Animal Traits Correlation Database

(Refer to Filter box on the top right for what's
displayed and options for what's to view)

Species	Trait A	Trait B	Correlations	Correlation type
Cattle	MARBL	FA-C16:1	-0.43	Genetic
Cattle	MARBL	FA-C14:0	-0.26	Genetic
Cattle	MARBL	SFA	-0.03	Genetic
Cattle	MARBL	FA-C18:0	0.16	Genetic
Cattle	FA-C18:3	MARBL	0.78	Genetic
Cattle	FA-C20:4	MARBL	-0.63	Genetic
Cattle	FA-C18:2	MARBL	0.37	Genetic
Cattle	MARBL	MUFA	0.03	Genetic
Cattle	MARBL	FA-C16:0	-0.07	Genetic
Cattle	MARBL	FA-C18:1	0.17	Genetic
Cattle	MARBL	PUFA	0.26	Genetic
Cattle	DSIND	MARBL	0.01	Genetic
Cattle	ELIND	MARBL	0.22	Genetic
Cattle	MARBL	SUBFAT	0.26	Genetic
Cattle	KPHCWT	MARBL	0.10	Genetic
Cattle	DRESSPERC	MARBL	0.08	Genetic
Cattle	MARBL	YGRADE	0.26	Genetic
Cattle	LMA	MARBL	-0.17	Genetic
Cattle	CWT	MARBL	-0.10	Genetic
Cattle	MARBL	HEIGHT	-0.27	Genetic
Cattle	ADG	MARBL	0.28	Genetic
Cattle	MARBL	SUBFAT	0.56	Genetic
Cattle	DRESSPERC	MARBL	0.35	Genetic
Cattle	CWT	MARBL	0.39	Genetic
Cattle	CUT	MARBL	-0.43	Genetic
Cattle	MARBL	QUALG	1.00	Genetic
Cattle	MARBL	YGRADE	0.45	Genetic
Cattle	MARBL	YIELD	0.27	Genetic
Cattle	LMA	MARBL	0.44	Genetic
Cattle	KPHCWT	MARBL	0.27	Genetic
Cattle	MARBL	SUBFAT	0.53	Genetic
Cattle	LMA	MARBL	-0.04	Genetic
Cattle	CWT	MARBL	-0.06	Genetic
Cattle	SUBFAT	MARBL	-0.13	Genetic
Cattle	MARBL	SUBFAT	0.32	Genetic
Cattle	MARBL	TEND	0.34	Genetic
Cattle	MARBL	FLAVS	0.34	Genetic
Cattle	MARBL	SF	-1.00	Genetic
Cattle	MARBL	RIBF	0.65	Genetic
Cattle	MARBL	YIELD	-0.56	Genetic
Cattle	JUICE	MARBL	0.28	Genetic
Cattle	IMF	MARBL	0.96	Genetic
Cattle	MARBL	BW	0.47	Genetic
Cattle	MARBL	BW	0.81	Genetic
Cattle	DRESSPERC	MARBL	0.00	Genetic
Cattle	KPHCWT	MARBL	0.59	Genetic
Cattle	LMA	MARBL	0.51	Genetic
Cattle	CWT	MARBL	0.38	Genetic
Cattle	DRESSPERC	MARBL	0.29	Genetic
Cattle	CWT	MARBL	0.39	Genetic
Cattle	LMA	MARBL	-0.05	Genetic
Cattle	MARBL	YGRADE	0.32	Genetic
Cattle	MARBL	YIELD	-0.55	Genetic
Cattle	BONEP	MARBL	-0.21	Genetic
Cattle	FATP	MARBL	0.62	Genetic
Cattle	KPHCWT	MARBL	0.27	Genetic
Cattle	FATWT	MARBL	0.64	Genetic
Cattle	BONEWT	MARBL	0.08	Genetic
Cattle	DRESSPERC	MARBL	0.26	Genetic
Cattle	LMA	MARBL	0.10	Genetic
Cattle	CWT	MARBL	0.24	Genetic
Cattle	MARBL	YGRADE	0.11	Genetic
Cattle	MARBL	YIELD	-0.46	Genetic
Cattle	BONEP	MARBL	-0.06	Genetic
Cattle	FATP	MARBL	0.53	Genetic
Cattle	FATWT	MARBL	0.43	Genetic
Cattle	BONEWT	MARBL	0.17	Genetic
Cattle	KPHCWT	MARBL	0.16	Genetic
Cattle	DRESSPERC	MARBL	0.12	Genetic
Cattle	MARBL	SUBFAT	0.35	Genetic
Cattle	MARBL	SUBFAT	0.04	Genetic
Cattle	MARBL	YGRADE	0.27	Genetic
Cattle	MARBL	YIELD	-0.50	Genetic
Cattle	LMA	MARBL	-0.14	Genetic
Cattle	BONEP	MARBL	-0.20	Genetic
Cattle	FATP	MARBL	0.56	Genetic
Cattle	KPHCWT	MARBL	0.30	Genetic
Cattle	FATWT	MARBL	0.54	Genetic
Cattle	BONEWT	MARBL	-0.14	Genetic
Cattle	MARBL	ADG	0.89	Genetic
Cattle	MARBL	QUALG	0.99	Genetic
Cattle	ADG	MARBL	0.27	Genetic
Cattle	MARBL	YGRADE	0.13	Genetic
Cattle	LMA	MARBL	0.17	Genetic
Cattle	CWT	MARBL	0.51	Genetic
Cattle	MARBL	YGRADE	0.58	Genetic
Cattle	BW	MARBL	-0.45	Genetic
Cattle	LMA	MARBL	-0.82	Genetic
Cattle	CWT	MARBL	-0.98	Genetic
Cattle	MARBL	TEND	-0.08	Genetic
Cattle	BEEFFLAV	MARBL	0.15	Genetic
Cattle	MARBL	SF	-0.03	Genetic
Cattle	MARBL	YIELD	-0.77	Genetic
Cattle	JUICE	MARBL	0.21	Genetic
Cattle	MARBL	SUBFAT	0.46	Genetic
Cattle	BW	MARBL	0.10	Genetic
Cattle	LMA	MARBL	-0.50	Genetic
Cattle	CWT	MARBL	0.18	Genetic
Cattle	MARBL	TEND	0.47	Genetic
Cattle	MARBL	YGRADE	0.58	Genetic
Cattle	BEEFFLAV	MARBL	0.55	Genetic
Cattle	MARBL	SF	-0.46	Genetic
Cattle	MARBL	YIELD	-0.67	Genetic
Cattle	JUICE	MARBL	0.71	Genetic
Cattle	MARBL	SUBFAT	0.44	Genetic
Cattle	CWT	MARBL	0.31	Genetic
Cattle	MARBL	TEND	0.32	Genetic
Cattle	BEEFFLAV	MARBL	0.33	Genetic
Cattle	FATWT	MARBL	0.65	Genetic
Cattle	BONEWT	MARBL	0.08	Genetic
Cattle	MARBL	SF	-1.00	Genetic
Cattle	MARBL	YIELD	-0.60	Genetic
Cattle	IMF	MARBL	0.98	Genetic
Cattle	LMA	MARBL	-0.02	Genetic
Cattle	BONEP	MARBL	-0.28	Genetic
Cattle	FATP	MARBL	0.66	Genetic
Cattle	JUICE	MARBL	0.23	Genetic
Cattle	MARBL	YGRADE	0.66	Genetic
Cattle	MARBL	SF	-0.17	Genetic
Cattle	LMA	MARBL	-0.28	Genetic
Cattle	MARBL	SUBFAT	0.43	Genetic
Cattle	CWT	MARBL	-0.16	Genetic
Cattle	MARBL	LMA	-0.07	Genetic
Cattle	MARBL	HEIGHT	0.23	Genetic
Cattle	MARBL	TEXT	-0.97	Genetic
Cattle	FATCOL	MARBL	-0.13	Genetic
Cattle	LMA	MARBL	0.56	Genetic
Cattle	CWT	MARBL	0.17	Genetic
Cattle	MARBL	SUBFAT	0.02	Genetic
Cattle	LMA	MARBL	0.27	Genetic
Cattle	MARBL	SUBFAT	0.47	Genetic
Cattle	MARBL	FA-C14:0	0.08	Genetic
Cattle	MARBL	FA-C18:0	-0.31	Genetic
Cattle	MARBL	YGRADE	-0.26	Genetic
Cattle	MARBL	SF	-0.50	Genetic
Cattle	MARBL	FA-C16:0	0.06	Genetic
Cattle	LMA	MARBL	0.05	Genetic
Cattle	MARBL	PUFA	-0.20	Genetic
Cattle	MARBL	SFA	-0.11	Genetic
Cattle	MARBL	MUFA	0.12	Genetic
Cattle	IMF	MARBL	0.98	Genetic
Cattle	MARBL	FA-C18:1	0.19	Genetic
Cattle	FA-C18:2	MARBL	-0.15	Genetic
Cattle	MARBL	SCRCIR	0.01	Genetic
Cattle	IMF	MARBL	0.80	Genetic
Cattle	HPG	MARBL	0.10	Genetic
Cattle	MARBL	MBW	-0.10	Genetic
Cattle	ADG	MARBL	0.19	Genetic
Cattle	KLEIB	MARBL	0.37	Genetic
Cattle	LMA	MARBL	0.28	Genetic
Cattle	CWT	MARBL	0.16	Genetic
Cattle	MARBL	SUBFAT	-0.03	Genetic
Cattle	MARBL	RGR	0.37	Genetic
Cattle	MARBL	TEND	0.21	Genetic
Cattle	MARBL	TEXT	-0.30	Genetic
Cattle	MARBL	FLAVS	0.99	Genetic
Cattle	MARBL	FIRM	-0.38	Genetic
Cattle	JUICE	MARBL	0.66	Genetic
Cattle	MARBL	MCOL	-0.19	Genetic
Cattle	LMA	MARBL	-0.03	Genetic
Cattle	LMA	MARBL	0.04	Genetic
Cattle	MARBL	SUBFAT	0.25	Genetic
Cattle	MARBL	BW	-0.08	Genetic
Cattle	MARBL	BW	0.27	Genetic
Cattle	MARBL	BW	-0.18	Genetic
Cattle	MARBL	BW	0.41	Genetic
Cattle	MARBL	ADG	0.19	Genetic
Cattle	MARBL	BW	0.27	Genetic
Cattle	MARBL	BW	0.33	Genetic
Cattle	MARBL	BW	0.03	Genetic
Cattle	MARBL	BW	-0.16	Genetic
Cattle	CWT	MARBL	0.17	Genetic
Cattle	MARBL	IMF	0.78	Genetic
Cattle	LMA	MARBL	0.35	Genetic
Cattle	SUBFAT	MARBL	0.03	Genetic
Cattle	MARBL	BW	0.03	Genetic
Cattle	MARBL	SUBFAT	0.14	Genetic
Cattle	MARBL	SUBFAT	0.50	Genetic
Cattle	MARBL	BW	-0.01	Genetic
Cattle	LMA	MARBL	0.38	Genetic

Query notes

The returned number of correlations to display are limited to 180. Use "filter" tool box on the top to explore for more.

References

Wheeler, TL; Cundiff, LV; Shackelford, SD; Koohmaraie, (2005), Characterization of biological types of cattle (Cycle VII): Carcass, yield, and longissimus palatability traits., Journal of animal science, 83 (1): 196-207.

Bhuiyan M S A, Lee D H, Kim H J, Lee S H, Cho S H, Yang B S, Kim S D (2017), Estimates of genetic parameters for fatty acid compositions in the longissimus dorsi muscle of Hanwoo cattle, Animal : an international journal of animal bioscience, .

Grigoletto L, Ferraz JBS, Oliveira HR, Eler JP, Bussiman FO, Abreu Silva BC, Baldi F, Brito LF (2020), Genetic Architecture of Carcass and Meat Quality Traits in Montana Tropical Composite® Beef Cattle, Frontiers in genetics, 11:123.

Wheeler, TL; Cundiff, LV; Shackelford, SD; Koohmaraie, M (2004), Characterization of biological types of cattle (Cycle VI): carcass, yield, and longissimus palatability traits., Journal of animal science, 82 (4): 1177-89.

Srikanth K, Lee SH, Chung KY, Park JE, Jang GW, Park MR, Kim NY, Kim TH, Chai HH, Park WC, Lim D (2020), A Gene-Set Enrichment and Protein-Protein Interaction Network-Based GWAS with Regulatory SNPs Identifies Candidate Genes and Pathways Associated with Carcass Traits in Hanwoo Cattle, Genes, 11 (3):E316.

Tonussi RL, Espigolan R, Gordo DG, Magalhães AF, Venturini GC, Baldi F, de Oliveira HN, Chardulo LA, Tonhati H, de Albuquerque LG (2015), Genetic association of growth traits with carcass and meat traits in Nellore cattle, Genetics and molecular research : GMR, 14 (4): 18713-9.

Riley, DG; Chase, CC; Hammond, AC; West, RL; Johnson, DD; Olson, TA; Coleman, SW (2002), Estimated genetic parameters for carcass traits of Brahman cattle., Journal of animal science, 80 (4): 955-62.

Lu D, Sargolzaei M, Kelly M, Vander Voort G, Wang Z, MI, Moore S, Plastow G, Miller SP (2013), Genome-wide association analyses for carcass quality in crossbred beef cattle, BMC genetics, 14: 80.

McAllister CM, Speidel SE, Crews Jr DH, Enns RM (2011), Genetic Parameters for Intramuscular Fat Percentage, Marbling Score, Scrotal Circumference, and Heifer Pregnancy in Red Angus Cattle, J Anim Sci, 89(7):2068-72.

Buchanan JW, Reecy JM, Garrick DJ, Duan Q, Beitz DC, Mateescu RG (2015), Genetic Parameters and Genetic Correlations Among Triacylglycerol and Phospholipid Fractions in Angus Cattle, J Anim Sci, 93(2):522-8.

Mehrban H, Naserkheil M, Lee DH, Ibáñez-Escriche N (2020), Genetic parameters and correlations of related feed efficiency, growth and carcass traits in Hanwoo beef cattle, Asian-Australasian journal of animal sciences, .

Rezende FM, Rodriguez E, Leal-Gutiérrez JD, Elzo MA, Johnson DD, Carr C, Mateescu RG (2021), Genomic Approaches Reveal Pleiotropic Effects in Crossbred Beef Cattle, Frontiers in genetics, 12:627055.

Ríos-Utrera, A; Cundiff, LV; Gregory, KE; Koch, RM; Dikeman, ME; Koohmaraie, M; Van Vleck, LD (2005), Genetic analysis of carcass traits of steers adjusted to age, weight, or fat thickness slaughter endpoints., Journal of animal science, 83 (4): 764-76.

Wilson, DE; Willham, RL; Northcutt, SL; Rouse, GH (1993), Genetic parameters for carcass traits estimated from Angus field records., Journal of animal science, 71 (9): 2365-70.

Naserkheil, Masoumeh; Lee, Deuk-Hwan; Kong, Hong-Sik; Seong, Jiyeon; Mehrban, Hossein; (2021), Estimation of Genetic Parameters and Correlation between Yearling Ultrasound Measurements and Carcass Traits in Hanwoo Cattle., Animals (Basel), 11(5): 1425.

Gregory, KE; Cundiff, LV; Koch, RM (1995), Genetic and phenotypic (co)variances for growth and carcass traits of purebred and composite populations of beef cattle., Journal of animal science, 73 (7): 1920-6.

Gordo DGM, Espigolan R, Bresolin T, Fernandes Júnior GA, Magalhães AFB, Braz CU, Fernandes WB, Baldi F, Albuquerque LG (2018), Genetic analysis of carcass and meat quality traits in Nelore cattle, Journal of animal science, 96(9): 3558-3564.

Ladeira GC, de Paiva JT, de Oliveira HR, Carrara ER, Pilonetto F, Freitas FAO, de Mattos EC, Eler JP, Ferraz JBS, de Genova Gaya L (2021), Random-effect meta-analysis of genetic parameter estimates for carcass and meat quality traits in beef cattle, Tropical animal health and production, 53(4): 420.

Veseth, DA; Reynolds, WL; Urick, JJ; Nelsen, TC; Short, RE; Kress, DD (1993), Paternal half-sib heritabilities and genetic, environmental, and phenotypic correlation estimates from randomly selected Hereford cattle., Journal of animal science, 71 (7): 1730-6.

Gregory, KE; Cundiff, LV; Koch, RM; Dikeman, ME; Koohmaraie, M (1994), Breed effects, retained heterosis, and estimates of genetic and phenotypic parameters for carcass and meat traits of beef cattle., Journal of animal science, 72 (5): 1174-83.

Smith, T; Domingue, JD; Paschal, JC; Franke, DE; Bidner, TD; Whipple, G (2007), Genetic parameters for growth and carcass traits of Brahman steers., Journal of animal science, 85 (6): 1377-84.

Bedhane M, van der Werf J, Gondro C, Duijvesteijn N, Lim D, Park B, Park MN, Hee RS, Clark S (2019), Genome-Wide Association Study of Meat Quality Traits in Hanwoo Beef Cattle Using Imputed Whole-Genome Sequence Data, Frontiers in genetics, 10: 1235.

Pariacote, F; Van Vleck, LD; Hunsley, RE (1998), Genetic and phenotypic parameters for carcass traits of American Shorthorn beef cattle, Journal of animal science, 76 (10): 2584-8.

Extended information: data overview by all trait types: (Refer to Filter box on the top right for what's displayed and options for what's to view)
	Environment Correlations:	41
	Genetic Correlations:	202
	Phenotypic Correlations:	164
	Residual Correlations:	10