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Yang CH, Moi SH, Chuang LY, Chen JB. Higher-order clinical risk factor interaction analysis for overall mortality in maintenance hemodialysis patients. Ther Adv Chronic Dis 2020; 11:2040622320949060. [PMID: 33062235 PMCID: PMC7534064 DOI: 10.1177/2040622320949060] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/14/2019] [Accepted: 07/20/2020] [Indexed: 01/21/2023] Open
Abstract
BACKGROUND AND AIMS In Taiwan, approximately 90% of patients with end-stage renal disease receive maintenance hemodialysis. Although studies have reported the survival predictability of multiclinical factors, the higher-order interactions among these factors have rarely been discussed. Conventional statistical approaches such as regression analysis are inadequate for detecting higher-order interactions. Therefore, this study integrated receiver operating characteristic, logistic regression, and balancing functions for adjusting the ratio in risk classes and classification errors for imbalanced cases and controls using multifactor-dimensionality reduction (MDR-ER) analyses to examine the impact of interaction effects between multiclinical factors on overall mortality in patients on maintenance hemodialysis. METERIALS AND METHODS In total, 781 patients who received outpatient hemodialysis dialysis three times per week before 1 January 2009 were included; their baseline clinical factor and mortality outcome data were retrospectively collected using an approved data protocol (201800595B0). RESULTS Consistent with conventional statistical approaches, the higher-order interaction model could indicate the impact of potential risk combination unique to patients on maintenance hemodialysis on the survival outcome, as described previously. Moreover, the MDR-based higher-order interaction model facilitated higher-order interaction effect detection among multiclinical factors and could determine more detailed mortality risk characteristics combinations. CONCLUSION Therefore, higher-order clinical risk interaction analysis is a reasonable strategy for detecting non-traditional risk factor interaction effects on survival outcome unique to patients on maintenance hemodialysis and thus clinically achieving whole-scale patient care.
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Affiliation(s)
- Cheng-Hong Yang
- Department of Electronic Engineering, National Kaohsiung University of Applied Sciences, Kaohsiung Ph.D. Program in Biomedical Engineering, Kaohsiung Medical University, Kaohsiung Drug Development and Value Creation Research Center, Kaohsiung Medical University, Kaohsiung
| | - Sin-Hua Moi
- Department of Chemical Engineering and Institute of Biotechnology and Chemical Engineering, I-Shou University, Kaohsiung
| | - Li-Yeh Chuang
- Department of Chemical Engineering and Institute of Biotechnology and Chemical Engineering, I-Shou University, Kaohsiung 84004
| | - Jin-Bor Chen
- Division of Nephrology, Department of Internal Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, 123 DaPei Rd, Niao Song Dist, Kaohsiung 83301
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Application of simulation-based CYP26 SNP-environment barcodes for evaluating the occurrence of oral malignant disorders by odds ratio-based binary particle swarm optimization: A case-control study in the Taiwanese population. PLoS One 2019; 14:e0220719. [PMID: 31465460 PMCID: PMC6715230 DOI: 10.1371/journal.pone.0220719] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2019] [Accepted: 07/22/2019] [Indexed: 12/15/2022] Open
Abstract
Introduction Genetic polymorphisms and social factors (alcohol consumption, betel quid (BQ) usage, and cigarette consumption), both separately or jointly, play a crucial role in the occurrence of oral malignant disorders such as oral and pharyngeal cancers and oral potentially malignant disorders (OPMD). Material and methods Simultaneous analyses of multiple single nucleotide polymorphisms (SNPs) and environmental effects on oral malignant disorders are essential to examine, albeit challenging. Thus, we conducted a case-control study (N = 576) to analyze the risk of occurrence of oral malignant disorders by using binary particle swarm optimization (BPSO) with an odds ratio (OR)-based method. Results We demonstrated that a combination of SNPs (CYP26B1 rs887844 and CYP26C1 rs12256889) and socio-demographic factors (age, ethnicity, and BQ chewing), referred to as the combined effects of SNP-environment, correlated with maximal risk diversity of occurrence observed between the oral malignant disorder group and the control group. The risks were more prominent in the oral and pharyngeal cancers group (OR = 10.30; 95% confidence interval (CI) = 4.58–23.15) than in the OPMD group (OR = 5.42; 95% CI = 1.94–15.12). Conclusions Simulation-based “SNP-environment barcodes” may be used to predict the risk of occurrence of oral malignant disorders. Applying simulation-based “SNP-environment barcodes” may provide insight into the importance of screening tests in preventing oral and pharyngeal cancers and OPMD.
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Beak SH, Lee Y, Lee EB, Kim KH, Kim JG, Bok JD, Kang SK. Study on the fatty acid profile of phospholipid and neutral lipid in Hanwoo beef and their relationship to genetic variation. JOURNAL OF ANIMAL SCIENCE AND TECHNOLOGY 2019; 61:69-76. [PMID: 31333864 PMCID: PMC6582934 DOI: 10.5187/jast.2019.61.2.69] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 12/12/2018] [Revised: 03/11/2019] [Accepted: 03/11/2019] [Indexed: 11/24/2022]
Abstract
Maize which has very high omega-6 fatty acid content has been used as a main feed
grain for Hanwoo beef production to increase marbling, and thus omega-6 to
omega-3 fatty acids ratio in Hanwoo beef is expected to be biased. To elucidate
the current status of omega fatty acids ratio in Hanwoo beef, fatty acid
profiles of neutral lipid and phospholipid fraction were analyzed separately
using 55 Hanwoo steers’ longissimus dorsi muscle
slaughtered at Pyeongchang, Korea from Oct. to Nov. 2015. In addition, an
association study was conducted to evaluate associations between single
nucleotide polymorphism (SNP) markers from references and omega fatty acid
profiles in phospholipid of Hanwoo beef samples using analysis of variance
(ANOVA). In neutral lipid fraction, composition of saturated and monounsaturated
fatty acids was higher and polyunsaturated fatty acids was lower compared to
those in phospholipid fraction. The mean n-6/n-3 ratios of Hanwoo were 56.059
± 16.180 and 26.811 ± 6.668 in phospholipid and neutral lipid,
respectively. There were three SNPs showing statistically significant
associations with omega fatty acid content. GA type of rs41919985 in fatty acid
synthase (FASN) was significantly associated with the highest amount of C20:5
n-3 (p = 0.031). CC type of rs41729173 in fatty
acid-binding protein 4 (FABP4) was significantly associated with the lowest
amount of C22:2n-6 (p = 0.047). AG type of rs42187261 in
FADS1 was significantly linked to the lowest concentration of C20:4 n-6
(p = 0.044). The total n-6/n-3 ratio of the steer
which has all four SNP types in above loci (27.905) was much lower than the mean
value of the total n-6/n-3 ratio in phospholipid of the 55 Hanwoo steers (56.059
± 16.180). It was found that phospholipid and neutral lipid of Hanwoo
have very high n-6/n-3 ratios compared to the reported data from different cow
breeds. Four SNPs in genes related with fatty acid metabolism showed significant
associations with the fatty acid profile of phospholipid and may have potential
as SNP markers to select Hanwoo steers in terms of n-6/n-3 balance in the
future.
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Affiliation(s)
- Seok-Hyeon Beak
- Graduate School of International Agricultural Technology, Seoul National University, Pyeongchang 25354, Korea
| | - Yoonseok Lee
- Department of Biotechnology, College of Agriculture & Life Science, HanKyong National University, Anseong 17579, Korea
| | - Eun Bi Lee
- Institute of Eco-friendly Economic Livestock, Institute of Green-Bio Science & Technology, Seoul National University, Pyeongchang 25354, Korea
| | - Kyoung Hoon Kim
- Graduate School of International Agricultural Technology, Seoul National University, Pyeongchang 25354, Korea.,Institute of Eco-friendly Economic Livestock, Institute of Green-Bio Science & Technology, Seoul National University, Pyeongchang 25354, Korea
| | - Jong Geun Kim
- Graduate School of International Agricultural Technology, Seoul National University, Pyeongchang 25354, Korea.,Institute of Eco-friendly Economic Livestock, Institute of Green-Bio Science & Technology, Seoul National University, Pyeongchang 25354, Korea
| | - Jin Duck Bok
- Institute of Eco-friendly Economic Livestock, Institute of Green-Bio Science & Technology, Seoul National University, Pyeongchang 25354, Korea
| | - Sang-Kee Kang
- Graduate School of International Agricultural Technology, Seoul National University, Pyeongchang 25354, Korea.,Institute of Eco-friendly Economic Livestock, Institute of Green-Bio Science & Technology, Seoul National University, Pyeongchang 25354, Korea.,Research Institute of Agriculture and Life Science, Seoul National University, Seoul 08826, Korea
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Lee JY, Ha J, Yi J, Jang J, Lee W, Lee Y, Oh DY, Han K. Superior single nucleotide polymorphisms that contribute to two main routes of the fatty acid synthesis pathway in Korean cattle. Genes Genomics 2018; 40:945-954. [PMID: 30155709 DOI: 10.1007/s13258-018-0704-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/13/2018] [Accepted: 04/30/2018] [Indexed: 11/28/2022]
Abstract
The fatty acid composition of adipose tissue in livestock has been recognized as an important carcass trait that affects meat quality. To determine the overall positive effect on fatty acid synthesis, we investigated PPARγ, SREBPs, FABP4, SCD, and FASN genes because SNP and/or SNP combinations were strongly affecting each fatty acid synthesis pathway. We screened their SNPs, SNP combinations, and genotype. Furthermore, we studied the economic traits C18:1, monounsaturated fatty acid (MUFA), and marbling score (MS). To enhance the accuracy of the predictive genetic effect, we applied a statistical adjustment model excluding environmental factors. We also selected superior genes, gene combinations, and genotypes for each economic trait by using multifactor dimensionality reduction. Based on the results, g.3977-325 T>C (CC) was selected as the best genotype of the SNP and the combination (g.10153 A>G, g.3977-325 T>C) (AACC, AGCC, GGCC), (g.3690 G>A, g.3977-325 T>C) (GGCC, GACC), (g.3977-325 T>C, g.25670 C>T) (CCCC, CCCT, CCTT) (genotypes of the best SNP combination) was selected as the best gene combination for C18:1 and MUFA. In addition, g.3977-325 T>C (CC) was selected as the best genotype of the SNP and the combination (g.3977-325 T>C, g.6974 G>A) (TTAA, CTAA, CCAA, CCGA, CCGG) as the best SNP combination for MS. We integrated genes that were selected as excellent SNP and SNP combinations affecting two main routes of the fatty acid synthesis pathway and identified the best and final SNP, SNP combination, and superior genotype.
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Affiliation(s)
- Jea-Young Lee
- Department of Statistics, Yeungnam University, Gyeongsan-si, Gyeongbuk, 38541, Republic of Korea
| | - Jaejung Ha
- Livestock Research Institute, Gyeongsangbuk-Do, Yeongju, Gyeongbuk, 36052, Republic of Korea
| | - Junkoo Yi
- Livestock Research Institute, Gyeongsangbuk-Do, Yeongju, Gyeongbuk, 36052, Republic of Korea
| | - Jieun Jang
- Department of Statistics, Yeungnam University, Gyeongsan-si, Gyeongbuk, 38541, Republic of Korea
| | - Wooseok Lee
- Department of Nanobiomedical Science & BK21 PLUS NBM Global Research Center for Regenerative Medicine, Dankook University, Cheonan, 31116, Republic of Korea
| | - Yoonseok Lee
- Department of Biotechnology, College of Agriculture & Life Science, Hankyong National University, Anseong, Gyeonggi, 17579, Republic of Korea
| | - Dong-Yep Oh
- Livestock Research Institute, Gyeongsangbuk-Do, Yeongju, Gyeongbuk, 36052, Republic of Korea.
| | - Kyudong Han
- Department of Nanobiomedical Science & BK21 PLUS NBM Global Research Center for Regenerative Medicine, Dankook University, Cheonan, 31116, Republic of Korea.
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Signer-Hasler H, Burren A, Neuditschko M, Frischknecht M, Garrick D, Stricker C, Gredler B, Bapst B, Flury C. Population structure and genomic inbreeding in nine Swiss dairy cattle populations. Genet Sel Evol 2017; 49:83. [PMID: 29115934 PMCID: PMC5674839 DOI: 10.1186/s12711-017-0358-6] [Citation(s) in RCA: 44] [Impact Index Per Article: 6.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/22/2016] [Accepted: 10/26/2017] [Indexed: 12/25/2022] Open
Abstract
BACKGROUND Domestication, breed formation and intensive selection have resulted in divergent cattle breeds that likely exhibit their own genomic signatures. In this study, we used genotypes from 27,612 autosomal single nucleotide polymorphisms to characterize population structure based on 9214 sires representing nine Swiss dairy cattle populations: Brown Swiss (BS), Braunvieh (BV), Original Braunvieh (OB), Holstein (HO), Red Holstein (RH), Swiss Fleckvieh (SF), Simmental (SI), Eringer (ER) and Evolèner (EV). Genomic inbreeding (F ROH) and signatures of selection were determined by calculating runs of homozygosity (ROH). The results build the basis for a better understanding of the genetic development of Swiss dairy cattle populations and highlight differences between the original populations (i.e. OB, SI, ER and EV) and those that have become more popular in Switzerland as currently reflected by their larger populations (i.e. BS, BV, HO, RH and SF). RESULTS The levels of genetic diversity were highest and lowest in the SF and BS breeds, respectively. Based on F ST values, we conclude that, among all pairwise comparisons, BS and HO (0.156) differ more than the other pairs of populations. The original Swiss cattle populations OB, SI, ER, and EV are clearly genetically separated from the Swiss cattle populations that are now more common and represented by larger numbers of cows. Mean levels of F ROH ranged from 0.027 (ER) to 0.091 (BS). Three of the original Swiss cattle populations, ER (F ROH: 0.027), OB (F ROH: 0.029), and SI (F ROH: 0.039), showed low levels of genomic inbreeding, whereas it was much higher in EV (F ROH: 0.074). Private signatures of selection for the original Swiss cattle populations are reported for BTA4, 5, 11 and 26. CONCLUSIONS The low levels of genomic inbreeding observed in the original Swiss cattle populations ER, OB and SI compared to the other breeds are explained by a lesser use of artificial insemination and greater use of natural service. Natural service results in more sires having progeny at each generation and thus this breeding practice is likely the major reason for the remarkable levels of genetic diversity retained within these populations. The fact that the EV population is regionally restricted and its small census size of herd-book cows explain its high level of genomic inbreeding.
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Affiliation(s)
- Heidi Signer-Hasler
- School of Agricultural, Forest and Food Sciences, Bern University of Applied Sciences, Zollikofen, Switzerland
| | - Alexander Burren
- School of Agricultural, Forest and Food Sciences, Bern University of Applied Sciences, Zollikofen, Switzerland
| | | | - Mirjam Frischknecht
- School of Agricultural, Forest and Food Sciences, Bern University of Applied Sciences, Zollikofen, Switzerland
- Qualitas AG, Zug, Switzerland
| | | | | | | | | | - Christine Flury
- School of Agricultural, Forest and Food Sciences, Bern University of Applied Sciences, Zollikofen, Switzerland
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Oh DY, Lee JY, Jang JE, Lee SU. Genetic effects of sterol regulatory element binding proteins and fatty acid-binding protein4 on the fatty acid composition of Korean cattle (Hanwoo). ASIAN-AUSTRALASIAN JOURNAL OF ANIMAL SCIENCES 2016; 30:160-166. [PMID: 27492349 PMCID: PMC5205601 DOI: 10.5713/ajas.16.0262] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/04/2016] [Revised: 05/25/2016] [Accepted: 08/03/2016] [Indexed: 11/27/2022]
Abstract
Objective This study identifies single-nucleotide polymorphisms (SNP) or gene combinations that affect the flavor and quality of Korean cattle (Hanwoo) by using the SNP Harvester method. Methods Four economic traits (oleic acid [C18:1], saturated fatty acids), monounsaturated fatty acids, and marbling score) were adjusted for environmental factors in order to focus solely on genetic effects. The SNP Harvester method was used to investigate gene combinations (two-way gene interactions) associated with these economic traits. Further, a multifactor dimensionality reduction method was used to identify superior genotypes in gene combinations. Results Table 3 to 4 show the analysis results for differences between superior genotypes and others for selected major gene combinations using the multifactor dimensionality reduction method. Environmental factors were adjusted for in order to evaluate only the genetic effect. Table 5 shows the adjustment effect by comparing the accuracy before and after correction in two-way gene interactions. Conclusion The g.3977-325 T>C and (g.2988 A>G, g.3977-325 T>C) combinations of fatty acid-binding protein4 were the superior gene, and the superior genotype combinations across all economic traits were the CC genotype at g.3977-325 T>C and the AACC, GACC, GGCC genotypes of (g.2988 A>G, g.3977-325 T>C).
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Affiliation(s)
- Dong-Yep Oh
- Livestock Research institute, Yeongju 750-871, Korea
| | - Jea-Young Lee
- Department of Statistics, Yeungnam University, Gyeongsan 712-749, Korea
| | - Ji-Eun Jang
- Department of Statistics, Yeungnam University, Gyeongsan 712-749, Korea
| | - Seung-Uk Lee
- Department of Civil and Environmental Engineering, National University of Singapore, Singapore 117576, Singapore
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Yang CH, Lin YD, Yen CY, Chuang LY, Chang HW. A systematic gene-gene and gene-environment interaction analysis of DNA repair genes XRCC1, XRCC2, XRCC3, XRCC4, and oral cancer risk. OMICS-A JOURNAL OF INTEGRATIVE BIOLOGY 2016; 19:238-47. [PMID: 25831063 DOI: 10.1089/omi.2014.0121] [Citation(s) in RCA: 29] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
Oral cancer is the sixth most common cancer worldwide with a high mortality rate. Biomarkers that anticipate susceptibility, prognosis, or response to treatments are much needed. Oral cancer is a polygenic disease involving complex interactions among genetic and environmental factors, which require multifaceted analyses. Here, we examined in a dataset of 103 oral cancer cases and 98 controls from Taiwan the association between oral cancer risk and the DNA repair genes X-ray repair cross-complementing group (XRCCs) 1-4, and the environmental factors of smoking, alcohol drinking, and betel quid (BQ) chewing. We employed logistic regression, multifactor dimensionality reduction (MDR), and hierarchical interaction graphs for analyzing gene-gene (G×G) and gene-environment (G×E) interactions. We identified a significantly elevated risk of the XRCC2 rs2040639 heterozygous variant among smokers [adjusted odds ratio (OR) 3.7, 95% confidence interval (CI)=1.1-12.1] and alcohol drinkers [adjusted OR=5.7, 95% CI=1.4-23.2]. The best two-factor based G×G interaction of oral cancer included the XRCC1 rs1799782 and XRCC2 rs2040639 [OR=3.13, 95% CI=1.66-6.13]. For the G×E interaction, the estimated OR of oral cancer for two (drinking-BQ chewing), three (XRCC1-XRCC2-BQ chewing), four (XRCC1-XRCC2-age-BQ chewing), and five factors (XRCC1-XRCC2-age-drinking-BQ chewing) were 32.9 [95% CI=14.1-76.9], 31.0 [95% CI=14.0-64.7], 49.8 [95% CI=21.0-117.7] and 82.9 [95% CI=31.0-221.5], respectively. Taken together, the genotypes of XRCC1 rs1799782 and XRCC2 rs2040639 DNA repair genes appear to be significantly associated with oral cancer. These were enhanced by exposure to certain environmental factors. The observations presented here warrant further research in larger study samples to examine their relevance for routine clinical care in oncology.
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Affiliation(s)
- Cheng-Hong Yang
- 1 Department of Electronic Engineering, National Kaohsiung University of Applied Sciences , Kaohsiung, Taiwan
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The Combinational Polymorphisms of ORAI1 Gene Are Associated with Preventive Models of Breast Cancer in the Taiwanese. BIOMED RESEARCH INTERNATIONAL 2015; 2015:281263. [PMID: 26380267 PMCID: PMC4561876 DOI: 10.1155/2015/281263] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/04/2014] [Accepted: 01/21/2015] [Indexed: 11/26/2022]
Abstract
The ORAI calcium release-activated calcium modulator 1 (ORAI1) has been proven to be an important gene for breast cancer progression and metastasis. However, the protective association model between the single nucleotide polymorphisms (SNPs) of ORAI1 gene was not investigated. Based on a published data set of 345 female breast cancer patients and 290 female controls, we used a particle swarm optimization (PSO) algorithm to identify the possible protective models of breast cancer association in terms of the SNPs of ORAI1 gene. Results showed that the PSO-generated models of 2-SNP (rs12320939-TT/rs12313273-CC), 3-SNP (rs12320939-TT/rs12313273-CC/rs712853-(TT/TC)), 4-SNP (rs12320939-TT/rs12313273-CC/rs7135617-(GG/GT)/rs712853-(TT/TC)), and 5-SNP (rs12320939-TT/rs12313273-CC/rs7135617-(GG/GT)/rs6486795-CC/rs712853-(TT/TC)) displayed low values of odds ratios (0.409–0.425) for breast cancer association. Taken together, these results suggested that our proposed PSO strategy is powerful to identify the combinational SNPs of rs12320939, rs12313273, rs7135617, rs6486795, and rs712853 of ORAI1 gene with a strongly protective association in breast cancer.
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Shabtay A. Adaptive traits of indigenous cattle breeds: The Mediterranean Baladi as a case study. Meat Sci 2015; 109:27-39. [PMID: 26025652 DOI: 10.1016/j.meatsci.2015.05.014] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/04/2015] [Revised: 05/15/2015] [Accepted: 05/16/2015] [Indexed: 10/23/2022]
Abstract
Generally taken, breeds of Bos taurus ancestry are considered more productive, in comparison with Bos indicus derived breeds that present enhanced hardiness and disease resistance, low nutritional requirements and higher capability of feed utilization. While breeds of B. taurus have been mostly selected for intensive production systems, indigenous cattle, developed mostly from indicine and African taurines, flourish in extensive habitats. Worldwide demographic and economic processes face animal production with new challenges - the increasing demand for animal food products. Intensification of animal husbandry is thus a desired goal in stricken parts of the world. An introduction of productive traits to indigenous breeds might serve to generate improved biological and economic efficiencies. For this to succeed, the genetic merit of traits like efficiency of feed utilization and product quality should be revealed, encouraging the conservation initiatives of indigenous cattle populations, many of which are already extinct and endangered. Moreover, to overcome potential genetic homogeneity, controlled breeding practices should be undertaken. The Baladi cattle are a native local breed found throughout the Mediterranean basin. Purebred Baladi animals are rapidly vanishing, as more European breeds are being introduced or used for backcrosses leading to improved production. The superiority of Baladi over large-framed cattle, in feedlot and on Mediterranean pasture, with respect to adaptability and efficiency, is highlighted in the current review.
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Affiliation(s)
- Ariel Shabtay
- Agricultural Research Organization, Beef Cattle Section, Newe Ya'ar P.O. Box 1021, Israel.
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