0.99 | −0.0014 ± 0.02 | 0.9436 | −0.1308 ± 0.11 | 0.2452 |
| 2 | −0.4385 ± 0.08 | <0.0001 | −0.0101 ± 0.01 | 0.2906 | −0.0415 ± 0.05 | 0.4393 |
| 3 | −0.5541 ± 0.09 | <0.0001 | −0.0283 ± 0.01 | 0.0091 | −0.0425 ± 0.06 | 0.4784 |
| 4 | −0.5468 ± 0.09 | <0.0001 | −0.0089 ± 0.01 | 0.3948 | −0.0051 ± 0.06 | 0.9282 |
| 5+ | −0.6231 ± 0.08 | <0.0001 | −0.0243 ± 0.01 | 0.0095 | −0.0908 ± 0.05 | 0.0681 |
a Variation in Daily Milk kg by a 1 mS change in EC; b Variation in Daily Protein content by 1 a mS in EC.
F-value and significance of fixed effects included in the analysis for somatic cell score and milk conductivity.
| Regression Parameter | YM a | SOL b | Par c | Milk d | (SOL * Par) e | (EC * Par) f |
|---|---|---|---|---|---|---|
| EC at milk recording | 77.5 *** | 41.6 *** | 16.3 *** | 91.2 *** | 1.2 ns | 22.9 *** |
| EC 3 days before milk recording | 77.2 *** | 41.2 *** | 16.1 *** | 90.9 *** | 1.1 ns | 17.2 *** |
| EC mean during 5 days before milk recording | 77.8 *** | 41.5 *** | 16.4 *** | 91.6 *** | 1.2 ns | 25.7 *** |
| EC standard deviation 5 days before milk recording | 77.3 *** | 40.9 *** | 16.1 *** | 90.0 *** | 1.1 ns | 18.9 *** |
| EC change (slope) 5 days before milk recording | 76.64 *** | 39.7 *** | 14.9 *** | 88.6 *** | 1.1 ns | 0.5 ns |
a year-month of calving; b stage of lactation; c parity; d Milk yield; e stage of lactation by parity; f Milk Conductivity by parity. *** p < 0.001.
Estimated linear regression coefficients of different EC parameters nested within parity for SCS in Italian Mediterranean Buffaloes.
| Parity | EC at Milk Recording | EC 3 Days before Milk Recording | EC Mean During 5 Days before Milk Recording | EC Standard Deviation 5 Days before Milk Recording | ||||
|---|---|---|---|---|---|---|---|---|
| SCS | SCS | SCS | SCS | |||||
| 1 | 0.600 ± 0.14 | <0.0001 | 0.26 ± 0.10 | 0.01115 | 0.387 ± 0.13 | 0.0027 | 0.953 ± 0.21 | <0.0001 |
| 2 | 0.391 ± 0.07 | <0.0001 | 0.433 ± 0.07 | <0.0001 | 0.571 ± 0.08 | <0.0001 | 0.612 ± 0.12 | <0.0001 |
| 3 | 0.321 ± 0.08 | <0.0001 | 0.245 ± 0.07 | 0.00099 | 0.369 ± 0.09 | <0.0001 | 0.476 ± 0.13 | 0.00021 |
| 4 | 0.408 ± 0.07 | <0.0001 | 0.249 ± 0.06 | <0.0001 | 0.378 ± 0.08 | <0.0001 | 0.635 ± 0.13 | <0.0001 |
| 5+ | 0.277 ± 0.06 | <0.0001 | 0.309 ± 0.07 | <0.0001 | 0.409 ± 0.08 | <0.0001 | 0.530 ± 0.14 | 0.00018 |
a year-month of calving; b stage of lactation; c parity; d Milk yield; e stage of lactation by parity; f Milk Conductivity by parity.
AIC (Akaike information criterion), marginal and conditional R2 from models used to investigate the relationship between milk conductivity and SCS at test-day.
| Regression Parameter | AIC | Marginal | Conditional |
|---|---|---|---|
| EC mean during 5 days before milk recording | 18,542 | 0.247 | 0.371 |
| EC 3 days before milk recording | 18,584 | 0.240 | 0.367 |
| EC at milk recording | 18,555 | 0.246 | 0.365 |
| EC standard deviation during 5 days before milk recording | 18,575 | 0.243 | 0.364 |