novel genetic markers affect rennet -induced milk coagulation · 2020. 11. 11. · milk coagulation...
TRANSCRIPT
Novel genetic markers affect
rennet-induced milk coagulationrennet-induced milk coagulation
Vivi R. GregersenPostdoc
Molecular Biology and Genetics
Aarhus University, Denmark
12th International Symposium on Milk Genomics and Human Health
Milk Genomics
• Danish-Swedish milk genomics initiative
Milk phenotypes
Genotyping
620,000 SNPs~400 cows/breed
22
m/z200 400 600 800 1000 1200
0
1
2
3
4
5
6
7
8
9
10
11
12
13
14
[Abs. Int. * 1000]
a Yb P Y V R Y Ly V I V
185.250a 2
213.255b 2
310.284b 3
451.359y 3
473.328b 4
550.452y 4
572.546b 5
700.467a 6
728.456b 6
810.534y 6
863.598a 7
891.486b 7
923.583y 7
1004.991b 8
1022.621y 8
Cheese making
Modified from “Enzymes for cheese - CHY-MAX® M coagulant”, Chr. Hansen
Curd firming rate (CFR)
Fre
que
ncy 0 ,1 5
0 ,2 0
0 ,2 5
D a n is h H o ls te in
D a n is h J e rs e y
S w e d is h R e d
C F R (P a /m in )
2 4 6 8 1 0 1 2 1 4 1 6 1 8 2 0 2 2 2 4 2 6 2 8 3 0 3 2 3 4 3 6 3 8 > 4 0
Fre
que
ncy
0 ,0 0
0 ,0 5
0 ,1 0
Poulsen et al., 2013, J. Dairy Sci. 96: 4830-4842
Milk coagulation
Danish Holstein
Coagulating
Poor coagulation
non-coagulation
Swedish Red
2%
16%
• High frequency of non-coagulating samples in
milk from Swedish Red
• Potentially, a severe problem for cheese
dairies
What causes variation among cows?
Minor environmental effect
Coagulation
Curd firming rate
H2 = 0.75
Poulsen et al., 2015, J. Dairy Sci. 98 :2079–2087
Naturmælk
http://obgyn.mcw.edu/
Large genetic effect
Objective
• Investigate the genetic contribution to the
phenomena non-coagulation
• To identify cause
Materials
Sampling
• Danish Holstein and Swedish Red– Milk and DNA samples
– Approx. 800 cows
– Sampling performed on 20 herds per breed– Sampling performed on 20 herds per breed
– Parity, lactation stage and milk yield in database
Genotyping
• Bovine HD SNP-chip
Methods
Milk rheological analysis
• Curd firming rate (CFR)[ΔG’/Δt]lin
G´= gel strength in PaG´= gel strength in Pa
t = time in minutes
(Poulsen et al., 2013)
Methods
Genome scan and haplotype analysis
• Simple GWAS
• Haplotype analysisAdditive genetic effects model
(Gregersen et al. 2015)
……
. . . …… . . . . . . …… . . .
SNP1
SNP2
SNPN
Allele 1
Allele 2
11
--1
11
--2
12
--1
21
--2
22
--1
22
--2
Leaf node
phase
# # # # # #
Haplotype analysis
• Highly associated SNPs only!
SNP1
SNP2
Allele 1
Allele 2
……
. . . …… . . . . . . …… . . . SNPN
11
--1
11
--2
12
--1
21
--2
22
--1
22
--2
Leaf node
phase
# # # # # #
CSN3, coding for κ-CN
• Genetic variants
Danish Holstein Danish Jersey Swedish Red
κ-CN
Poulsen et al., 2013, J. Dairy Sci. 96: 4830-4842
• Genetic B-variant is related to good coagulation properties
B
BB
A A
E EA
Methods
Genotyping of CSN3 genetic variants
• CSN3 (A,B and E) variants
• Custom TaqMan SNP assays(Poulsen et al. 2013)(Poulsen et al. 2013)
Methods
Sequencing of cows
• 4 cows were selected for (27x) whole
genome sequencing based on haplotype and
CSN3 genetic variantsCSN3 genetic variants
Results
• Milk data trimming
– Excluded samples with high somatic cell count
• Genotypes• Genotypes
– QC filtering
• SNPs (Call rate < 0.95) and individuals (Call freq. < 0.98)
for missingness
• Minor allele frequency (MAF < 0.02)
• Deviation from Hardy-Weinberg equilibrium (< 0.001)
Results
Major locus identified in relation to CSN3
Danish Holstein
Same three SNPs
Swedish Red
5% Bonferroni genome-wide significance
Position, bpPosition, bp
Swedish Red
Results
• SNPs selected for haplotype analysis
– Top three SNPs From GWAS
Non-coding
Located in relation to CSN3
– CSN3 B-variant SNPFrom Bovine HD SNPChip
In complete Linkage disequilibrium with the genetic B-variant
Results
4 haplotypes identified in Danish Holstein• CSN3 B-variant => good CFR
• CSN3 A-variant => good or poor CFR
HaplotypeDanish
Holstein n
Mean CFR
(Pa/min)Frequency Gene variant
hap1 416 7.28 57.46 A and E
hap2 177 10.78 24.45 B
hap3 72 9.46 9.94 A
hap4 59 11.83 8.15 A
Results
Same haplotype pattern identified in Swedish Red!
• Same relation to genetic variants
• Same relation between mean CFR– Difference in mean CFR between breeds!
HaplotypeSwedish
Red n
Mean CFR
(Pa/min)Frequency Gene variant
hap1 400 5.76 60.1 A and E
hap2 108 8.88 16.2 B
hap3 29 8.58 4.4 A
hap4 117 9.86 19.3 A
Results
0,1
0,15
0,2
0,25
SR
DH
• 16% non-coagulation in SR
• 2% non-coagulation in DH
HaplotypeSwedish
Red n
Mean CFR
(Pa/min)Frequency Gene variant
hap1 400 5.76 60.1 A and E
hap2 108 8.88 16.2 B
hap3 29 8.58 4.4 A
hap4 117 9.86 19.3 A
0
0,05
0 2 4 6 8 10 12 14 16 18 20 22 24 26
Results
Confirmation study in milk
• New sampling
Collection of milk from homozygous cows
Milk properties Milk properties Expression studies
Danish Holstein
Milk properties
(AU-FOOD)
MCP
Protein profile (LCMS)
Calcium distribution
Milk properties
(Arla Foods)
Micelle size
Expression studies
(AU-MBG)
Cvr nr Hap A Hap AE Hap B Total
DH1 2 3 2 7
DH2 2 9 6 17
DH3 3 8 7 18
DH4 3 8 6 17
DH5 2 5 5 12
Total 12 33 26 71
Animals carrying only hap 3 and/or hap 4 (A)
Homozygotes of hap1 (AE)
Homozygotes of hap 2 (B)
Protein content
• No significant difference between the
haplotypes
A AE B
4.5
4.0
3.5
3.0Pro
tein
(g
/10
0 g
)
Coagulation properties
30
20
CF
R (
Pa
/min
)
1800
1600
1400
1200
RC
T (
seco
nd
s)
Rennet coagulation time (RCT) is also affected by haplotype
Three out of 33 AE haplotype samples were non-coagulating!
A AE B A AE B
10CF
R (
Pa
/min
)
1000
800
RC
T (
Micelle size
Smaller micelles for good coagulation haplotypes
0,40,50,6
170
(nm
)
00,10,20,30,4
10
0-1
10
11
0-1
20
12
0-1
30
13
0-1
40
14
0-1
50
15
0-1
60
16
0-1
70
17
0-1
80
18
0-1
90
Micelle size (nm)
AE
A
B
A AE B
170
160
150
140
130
120
Mic
ell
esi
ze(n
m)
Micelle size relates to CSN3 expression levels
0.10
CN
/to
tal
pro
tein
A
AE
B
180
170
size
(nm
)A AE B
0.08
0.06
% KK KK
-CN
/to
tal
pro
tein
160
150
140
130
Mic
ell
esi
ze
% κ-CN/total protein
0.05 0.06 0.07 0.08 0.09 0.10 0.11
• Note, this is the quantitative expression level, NOT the exact amount of κ-CN
Confirmation study in milk
• Homozygotes of hap 1 (AE)
• Animals carrying only hap 3 and/or hap 4 (A)
• Homozygotes of hap 2 (B)
HAP AE
(n=33)
HAP A
(n=12)
HAP B
(n=26)
Protein% 3.59a 3.57a 3.45a
CFR (Pa/min) 6.24a 13.17b 11.82b
Micelle size (nm) 165.98a 150.41b 146.86b
a, b show significant difference within same row
Breeding potential
By lowering the frequency of the AE
haplotype, non- and poor coagulation
properties can be partly eliminated.Known variants
properties can be partly eliminated.
A B E
AE B A
0
0,05
0,1
0,15
0,2
0,25
4 6 8 10 12 14 16 18 20 22
CFR (Pa/min)
Today
future
Haplotypes
Conclusion
� Major locus affects curd firming rate
� Haplotype analysis reveals that not only the genetic variants of CSN3 affects CFRgenetic variants of CSN3 affects CFR
� The genetic A-variant of CSN3 is linked to both poor end good coagulation
� Obvious breeding potential
Further studies
• Pool-seq data of extreme phenotypes
CFR Danish Holstein
Bertelsen et al. 2015, J. Anim. Sci. (submitted)
Future Plans
• RNA-seq of mammary gland epithelia cells
from milk samples
� Two samples of each haplotype from four
different farmsdifferent farms
� Investigation:
� Which genes are expressed
� Expression level
� Genes in relation to associations
Acknowledgement
MBG, MGS Arla strategic Innovation Center ANIS, AU
Christian Bendixen Mikka S. Hansen Stig Purup
Lone Bruhn Madsen
Lars-Erik Holm FTEN, Lund University FOOD, AU
Frank Panitz Frida Gustavsson Nina A. Poulsen
Henriette P. Bertelsen Marie Paulsson Lotte B. Larsen
Bo Thomsen Maria GlantzBo Thomsen Maria Glantz
Rasmus O. Nielsen
Mette Jeppesen
Bente F. Majgren
Hanne Jørgensen
Bart Buitenhuis