Skip to main content

ORIGINAL RESEARCH article

Front. Genet., 23 February 2021
Sec. Livestock Genomics

Capture Sequencing to Explore and Map Rare Casein Variants in Goats

  • 1Animal Breeding Biology and Molecular Genetics, Albrecht Daniel Thaer-Institute of Agricultural and Horticultural Sciences, Humboldt University of Berlin, Berlin, Germany
  • 2Department of Dairy Production, Faculty of Animal Production, University of Khartoum, Khartoum North, Sudan
  • 3Animal Resource Research Corporation, Wildlife Research Center, Federal Ministry of Livestock, Fisheries and Rangelands, Khartoum North, Sudan
  • 4Labor für Funktionelle Genomanalyse, Genzentrum, Ludwig-Maximilians-Universität (LMU), Munich, Germany

Genetic variations in the four casein genes CSN1S1, CSN2, CSN1S2, and CSN3 have obtained substantial attention since they affect the milk protein yield, milk composition, cheese processing properties, and digestibility as well as tolerance in human nutrition. Furthermore, milk protein variants are used for breed characterization, biodiversity, and phylogenetic studies. The current study aimed at the identification of casein protein variants in five domestic goat breeds from Sudan (Nubian, Desert, Nilotic, Taggar, and Saanen) and three wild goat species [Capra aegagrus aegagrus (Bezoar ibex), Capra nubiana (Nubian ibex), and Capra ibex (Alpine ibex)]. High-density capture sequencing of 33 goats identified in total 22 non-synonymous and 13 synonymous single nucleotide polymorphisms (SNPs), of which nine non-synonymous and seven synonymous SNPs are new. In the CSN1S1 gene, the new non-synonymous SNP ss7213522403 segregated in Alpine ibex. In the CSN2 gene, the new non-synonymous SNPs ss7213522526, ss7213522558, and ss7213522487 were found exclusively in Nubian and Alpine ibex. In the CSN1S2 gene, the new non-synonymous SNPs ss7213522477, ss7213522549, and ss7213522575 were found in Nubian ibex only. In the CSN3 gene, the non-synonymous SNPs ss7213522604 and ss7213522610 were found in Alpine ibex. The identified DNA sequence variants led to the detection of nine new casein protein variants. New variants were detected for alpha S1 casein in Saanen goats (CSN1S1C1), Bezoar ibex (CSN1S1J), and Alpine ibex (CSN1S1K), for beta and kappa caseins in Alpine ibex (CSN2F and CSN3X), and for alpha S2 casein in all domesticated and wild goats (CSN1S2H), in Nubian and Desert goats (CSN1S2I), or in Nubian ibex only (CSN1S2J and CSN1S2K). The results show that most novel SNPs and protein variants occur in the critically endangered Nubian ibex. This highlights the importance of the preservation of this endangered breed. Furthermore, we suggest validating and further characterizing the new casein protein variants.

Introduction

Goats play an essential role in rural areas of developing countries. They provide food security, preservation of basic nutrition, and economic income (Dubeuf et al., 2004; Peacock, 2005; Devendra and Liang, 2012). Furthermore, goat’s milk is an essential contribution to human nutrition, especially for people who are lactose-intolerant or sensitive to cow’s milk. Goat’s milk has been associated with low allergenic reactivity, antioxidant and anti-inflammatory effects, and prevention of atherosclerosis and cardiovascular diseases (Haenlein, 2004; O’Shea et al., 2004; Russell et al., 2011; Lad et al., 2017).

Milk composition influences its nutritional value, technological properties, and the quality of dairy products (Yasmin et al., 2012). The protein fraction of goat’s milk, similarly to other ruminants, consists of casein and whey proteins (Fox et al., 2000). In goats, the caseins make up about 80% of milk proteins (Martin et al., 2002; Hayes et al., 2006). Alpha S1 (αs1-CN), beta (β-CN), and alpha S2 (αs2-CN) are calcium-sensitive caseins. Kappa casein (κ-CN) is essential for stabilizing the casein micelles (Alexander et al., 1988). Due to the specific casein protein structures, goat’s milk contains larger micelles, including more calcium and other minerals, compared to cow’s milk. The high contents of calcium and other minerals as well as the larger casein micelles improve the cheese-making properties of goat’s milk (Park et al., 2007).

The genes corresponding to alpha S1, beta, alpha S2, and kappa caseins are CSN1S1, CSN2, CSN1S2, and CSN3, respectively. The casein genes are located in a 250-kb region between 85,978 and 86,211 Mb on Capra hircus chromosome 6 in the following order: CSN1S1 (85,978–85,995 Mb), CSN2 (86,006–86,015 Mb), CSN1S2 (86,077–86,094 Mb), and CSN3 (86,197–86,211 Mb) (Martin et al., 2002; Cosenza et al., 2005). Casein genes appear to be rapidly evolving (Prinzenberg et al., 2005). They are highly polymorphic in all species. In C. hircus, 19 protein variants for alpha S1 casein (A, A2, A3, B1, B2, B3, B4, C, D, E, F, G, H, I, L, M, N, 01, and 02), eight for beta casein (A, B, C, D, E, 0, 0′, and another unnamed variant), 10 for alpha S2 casein (A, B, C, D, E, F, G, 0, and truncated sub-variants A and E), and 23 for kappa casein (A, B, C, D, E, F, G, H, I, J, K, L, M, N, O, P, Q, R, S, T, U, V, and W) have been reported (Table 1). Additional sequence variation was found in the upstream and downstream gene regions, which is hypothesized to affect the expression of the casein genes and influence the amount and ratio of the different caseins in goat’s milk (Cosenza et al., 2007; Najafi et al., 2014).

TABLE 1
www.frontiersin.org

Table 1. Known variants of casein proteins.

In this study, we assessed the genetic variation in and between five different goat breeds from Sudan and three wild species. The four major domestic goat breeds in Sudan are Nubian, Desert, Nilotic, and Taggar (Rahmatalla et al., 2017). In Sudan, Nubian dairy goats are the most widely used (Wilson, 1991; Steele, 1996). The Desert goat is a feed-efficient dual-purpose breed for milk and beef production under harsh environmental conditions (Ismail et al., 2011). The Nilotic goat is a short-statured meat breed known for its high fertility and resistance to trypanosomiasis (Osman et al., 2008). Taggar is a dwarf meat goat that is adapted to the mountainous conditions (Bushara and Abu Nikhaila, 2012). More information about the Sudanese native goat breeds can be found in Rahmatalla et al. (2017). The Saanen goats used in this study were imported to Sudan from the Netherlands. While Bezoar ibex is considered as the ancestor of current domesticated goat breeds, Nubian ibex are goats from mountainous regions in Sudan. Alpine ibex are used for comparison with Nubian ibex, which both live in high mountain areas.

High-density capture sequencing was used to identify genetic variants in the casein genes. Since we did not examine proteins, we predicted protein variants from DNA polymorphisms using bioinformatics tools. The identification of such variations on the DNA and protein levels is the first step for subsequent association studies, which will provide further information about the effects of specific protein variants on milk characteristics and offer their application for breed improvement. Moreover, the information can be used for conservation decisions and further elucidation of the evolution of Capra.

Materials and Methods

Animals and Sampling

Thirty-three unrelated female goats were chosen from different regions following the recommendation of the International Society for Animal Genetics (ISAG) and the advisory group regarding animal genetic diversity of the Food and Agriculture Organization of the United Nations (FAO, 2011), as described previously (Rahmatalla et al., 2017; Hassan et al., 2018). Nubian goats (n = 7) were sampled from four locations in the three states along the river Nile. Desert goats (n = 5) from the Bara and Abu Zabad area in the North Kordofan state, Nilotic goats (n = 7) from the Kosti and Rabak areas in the White Nile state, and Taggar goats (n = 7) from the Nuba Mountains and Dalang area in the South Kordofan state. Saanen goat samples (n = 2) were obtained from a goat improvement farm in Khartoum state. Blood was taken from the jugular vein through the use of vacutainer tubes containing EDTA as an anticoagulant (5 ml). DNA was extracted using the Puregene core kit A (Qiagen, Hilden, Germany). Additional DNA samples were obtained from Bezoar ibex (n = 2), Nubian ibex (n = 2), and Alpine ibex (n = 1). DNAs of Bezoar and Alpine ibex were obtained from the DNA and tissue bank of the Leibniz Institute for Zoo and Wildlife Research Berlin, Germany. Nubian ibex originated from the Red Sea state of Sudan, as described previously (Hassan et al., 2018). Detailed information on the samples and the number of sequenced animals is given in Supplementary Table 1. The geographical location of the Sudanese goat samples included in this study is shown in Supplementary Figure 1.

Sequencing

The casein genes CSN1S1, CSN2, CSN1S2, and CSN3 were enriched by hybridization to a custom tiling array (custom designed by e-array, repeat-masked, 1-bp tiling; Agilent 244K Capture Array, Agilent, Santa Clara, United States) and sequenced on a Hiseq1500 instrument (Illumina, San Diego, United States) in paired-end mode with a read length of 100 nt. The gene-specific tiling array was created using the goat reference sequences (version LWLT01) (Bickhart et al., 2017) available at the National Center for Biotechnology Information (NCBI)1. The amplified regions covered 5,000 bp before the transcription start sites and 1,000 bp after the 3′-UTR region of each casein gene.

For the generation of sequencing libraries, 500 ng of genomic DNA was sheared by sonication (Covaris M220, Covaris, Woburn, MA, United States) for 75 s (20% duty factor, 200 cycles per burst) and further processed with the Accel-DNA 1S kit (Swift Biosciences, Ann Arbor, United States) according to the manufacturer’s instructions. The resulting whole genome libraries were barcoded and pooled in equimolar amounts and hybridized to the tiling array. Briefly, the libraries were hybridized for 65 h at 65°C, washed, and eluted with nuclease-free water for 10 min at 95°C. The eluted DNA was concentrated in a vacuum centrifuge, amplified by PCR (10 cycles with 98°C for 15 s, 65°C for 30 s, and 72°C for 30 s) and purified with Ampure XP beads.

Data Analysis

Fastq sequencing files were demultiplexed based on their barcodes and reads were trimmed using trimmomatic, after which the trimmed reads were aligned to the LWLT01 reference genome using BWA. The BAM files containing the raw aligned reads per sample formed the input for our variant calling pipeline. Variants were called using BCFtools, and the resulting raw single nucleotide polymorphism (SNP) calls were filtered using the varFilter tools from the vcfutils package to remove all off-target calls (Danecek et al., 2011).

Two settings in the SNP calling phase were adjusted: read quality (-q) in the mpileup step was increased to 30 (default, 0), and varFilter in the vcfutils step was called with a minimum depth (-d) of 10 reads (default: 2) in a sample before a SNP was to be called. All other settings for SNP filtering were left to their default values. This means that if a SNP is called in a sample, at least 10 reads with a read quality of 30 were available to support the detected SNPs. All SNPs have a minimal QUAL score in the resulting VCF file of 300. The average read depth across all SNPs was visualized and is available in Supplementary Figure 2. Polymorphisms were validated visually using the Integrative Genomics Viewer (IGV) (Robinson et al., 2011).

The positions of the identified sequence variants presented in this paper are based on the LWLT01 genome. Known sequence variants were annotated based on the Single Nucleotide Polymorphism database (dbSNP, build 143) and are reported in this paper with their rs identification number and novel SNPs with their European Variant Archive (EVA) ss identifier.

Subsequently, novel high confident SNPs were combined and annotated using a custom R script that relies on the “seqinr” and “Biostrings” R packages. In short, the GFF3 file containing the gene, exon, and cds locations for goat was combined with the SNPs from the VCF file obtained from SNP calling using R 4.0.2. Amino acid changes were determined by translating codons using the “Biostrings” package (Pagès et al., 2020) using “The Standard Genetic Code” codon table.

The effects of novel non-synonymous SNPs on protein function were predicted using the PROVEAN tool (Choi and Chan, 2015)2 and are available in Supplementary Table 2. The peptide chain response to hydrolysis and cleavage was tested for the amino acid sequences with mutated amino acids in casein proteins by using the PeptideCutter program at ExPASy Bioinformatics Resource Portal3. The isoelectric focus (IEF) information for the new protein variants in the kappa casein was not experimentally tested, but predicted using the ExPASy tool whether the variant belonged to the AIEF or the BIEF group in the kappa casein protein (Gasteiger et al., 2003).

Results

DNA Sequence Variants in the Casein Gene Regions

In total, 647 SNPs were detected in the analysis of 80,685 bp obtained sequences within the casein gene regions of CSN1S1, CSN2, CSN1S2, and CSN3 when compared with the goat reference sequence. Most of the detected variants were located in introns (76.82%), followed by variants in the upstream gene region (14.84%) and the non-synonymous variants (3.40%). The remaining SNPs were synonymous variants (2.01%) and variants located in the 3′-UTR (2.01%) and the 5′-UTR (0.92%) (Figure 1). SNP genotypes are available from the EVA under project ID: PRJEB42077 and can be found at https://www.ebi.ac.uk/ena/data/view/PRJEB42077.

FIGURE 1
www.frontiersin.org

Figure 1. Overview of the genetic variant types occurring within the four casein genes CSN1S1, CSN1S2, CSN2, and CSN3.

CSN1S1

The reference sequence for CSN1S1 (accession no. NC_030813) represents the alpha S1 casein variant CSN1S1A (XP_017904616), which includes the signal peptide. Sequence analysis of 22,807 bp revealed 226 SNPs with 9.9 SNPs per 1,000 sequenced base pairs. Among the identified SNPs, six were non-synonymous (Table 2), seven synonymous (Table 3), and 32 SNPs were located in the upstream region, four in the 3′-UTR, and 177 in introns (Supplementary Table 3).

TABLE 2
www.frontiersin.org

Table 2. Allele frequency of non-synonymous variants in different goat breeds.

TABLE 3
www.frontiersin.org

Table 3. Allele frequency of synonymous variants in different goat breeds.

Among the non-synonymous SNPs, one novel SNP was detected in wild Alpine ibex. This SNP was located at position CHR6:85984154 (ss7213522403, exon 7) and led to the amino acid substitution Ile44Val in the mature alpha S1 casein protein. The known non-synonymous SNPs rs155505536 and rs268293072 were found in all Sudanese breeds, Saanen goats, and Bezoar ibex; rs155505532 segregated in Sudanese breeds and Saanen, and the SNPs rs268293069 and rs655973384 were found in Saanen goats only (Table 2).

In the CSN1S1 gene, five out of seven synonymous SNPs were novel [ss7213522449 (exon 2), ss7213522443 (exon 12), ss7213522421 (exon 15), ss7213522397 (exon 17), and ss7213522438 (exon 17)]. The SNPs ss7213522443, ss7213522421, ss7213522397, and ss7213522438 revealed synonymous mutations in the codons for the amino acids Lys102, Asn139, Tyr165, and Pro168 of the mature protein, respectively. The additional synonymous SNP ss7213522449 is located in the codon for the amino acid Leu6 in the signal peptide. Three out of the five novel synonymous SNPs (ss7213522443, ss7213522421, and ss7213522397) segregated in Sudanese breeds, Saanen, and Bezoar ibex (Table 3). The novel synonymous SNP ss7213522449 was identified in Nubian ibex and Alpine ibex, while the novel ss7213522438 SNP was found in Nubian and Nilotic goats only. The known synonymous SNP rs672288350 segregated in Sudanese breeds, and SNP rs155505533 was found in Sudanese breeds and Saanen goats (Table 3).

CSN2

The reference sequence for the CSN2 gene (accession no. NC_030813) represents the beta casein variant CSN2C (XP_005681778), which includes the signal peptide. Sequencing of 15,071 bp revealed 109 SNPs with 7.23 SNPs per 1,000 sequenced base pairs. Among the identified SNPs, five were non-synonymous (Table 2), one synonymous (Table 3), and eight SNPs were located in the upstream region, two in the 3′-UTR, and 93 in introns (Supplementary Table 4). Three out of the five non-synonymous SNPs were novel. The novel SNPs ss7213522526 (exon 1), ss7213522558 (exon 1), and ss7213522487 (exon 7) (Table 2) led to the amino acid substitutions Leu11Val and His17Arg in the signal peptide and Pro148Leu in the mature protein of beta casein, respectively. All these novel SNPs were found in Alpine ibex, the first two ones also in Nubian ibex. The novel ss7213522487 SNP in exon 7 has a predicted deleterious effect on protein function (PROVEAN score = −4.947) using the PROVEAN tool (Supplementary Table 2). The known non-synonymous SNP rs652629715 segregated in most domesticated breeds (except Nilotic and Taggar) and all wild species, and SNP rs155505539 was found in all domesticated breeds and Bezoar and Alpine ibex.

In the CSN2 gene, ss7213522504 (exon 1) was the only novel synonymous SNP in the codon Gln13 of the signal peptide. It was found in Nubian ibex and Alpine ibex.

CSN1S2

The reference sequence of the CSN1S2 (accession no. NC_030813) represented the CSN1S2A variant of the alpha S2 casein protein (XP_013820127), which includes the signal peptide. On average, 8.5 SNPs were detected per 1,000 sequenced base pairs. In the sequence of 22,694 bp, 193 SNPs were found in comparison to the reference sequence. Among them, six were non-synonymous SNPs (Table 2), 38 were in the upstream region, four in the 5′-UTR, five in the 3′-UTR, and 140 in introns (Supplementary Table 5). In this study, three out of six non-synonymous SNPs were novel. The novel SNPs ss7213522477 (exon 4), ss7213522549 (exon 5), and ss7213522575 (exon 16) caused the amino acid substitutions Phe17Ser, Ile20Thr, and Ser169Asn in the mature alpha S2 casein protein, respectively (Table 2). All three novel SNPs were found in Nubian ibex. Among the known non-synonymous SNPs, rs640625134 was detected in Taggar and Saanen goats, the SNP rs659163710 was found in all domesticated breeds and wild species, and the SNP rs665830654 segregated in Nubian and Desert goats as well as in Nubian ibex (Table 2). Although all these three SNPs had entry ID numbers in the Ensembl database, none of them had been assigned to the CSN1S2 gene. Therefore, we also provide here the annotated information of the SNPs rs640625134 (CHR6:86079098T > C, exon 2), rs659163710 (CHR6:86085160G > C, exon 11), and rs665830654 (CHR6:86085714G > A, exon 12), which lead to the amino acid substitutions of Phe4Ser in the signal peptide and Ala119Pro and Glu127Lys in the mature alpha S2 casein protein. No synonymous SNP was detected in the CSN1S2 gene in this study.

CSN3

The reference sequence for CSN3 (accession no. NC_030813) encodes the CSN3B kappa casein protein variant (NP_001272516), including the signal peptide. Sequencing of 20,113 bp of CSN3 revealed 119 SNPs compared to the reference sequence with 5.9 SNPs per 1,000 sequenced base pairs. Among the identified SNPs, five were non-synonymous (Table 2), five synonymous (Table 3), and 20 were in the upstream region, two in 3′-UTR, and 87 in introns (Supplementary Table 6). Interestingly, all five non-synonymous and four out of the five synonymous SNPs reside in exon 4.

Two out of the five non-synonymous SNPs were novel. They were identified in Alpine ibex only (Table 2). The two novel non-synonymous SNPs ss7213522604 and ss7213522610 led to the amino acid substitutions Ser33Asn and Ser37Thr in the mature kappa casein protein, respectively. The known non-synonymous SNP rs268293109 was found in Taggar and Saanen goats and the SNPs rs268293113 and rs651045868 in Nubian and Desert goats.

In the CSN3 gene, we also detected the novel synonymous SNP ss7213522597 (exon 4) in the codon for the amino acid Asp20 of the mature protein in Nubian ibex. The known synonymous SNP rs663488235 (exon 3) segregated in Desert, Nilotic, Taggar, and Saanen goats, as well as in Bezoar ibex, the SNP rs155505563 (exon 4) in Nilotic goats, the SNP rs268293107 in Nilotic and Taggar goats, and the SNP rs268293108 in Nubian, Desert, Taggar, and Saanen goats as well as in Nubian and Alpine ibex (Table 3).

Casein Protein Variants

The identified DNA sequence variants led to the recognition of 18 casein protein variants, including nine new ones: six protein variants in the alpha S1 casein, three in the beta casein, five in the alpha S2 casein, and four in the kappa casein (Figure 2). The frequency of the protein variants differed widely (Table 4).

FIGURE 2
www.frontiersin.org

Figure 2. Amino acid sequence alignments of all casein protein variants detected in this study. (A) Alpha S1 casein, (B) beta casein, (C) alpha S2 casein, and (D) kappa casein. The reference protein variants were obtained from GenBank (CSN1S1: XP_017904616, 214 amino acids; CSN2: XP_005681778, 257 amino acids; CSN1S2: XP_013820127, 223 amino acids; CSN3: NP_001272516, 192 amino acids). The amino acid sequences for the casein variants were aligned and compared with the reference sequences using the multiple sequence alignment in Clustal Omega (http://www.ebi.ac.uk/Tools/msa/). The signal peptide sequences are labeled in gray, the mature protein sequences in black, and the amino acid differences are in bold. The positions of the amino acid substitutions in the mature protein are shown above the sequence. Asterisk indicates the same amino acids at the given position. Colon indicates conservation between groups of strongly similar properties—scoring >0.5 in the Gonnet PAM 250 matrix and both amino acids are similar to each other with respect to biological function. Dot indicates conservation between groups of weakly similar properties—scoring ≤0.5 in the Gonnet PAM 250 matrix.

TABLE 4
www.frontiersin.org

Table 4. Milk protein variants and frequencies in different goat breeds.

Alpha S1 Casein

Based on the DNA sequence information, we identified five amino acid substitutions. These contributed to the detection of six alpha S1 casein protein variants (Table 4). Among them, three protein variants were new and distinct from the CSN1S1A reference. A protein variant containing the amino acids Ile8, Pro16, Glu77, and Lys100 was similar to the protein variant CSN1S1C, with the only difference of threonine at position 195 instead of alanine. Therefore, this protein variant was named CSN1S1C1. CSN1S1C1 was found in Saanen goats. The protein variant containing the amino acids Glu77 and Lys100 was identified in Bezoar ibex only and was named CSN1S1J. The protein variant containing Val44 was observed in wild Alpine ibex and named CSN1S1K. The known protein variant CSN1S1A was found in Sudanese breeds, and in Bezoar, Nubian, and Alpine ibex, CSN1S1B2 in Saanen goats only, and CSN1S1B3 in Sudanese breeds and Saanen goats, but neither in Bezoar nor in Nubian or Alpine ibex. The CSN1S1B3 and CSN1S1C1 protein variants always occurred combined with the newly identified synonymous DNA variants G, T, and T in the positions CHR6:85988712, CHR6:85991559, and CHR6:85993377, respectively. In contrast, the same SNPs occurred with the alleles A, C, and C, respectively, in the CSN1S1A reference protein.

Beta Casein

The two known CSN2A and CSN2C variants and a new variant were found for beta casein. The new beta casein variant was detected in Alpine ibex only (Table 4). This new variant, which carried the amino acids Leu148 and Ala177, was named CSN2F. The CSN2F protein variant is always linked with allele T of the novel synonymous SNP at position CHR6:86015270 (ss7213522504), leading to the amino acid Gln13 in the signal peptide. The two known CSN2A and CSN2C variants were found in Sudanese breeds, Saanen goats, and Bezoar ibex. In addition, CSN2C was also found in Nubian ibex (Table 4).

Alpha S2 Casein

Five protein variants were found in the alpha S2 casein. Four of them are presented here for the first time (Table 4). The new protein variants are proposed to be named as CSN1S2H, CSN1S2I, CSN1S2J, and CSN1S2K according to the existing alphabetical order for this protein. The protein variant CSN1S2H contained the amino acid Pro119. This variant was found in all the examined breeds and ibex species. The protein variant CSN1S2I carried the amino acids Pro119 and Lys127. This variant was detected in Nubian and Desert goats. The protein variant CSN1S2J carried the amino acids Thr20, Pro119, and Asn169, and the CSN1S2K variant had the amino acids Ser17, Thr20, Pro119, Lys127, and Asn169. The two protein variants CSN1S2J and CSN1S2K were identified in Nubian ibex only. The CSN1S2A reference variant was detected in Desert goats only.

Kappa Casein

Four protein variants were found for kappa casein. One of them was new. This variant was identified in Alpine ibex. The new variant was most similar to the protein variant CSN3B, except for positions 33 and 37, where the new variant carried the amino acids asparagine and threonine, respectively. This variant was named as CSN3X (Table 4). The known variant CSN3B was fixed in Nilotic goats, Bezoar ibex, and Nubian ibex and was the most common variant in Nubian, Desert, Taggar, and Saanen, goats. The variant CSN3K was detected only in Taggar and Saanen goats. The variant CSN3N (as named in the new nomenclature by Gautam et al., 2019, but also called CSN3M in the study of Kiplagat et al., 2010) was found only in Nubian and Desert goats (Table 4).

Discussion

Understanding the effects of different protein variants on human health and nutrition can be used for the selection and development of niche products.

The new alpha S1 casein variant CSN1S1J detected in Bezoar ibex has the amino acid substitutions Gln77Glu and Arg100Lys (compared to CSN1S1A). Since glutamine and glutamic acid are both polar, and arginine is similar to lysine (both contain long and flexible side chains with a positively charged end), we do not expect that the CSN1S1J variant has significantly different biochemical properties compared to the CSN1S1A variant; however, this expectation needs to be further investigated. Another new variant, CSN1S1K, detected in Alpine ibex has the amino acid substitution Iso44Val (compared to CSN1S1A). Both amino acids have large rigid aliphatic hydrophobic chains, and the biochemical properties of isoleucine and valine are similar. As such, major biochemical differences between the CSN1S1K and CSN1S1A variants are not expected. Interestingly, the protein variant CSN1S1B3 detected at high frequency in all Sudanese breeds and Saanen goats has been associated before with increased milk protein yield and high amounts of alpha S1 casein in milk. This, in turn, could alleviate the gross yield and quality of cheese production (Ambrosoli et al., 1988; Pirisi et al., 1994; Clark and Sherbon, 2000; Devold et al., 2011; Cebo et al., 2012).

For beta casein, two novel non-synonymous SNPs (ss7213522526 and ss7213522558) occurring in Nubian ibex and Alpine ibex were found in the signal peptide sequence. The mature protein is not affected by these SNPs. Because the encoded mature protein variant is not changed, no new variant name was assigned. Not assigning names to amino acid variants in the signal peptide, in the opinion of the authors, could lead to underestimating the role of the signal peptide. For example, the signal peptide changes might cause the protein to be mistargeted, leading to the protein not being excreted in the milk.

The beta casein protein variant CSN2A, which is believed to be the ancestral allele of CSN2 (Chessa et al., 2005), was found in all examined domesticated goats breeds and Bezoar ibex with a frequency equal or above 0.5. The high frequency of CSN2A in domesticated goats has been described before in Saanen and Alpine goat breeds from France (Boulanger et al., 1984) and Italy (Marletta et al., 2005), as well as in goat breeds from India (Rout et al., 2010) and West Africa (Caroli et al., 2007). The CSN2A variant has been associated with high beta casein content in milk (about 5 g/L per allele) in comparison to CSN2 null alleles (Roberts et al., 1992; Mahé and Grosclaude, 1993; Persuy et al., 1999; Neveu et al., 2002; Galliano et al., 2004; Cosenza et al., 2005; Caroli et al., 2006). Therefore, we hypothesize that the high frequency of the CSN2A variant in domesticated breeds could perhaps be the result from the selection of animals for milk with high protein and fat contents and good cheese-making properties (Tortorici et al., 2014; Vacca et al., 2014).

The CSN2A protein variant was not found in the wild Nubian and Alpine ibex. The absence of this variant in Nubian and Alpine ibex might be due to the low sample size in this study, but it could also be that the assumed ancestral allele is not the ancestral allele. Another hypothesis would be that the CSN2A variant has a fitness effect on large mountain goats. This, however, needs to be further investigated using a larger sample size of the Nubian and Alpine ibex, as well as looking into other mountain goat species. Another highly frequent protein variant is CSN2C, which was also found in all examined goat breeds, except in Alpine ibex. The high frequency of this protein variant was also evident in Northern and Southern Italian goat breeds (Chessa et al., 2005) and in Banat’s White Romanian goats (Kusza et al., 2016). The new beta casein protein variant CSN2F was detected in Alpine ibex only. Simulation shows that the substitution of proline to leucine at position 148 could lead to an enhanced cleavage of the protein by chymotrypsin.

For alpha S2 casein, besides the CSN1S2A protein variant, four new variants were detected in this study. For these new variants, preliminary names were suggested (CSN1S2H, CSN1S2I, CSN1S2J, and CSN1S2K). So far, 10 variants have been identified for the goat alpha S2 casein (see Table 1). However, only seven variants have been well characterized at the protein and DNA levels. Surprisingly, CSN1S2A was found in this study in Desert goats only. Since many other studies (Boulanger et al., 1984; Erhardt et al., 2002; Chiatti et al., 2005; Caroli et al., 2007) found this variant at high frequency, we had expected to find CSN1S2A in all goat breeds in our study.

With respect to kappa casein, CSN3B is not only the reference but also the most commonly found kappa casein variant in our study. This agrees with previous research (Kiplagat et al., 2010; Kupper et al., 2010; Strzelec and Niżnikowski, 2011). The CSN3K variant was detected in Taggar as well as in Saanen goats in our study, albeit it has not yet been reported before for Saanen goats from Europe (Kupper et al., 2010). The CSN3N variant, which was detected in Nubian and Desert goats, has been reported before at low frequency in the Small East Africa goat from Kenya and Long Eared Somali goats from Ethiopia and Somalia (Kiplagat et al., 2010). The new variant CSN3X that was detected in Alpine ibex was similar to the protein variant CSN3B, except for positions 33 and 37, where CSN3X carried the amino acids asparagine and threonine, respectively. Concerning the amino acid substitutions Ser33Asp and Ser37Thr, asparagine has similar biochemical properties to serine, while threonine at position 37 might enhance cleavage of the protein by proteinase K. The isoelectric focusing (IEF) pattern of the new variant CSN3X was not experimentally tested, but it was predicted using ExPASy. The predicted IEF was 5.53. If true, CSN3X belongs to the BIEF group, while CSN3B was classified in the AIEF group. Since the BIEF group is favorable for improving milk protein content and cheese-making properties, the new variant is an interesting target for milk and cheese production.

Most of the novel protein variants detected in our study were found in Nubian and Alpine ibex. This underlines the necessity to pay more attention to the study and conservation of endangered species in order to protect valuable genetic resources.

Conclusion

In this study, novel genetic variations of goat casein genes were discovered by capture sequencing. Most of the genetic variations, especially the non-synonymous polymorphisms, were identified in the critically endangered Nubian ibex and Alpine ibex. Therefore, we would like to emphasize and highlight the importance of preservation and studying rare and endangered species. It is noteworthy that nine new protein variants were found for the first time in the DNA sequences of the casein genes. Three protein variants in the CSN1S1 gene were identified in Saanen goats, Bezoar ibex, and Alpine ibex. In the CSN2 and CSN3 genes, one additional protein variant was detected in Alpine ibex in each gene. Four new protein variants that were found in the CSN1S2 gene occurred in all studied goat breeds and species. The identified novel protein variants are of interest not only for their effect on protein and milk composition but also for evolutionary studies on milk protein genes. Unfortunately, neither RNA nor milk samples of the studied goat breeds were available. Therefore, further investigation is necessary to examine the expression of the nine new variants on the protein level to validate and confirm the outcomes of this study.

Data Availability Statement

The original contributions presented in the study are included in the article/Supplementary Material. SNP genotypes are available from the European Variant Archive (EVA) under project ID: PRJEB42077, and can be found at https://www.ebi.ac.uk/ena/data/view/PRJEB42077. The DNA sequencing dataset is available at the NCBI Short Read Archive under BioProject ID: PRJNA683771. The dataset in this study can be found at http://www.ncbi.nlm.nih.gov/bioproject/683771. Further inquiries can be directed to the corresponding authors.

Ethics Statement

All samples were collected with permission from the owners of the animals and according to the animal protection law in Sudan. Written informed consent was obtained from the owners for the participation of their animals in this study.

Author Contributions

SR, DA, and GB conceived and designed the study. SR, MR, and LH provided the samples. SR, MR, and SK performed the experiments. SR and DA analyzed the data. SR interpreted the data and drafted the manuscript. DA and GB helped to draft the manuscript. AS, LH, MR, and SK did critical revision of the manuscript. All authors read and approved the final manuscript.

Funding

This study was supported by a Georg Forster Research Fellowship of Alexander von Humboldt Foundation, Germany, to SR. We acknowledge support by the German Research Foundation (DFG) and the Open Access Publication Fund of Humboldt-Universität zu Berlin.

Conflict of Interest

The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.

Acknowledgments

The authors thank the goat owners in Sudan, management staff of the Goat Research Stations Wad Medani, Kuku, and Dongola, and farms of Bahri University and Sudan University for providing goat samples.

Supplementary Material

The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fgene.2021.620253/full#supplementary-material

Supplementary Figure 1 | The geographical location of the Sudanese samples.

Supplementary Figure 2 | The average read depth across all SNPs.

Supplementary Table 1 | Characterization of the samples by species, breed, origin, and number of sequenced animals.

Supplementary Table 2 | PROVEAN predictions of novel non-synonymous SNPs.

Supplementary Table 3 | Sequence variation at the CSN1S1 gene.

Supplementary Table 4 | Sequence variation at the CSN2 gene.

Supplementary Table 5 | Sequence variation at the CSN1S2 gene.

Supplementary Table 6 | Sequence variation at the CSN3 gene.

Footnotes

  1. ^ https://www.ncbi.nlm.nih.gov/
  2. ^ http://provean.jcvi.org
  3. ^ http://web.expasy.org

References

Alexander, L. J., Stewart, A. F., Mackinlay, A. G., Kapelinskaya, T. V., Tkach, T. M., and Gorodetsky, S. I. (1988). Isolation and characterization of the bovine kappa-casein gene. Eur. J. Biochem. 178, 395–401. doi: 10.1111/j.1432-1033.1988.tb14463.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Ambrosoli, R., Di Stasio, L., and Mazzocco, P. (1988). Content of alpha S1-casein and coagulation properties in goat milk. J. Dairy Sci. 71, 24–28. doi: 10.3168/jds.S0022-0302(88)79520-X

CrossRef Full Text | Google Scholar

Angiolillo, A., Yahyaoui, M. H., Sanchez, A., Pilla, F., and Folch, J. M. (2002). Short communication: characterization of a new genetic variant in the caprine kappa-casein gene. J. Dairy Sci. 85, 2679–2680. doi: 10.3168/jds.s0022-0302(02)74353-1

CrossRef Full Text | Google Scholar

Bevilacqua, C., Ferranti, P., Garro, G., Veltri, C., Lagonigro, R., Leroux, C., et al. (2002). Interallelic recombination is probably responsible for the occurrence of a new alpha(s1)-casein variant found in the goat species. Eur. J. Biochem. 269, 1293–1303. doi: 10.1046/j.1432-1033.2002.02777.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Bickhart, D. M., Rosen, B. D., Koren, S., Sayre, B. L., Hastie, A. R., Chan, S., et al. (2017). Single-molecule sequencing and chromatin conformation capture enable de novo reference assembly of the domestic goat genome. Nat. Genet. 49, 643–650. doi: 10.1038/ng.3802

PubMed Abstract | CrossRef Full Text | Google Scholar

Boulanger, A., Grosclaude, F., and Mahé, M. F. (1984). Polymorphisme des caséines α (s1) et α (s2) de la chèvre (Capra hircus). Genet. Sel. Evol. 16, 157–176. doi: 10.1186/1297-9686-16-2-157

PubMed Abstract | CrossRef Full Text | Google Scholar

Bouniol, C. (1993). Sequence of the goat αs2-casein-encoding cDNA. Gene 125, 235–236. doi: 10.1016/0378-1119(93)90336-2

CrossRef Full Text | Google Scholar

Bouniol, C., Brignon, G., Mahe, M. F., and Printz, C. (1994). Biochemical and genetic analysis of variant C of caprine alpha s2-casein (Capra hircus). Anim. Genet. 25, 173–177. doi: 10.1111/j.1365-2052.1994.tb00106.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Brignon, G., Mahe, M. F., Grosclaude, F., and Ribadeau-Dumas, B. (1989). Sequence of caprine alpha s1-casein and characterization of those of its genetic variants which are synthesized at a high level, alpha s1-CnA, B and C. Protein Seq. Data Anal. 2, 181–188.

Google Scholar

Brignon, G., Mahe, M. F., Ribadeau-Dumas, B., Mercier, J. C., and Grosclaude, F. (1990). Two of the three genetic variants of goat alpha s1-casein which are synthesized at a reduced level have an internal deletion possibly due to altered RNA splicing. Eur. J. Biochem. 193, 237–241. doi: 10.1111/j.1432-1033.1990.tb19328.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Bushara, I., and Abu Nikhaila, A. (2012). Productivity performance of Taggar female kids under grazing condition. J. Anim. Prod. Adv. 2, 74–79.

Google Scholar

Caroli, A., Chiatti, F., Chessa, S., Rignanese, D., Bolla, P., and Pagnacco, G. (2006). Focusing on the goat casein complex. J. Dairy Sci. 89, 3178–3187. doi: 10.3168/jds.S0022-0302(06)72592-9

CrossRef Full Text | Google Scholar

Caroli, A., Chiatti, F., Chessa, S., Rignanese, D., Ibeagha-Awemu, E. M., and Erhardt, G. (2007). Characterization of the casein gene complex in West African goats and description of a new alpha(s1)-casein polymorphism. J. Dairy Sci. 90, 2989–2996. doi: 10.3168/jds.2006-674

PubMed Abstract | CrossRef Full Text | Google Scholar

Caroli, A., Jann, O., Budelli, E., Bolla, P., Jager, S., and Erhardt, G. (2001). Genetic polymorphism of goat kappa-casein (CSN3) in different breeds and characterization at DNA level. Anim. Genet. 32, 226–230. doi: 10.1046/j.1365-2052.2001.00765.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Cebo, C., Lopez, C., Henry, C., Beauvallet, C., Ménard, O., Bevilacqua, C., et al. (2012). Goat αs1-casein genotype affects milk fat globule physicochemical properties and the composition of the milk fat globule membrane. J. Dairy Sc. 95, 6215–6229. doi: 10.3168/jds.2011-5233

PubMed Abstract | CrossRef Full Text | Google Scholar

Chessa, S., Budelli, E., Chiatti, F., Cito, A. M., Bolla, P., and Caroli, A. (2005). Short communication: predominance of beta-casein (CSN2) C allele in goat breeds reared in Italy. J. Dairy Sci. 88, 1878–1881. doi: 10.3168/jds.S0022-0302(05)72863-0

CrossRef Full Text | Google Scholar

Chianese, L., Caira, S., Garro, G., Quarto, M., Mauriello, R., and Addeo, F. (2007). “Occurrence of genetic polymorphism at goat β-CN locus,” in Proceedings of the 5th International Symposium on Challenge to Sheep and Goats Milk Sectors, Sardinia.

Google Scholar

Chianese, L., Ferranti, P., Garro, G., Mauriello, R., and Addeo, F. (1997). “Occurrence of three novel alpha s1-casein variants in goat milk,” in Proceedings of the International Dairy Federation, Brussels.

Google Scholar

Chiatti, F., Chessa, S., Bolla, P., Caroli, A., and Pagnacco, G. (2005). Casein genetic polymorphisms in goat breeds of Lombardy. Ital. J. Anim. Sci. 4, 46–48. doi: 10.4081/ijas.2005.2s.46

CrossRef Full Text | Google Scholar

Choi, Y., and Chan, A. P. (2015). PROVEAN web server: a tool to predict the functional effect of amino acid substitutions and indels. Bioinformatics 31, 2745–2747. doi: 10.1093/bioinformatics/btv195

PubMed Abstract | CrossRef Full Text | Google Scholar

Clark, S., and Sherbon, J. W. (2000). Alpha s1-casein, milk composition and coagulation properties of goat milk. Small Rumin. Res. 38, 123–134. doi: 10.1016/S0921-4488(00)00154-1

CrossRef Full Text | Google Scholar

Coll, A., Folch, J. M., and Sanchez, A. (1993). Nucleotide sequence of the goat kappa-casein cDNA. J. Anim. Sci. 71, 2833. doi: 10.2527/1993.71102833x

PubMed Abstract | CrossRef Full Text | Google Scholar

Cosenza, G., Illario, R., Rando, A., Di Gregorio, P., Masina, P., and Ramunno, L. (2003). Molecular characterization of the goat CSN1S1(01) allele. J. Dairy Res. 70, 237–240. doi: 10.1017/s0022029903006101

PubMed Abstract | CrossRef Full Text | Google Scholar

Cosenza, G., Pauciullo, A., Colimoro, L., Mancusi, A., Rando, A., Di Berardino, D., et al. (2007). An SNP in the goat CSN2 promoter region is associated with the absence of beta-casein in milk. Anim. Genet. 38, 655–658. doi: 10.1111/j.1365-2052.2007.01649.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Cosenza, G., Pauciullo, A., Gallo, D., Berardino, D. D., and Ramunno, L. (2005). A Ssp I PCR-RFLP detecting a silent allele at the goat CSN2 locus. J. Dairy Res. 72, 456–459. doi: 10.1017/S0022029905001342

PubMed Abstract | CrossRef Full Text | Google Scholar

Cosenza, G., Pauciullo, A., Gallo, D., Colimoro, L., D’avino, A., Mancusi, A., et al. (2008). Genotyping at the CSN1S1 locus by PCR-RFLP and AS-PCR in a Neapolitan goat population. Small Rumin. Res. 74, 84–90. doi: 10.1016/j.smallrumres.2007.03.010

CrossRef Full Text | Google Scholar

Cunsolo, V., Muccilli, V., Saletti, R., Marletta, D., and Foti, S. (2006). Detection and characterization by high-performance liquid chromatography and mass spectrometry of two truncated goat alpha s2-caseins. Rapid Commun. Mass Spectrom 20, 1061–1070. doi: 10.1002/rcm.2415

PubMed Abstract | CrossRef Full Text | Google Scholar

Danecek, P., Auton, A., Abecasis, G., Albers, C. A., Banks, E., Depristo, M. A., et al. (2011). The variant call format and VCFtools. Bioinformatics 27, 2156–2158. doi: 10.1093/bioinformatics/btr330

PubMed Abstract | CrossRef Full Text | Google Scholar

Devendra, C., and Liang, J. B. (2012). Conference summary of dairy goats in Asia: current status, multifunctional contribution to food security and potential improvements. Small Rumin. Res. 108, 1–11. doi: 10.1016/j.smallrumres.2012.08.012

CrossRef Full Text | Google Scholar

Devold, T. G., Nordb, R., Langsrud, T., Svenning, C., Brovold, M. J., Sørensen, E. S., et al. (2011). Extreme frequencies of the αs1-casein “null” variant in milk from Norwegian dairy goats— implications for milk composition, micellar size and renneting properties. Dairy Sci. Technol. 91, 39–51. doi: 10.1051/dst/2010033

CrossRef Full Text | Google Scholar

Dubeuf, J. P., Morand-Fehr, P., and Rubino, R. (2004). Situation, changes and future of goat industry around the world. Small Rumin. Res. 51, 165–173. doi: 10.1016/j.smallrumres.2003.08.007

CrossRef Full Text | Google Scholar

Erhardt, G., Jäger, S., Budelli, E., and Caroli, A. (2002). Genetic polymorphism of goat αS2-casein (CSN1S2) and evidence for a further allele. Milchwissenschaft 57, 137–140.

Google Scholar

FAO (2011). Molecular Genetic Characterization of Animal Genetic Resources. FAO Animal Production and Health Guidelines. Rome: FAO.

Google Scholar

Fox, P. F., Mcsweeney, P. L. H., Cogan, T. M., and Guinee, T. P. (2000). Fundamentals of Cheese Science. Gaithersburg, MD: Springer Science & Business Media.

Google Scholar

Galliano, F., Saletti, R., Cunsolo, V., Foti, S., Marletta, D., Bordonaro, S., et al. (2004). Identification and characterization of a new beta-casein variant in goat milk by high-performance liquid chromatography with electrospray ionization mass spectrometry and matrix-assisted laser desorption/ionization mass spectrometry. Rapid Commun. Mass Spectrom 18, 1972–1982. doi: 10.1002/rcm.1575

PubMed Abstract | CrossRef Full Text | Google Scholar

Gasteiger, E., Gattiker, A., Hoogland, C., Ivanyi, I., Appel, R. D., and Bairoch, A. (2003). ExPASy: the proteomics server for in-depth protein knowledge and analysis. Nucleic Acids Res. 31, 3784–3788. doi: 10.1093/nar/gkg563

PubMed Abstract | CrossRef Full Text | Google Scholar

Gautam, D., Vats, A., Verma, M., Rout, P. K., Meena, A. S., Ali, M., et al. (2019). Genetic variation in CSN3 exon 4 region of Indian goats and a new nomenclature of CSN3 variants. Anim. Genet. 50, 191–192. doi: 10.1111/age.12767

PubMed Abstract | CrossRef Full Text | Google Scholar

Grosclaude, F., Mahe, M. F., Brignon, G., Di Stasio, L., and Jeunet, R. (1987). A mendelian polymorphism underlying quantitative variations of goat alpha(s1)-casein. Genet. Sel. Evol. 19, 399–412. doi: 10.1186/1297-9686-19-4-399

PubMed Abstract | CrossRef Full Text | Google Scholar

Grosclaude, F., and Martin, P. (1997). “Casein polymorphisms in the goat,” in Proceedings of the International Dairy Federation, (Palmerston North).

Google Scholar

Haenlein, G. F. W. (2004). Goat milk in human nutrition. Small Rumin. Res. 51, 155–163. doi: 10.1016/j.smallrumres.2003.08.010

CrossRef Full Text | Google Scholar

Hassan, L. M. A., Arends, D., Rahmatalla, S. A., Reissmann, M., Reyer, H., Wimmers, K., et al. (2018). Genetic diversity of Nubian ibex in comparison to other ibex and domesticated goat species. Eur. J. Wildlife Res. 64:52. doi: 10.1007/s10344-018-1212-z

CrossRef Full Text | Google Scholar

Hayes, B., Hagesaether, N., Adnoy, T., Pellerud, G., Berg, P. R., and Lien, S. (2006). Effects on production traits of haplotypes among casein genes in Norwegian goats and evidence for a site of preferential recombination. Genetics 174, 455–464. doi: 10.1534/genetics.106.058966

PubMed Abstract | CrossRef Full Text | Google Scholar

Ismail, A. M., Yousif, I. A., and Fadlelmoula, A. A. (2011). Phenotypic variations in birth and body weights of the Sudanese Desert goats. Livestock Res. Rural Dev. 23:34.

Google Scholar

Jann, O. C., Prinzenberg, E. M., Luikart, G., Caroli, A., and Erhardt, G. (2004). High polymorphism in the kappa-casein (CSN3) gene from wild and domestic caprine species revealed by DNA sequencing. J. Dairy Res. 71, 188–195. doi: 10.1017/s0022029904000093

PubMed Abstract | CrossRef Full Text | Google Scholar

Jansàpérez, M., Leroux, C., Bonastre, A. S., and Martin, P. (1994). Occurrence of a LINE sequence in the 3’ UTR of the goat alpha s1-casein E-encoding allele associated with reduced protein synthesis level. Gene 147, 179–187. doi: 10.1016/0378-1119(94)90063-9

CrossRef Full Text | Google Scholar

Kiplagat, S., Agaba, M., Kosgey, I., Okeyo, M., Indetie, D., Hanotte, O., et al. (2010). Genetic polymorphism of kappa-casein gene in indigenous Eastern Africa goat populations. Int. J. Genet. Mol. Biol. 2, 001–005.

Google Scholar

Kupper, J., Chessa, S., Rignanese, D., Caroli, A., and Erhardt, G. (2010). Divergence at the casein haplotypes in dairy and meat goat breeds. J. Dairy Res. 77, 56–62. doi: 10.1017/S0022029909990343

PubMed Abstract | CrossRef Full Text | Google Scholar

Kusza, S., Ilie, D. E., Sauer, M., Nagy, K., Patras, I., and Gavojdian, D. (2016). Genetic polymorphism of CSN2 gene in Banat White and Carpatina goats. Acta Biochim. Pol. 63, 577–580. doi: 10.18388/abp.2016_1266

CrossRef Full Text | Google Scholar

Lad, S. S., Aparnathi, K. D., Mehta, B. M., and Suresh, V. (2017). Goat milk in human nutrition and health – a review. Int. J. Curr. Microbiol. Appl. Sci. 6, 1781–1792. doi: 10.20546/ijcmas.2017.605.194

CrossRef Full Text | Google Scholar

Lagonigro, R., Pietrola, E., D’andrea, M., Veltri, C., and Pilla, F. (2001). Molecular genetic characterization of the goat s2-casein E allele. Anim. Genet. 32, 391–393. doi: 10.1046/j.1365-2052.2001.0781c.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Leroux, C., Martin, P., Mahe, M. F., Leveziel, H., and Mercier, J. C. (1990). Restriction fragment length polymorphism identification of goat alpha s1-casein alleles: a potential tool in selection of individuals carrying alleles associated with a high level protein synthesis. Anim. Genet. 21, 341–351. doi: 10.1111/j.1365-2052.1990.tb01979.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Leroux, C., Mazure, N., and Martin, P. (1992). Mutations away from splice site recognition sequences might cis-modulate alternative splicing of goat alpha s1-casein transcripts. Structural organization of the relevant gene. J. Biol. Chem. 267, 6147–6157.

Google Scholar

Mahé, M. F., and Grosclaude, F. (1989). αS1-CnD, another allele associated with a decreasedsynthesis rate at the caprine & alpha;S1-casein locus. Genet. Sel. Evol. 21, 127–129. doi: 10.1186/1297-9686-21-2-127

CrossRef Full Text | Google Scholar

Mahé, M. F., and Grosclaude, F. (1993). Polymorphism of β-casein in the Creole goat of Guadeloupe: evidence for a null allele. Genet. Sel. Evol. 25:403. doi: 10.1186/1297-9686-25-4-403

CrossRef Full Text | Google Scholar

Marletta, D., Bordonaro, S., Guastella, A. M., Criscione, A., and D’urso, G. (2005). Genetic polymorphism of the calcium sensitive caseins in sicilian Girgentana and Argentata dell’Etna goat breeds. Small Rumin. Res. 57, 133–139. doi: 10.1016/j.smallrumres.2004.06.019

CrossRef Full Text | Google Scholar

Martin, P., and Leroux, C. (1994). “Characterization of a further αS1-casein variant generated by exon skipping,” in Proceedings of the 24th International Society of Animal Genetics Conference, (Prague).

Google Scholar

Martin, P., Ollivier-Bousquet, M., and Grosclaude, F. (1999). Genetic polymorphism of caseins: a tool to investigate casein micelle organization. Int. Dairy J. 9, 163–171. doi: 10.1016/S0958-6946(99)00055-2

CrossRef Full Text | Google Scholar

Martin, P., Szymanowska, M., Zwierzchowski, L., and Leroux, C. (2002). The impact of genetic polymorphisms on the protein composition of ruminant milks. Reprod. Nutr. Dev. 42, 433–459. doi: 10.1051/rnd:2002036

CrossRef Full Text | Google Scholar

Mestawet, T. A., Girma, A., Adnoy, T., Devold, T. G., and Vegarud, G. E. (2013). Newly identified mutations at the CSN1S1 gene in Ethiopian goats affect casein content and coagulation properties of their milk. J. Dairy Sci. 96, 4857–4869. doi: 10.3168/jds.2012-6467

PubMed Abstract | CrossRef Full Text | Google Scholar

Najafi, M., Rahimi Mianji, G., and Ansari Pirsaraie, Z. (2014). Cloning and comparative analysis of gene structure in promoter site of alpha-s1 casein gene in Naeinian goat and sheep. Meta Gene. 2, 854–861. doi: 10.1016/j.mgene.2014.11.001

PubMed Abstract | CrossRef Full Text | Google Scholar

Neveu, C., Molle, D., Moreno, J., Martin, P., and Leonil, J. (2002). Heterogeneity of caprine beta-casein elucidated by RP-HPLC/MS: genetic variants and phosphorylations. J. Protein Chem. 21, 557–567. doi: 10.1023/a:1022433823559

CrossRef Full Text | Google Scholar

O’Shea, M., Bassaganya-Riera, J., and Mohede, I. C. (2004). Immunomodulatory properties of conjugated linoleic acid. Am. J. Clin. Nutr. 79, 1199S–1206S. doi: 10.1093/ajcn/79.6.1199S

PubMed Abstract | CrossRef Full Text | Google Scholar

Osman, M., Nadia, J., Ghada, H., and Rahman, A. (2008). Susceptibility of sudanese Nubian goats, Nilotic dwarf goats and Garag ewes to experimental infection with a mechanically transmitted Trypanosoma vivax stock. Pak. J. Biol. Sci. 11, 472–475. doi: 10.3923/pjbs.2008.472.475

PubMed Abstract | CrossRef Full Text | Google Scholar

Pagès, H., Aboyoun, P., Gentleman, R., and Debroy, S. (2020). Biostrings: Efficient Manipulation of Biological Strings. R package version 2.58.0.

Google Scholar

Park, Y. W., Juárez, M., Ramos, M., and Haenlein, G. F. W. (2007). Physico-chemical characteristics of goat and sheep milk. Small Rumin. Res. 68, 88–113. doi: 10.1016/j.smallrumres.2006.09.013

CrossRef Full Text | Google Scholar

Peacock, C. (2005). Goats—a pathway out of poverty. Small Rumin. Res. 60, 179–186. doi: 10.1016/j.smallrumres.2005.06.011

CrossRef Full Text | Google Scholar

Persuy, M. A., Printz, C., Medrano, J. F., and Mercier, J. C. (1999). A single nucleotide deletion resulting in a premature stop codon is associated with marked reduction of transcripts from a goat beta-casein null allele. Anim. Genet. 30, 444–451. doi: 10.1046/j.1365-2052.1999.00547.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Pirisi, A., Colin, O., Laurent, F., Scher, J., and Parmentier, M. (1994). Comparison of milk composition, cheesemaking properties and textural characteristics of the cheese from two groups of goats with a high or low rate of αS1-casein synthesis. Int. Dairy J. 4, 329–345. doi: 10.1016/0958-6946(94)90030-2

CrossRef Full Text | Google Scholar

Prinzenberg, E. M., Gutscher, K., Chessa, S., Caroli, A., and Erhardt, G. (2005). Caprine kappa-casein (CSN3) polymorphism: new developments in molecular knowledge. J. Dairy Sci. 88, 1490–1498. doi: 10.3168/jds.S0022-0302(05)72817-4

CrossRef Full Text | Google Scholar

Rahmatalla, S. A., Arends, D., Reissmann, M., Said Ahmed, A., Wimmers, K., Reyer, H., et al. (2017). Whole genome population genetics analysis of Sudanese goats identifies regions harboring genes associated with major traits. BMC Genet. 18:92. doi: 10.1186/s12863-017-0553-z

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramunno, L., Cosenza, G., Pappalardo, M., Longobardi, E., Gallo, D., Pastore, N., et al. (2001a). Characterization of two new alleles at the goat CSN1S2 locus. Anim. Genet. 32, 264–268. doi: 10.1046/j.1365-2052.2001.00786.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramunno, L., Cosenza, G., Pappalardo, M., Pastore, N., Gallo, D., Di Gregorio, P., et al. (2000). Identification of the goat CSN1S1F allele by means of PCR-RFLP method. Anim. Genet. 31, 342–343. doi: 10.1046/j.1365-2052.2000.00663.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramunno, L., Cosenza, G., Rando, A., Illario, R., Gallo, D., Berardino, D. D., et al. (2004). The goat αs1-casein gene: gene structure and promoter analysis. Gene 334, 105–111. doi: 10.1016/j.gene.2004.03.006

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramunno, L., Cosenza, G., Rando, A., Pauciullo, A., Illario, R., Gallo, D., et al. (2005). Comparative analysis of gene sequence of goat CSN1S1 F and N alleles and characterization of CSN1S1 transcript variants in mammary gland. Gene 345, 289–299. doi: 10.1016/j.gene.2004.12.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Ramunno, L., Longobardi, E., Pappalardo, M., Rando, A., Di Gregorio, P., Cosenza, G., et al. (2001b). An allele associated with a non-detectable amount of alpha s2 casein in goat milk. Anim. Genet. 32, 19–26. doi: 10.1046/j.1365-2052.2001.00710.x

PubMed Abstract | CrossRef Full Text | Google Scholar

Rando, A. (1998). GenBank Accession no. AJ011018 [Capra hircus csn2 Gene, Exons 1 to 9, Allele A]. Available online at: http://www.ncbi.nlm.nih.gov/nuccore/AJ011018 (accessed October, 21, 2020)

Google Scholar

Rando, A., Pappalardo, M., Capuano, M., Di Gregorio, P., and Ramunno, L. (1996). Two mutations might be responsible for the absence of b-casein in goat milk. Anim. Genet. 27:31.

Google Scholar

Roberts, B., Ditullio, P., Vitale, J., Hehir, K., and Gordon, K. (1992). Cloning of the goat beta-casein-encoding gene and expression in transgenic mice. Gene 121, 255–262. doi: 10.1016/0378-1119(92)90129-d

CrossRef Full Text | Google Scholar

Robinson, J. T., Thorvaldsdottir, H., Winckler, W., Guttman, M., Lander, E. S., Getz, G., et al. (2011). Integrative genomics viewer. Nat. Biotechnol. 29, 24–26. doi: 10.1038/nbt.1754

PubMed Abstract | CrossRef Full Text | Google Scholar

Rout, P. K., Kumar, A., Mandal, A., Laloe, D., Singh, S. K., and Roy, R. (2010). Characterization of casein gene complex and genetic diversity analysis in Indian goats. Anim. Biotechnol. 21, 122–134. doi: 10.1080/10495390903534622

PubMed Abstract | CrossRef Full Text | Google Scholar

Russell, D. A., Ross, R. P., Fitzgerald, G. F., and Stanton, C. (2011). Metabolic activities and probiotic potential of bifidobacteria. Int. J. Food Microbiol. 149, 88–105. doi: 10.1016/j.ijfoodmicro.2011.06.003

PubMed Abstract | CrossRef Full Text | Google Scholar

Steele, M. (1996). Goats (The Tropical Agriculturalist). Basingstoke: Macmillan Press Ltd.

Google Scholar

Strzelec, E., and Niżnikowski, R. (2011). SNPs polymorphisms in LGB, CSN3 and GHR genes in five goat breeds kept in Poland. Anim. Sci. 49, 181–188.

Google Scholar

Tortorici, L., Di Gerlando, R., Mastrangelo, S., Sardina, M. T., and Portolano, B. (2014). Genetic characterisation of CSN2 gene in Girgentana goat breed. Ital. J. Anim. Sci. 13:3414. doi: 10.4081/ijas.2014.3414

CrossRef Full Text | Google Scholar

Vacca, G. M., Dettori, M. L., Piras, G., Manca, F., Paschino, P., and Pazzola, M. (2014). Goat casein genotypes are associated with milk production traits in the Sarda breed. Anim. Genet. 45, 723–731. doi: 10.1111/age.12188

PubMed Abstract | CrossRef Full Text | Google Scholar

Veltri, C., Lagonigro, R., Pietrolà, E., D’andrea, M., Pilla, F., and Chianese, L. (2000). “Molecular characterization of the goat αs2-casein E allele and its detection in goat breeds of Italy,” in Proceedings of the 7th International Conference on Goats, (Tours).

Google Scholar

Wilson, T. (1991). Small Ruminant Production and The Small Ruminant Genetic Resource in Tropical Africa. FAO Animal Production and Health Paper. 88. Rome: FAO.

Google Scholar

Yahyaoui, M. H., Angiolillo, A., Pilla, F., Sanchez, A., and Folch, J. M. (2003). Characterization and genotyping of the caprine kappa-casein variants. J. Dairy Sci. 86, 2715–2720. doi: 10.3168/jds.S0022-0302(03)73867-3

CrossRef Full Text | Google Scholar

Yahyaoui, M. H., Coll, A., Sanchez, A., and Folch, J. M. (2001). Genetic polymorphism of the caprine kappa casein gene. J. Dairy Res. 68, 209–216. doi: 10.1017/s0022029901004733

PubMed Abstract | CrossRef Full Text | Google Scholar

Yasmin, A., Huma, N., Butt, M. S., Zahoor, T., and Yasin, M. (2012). Seasonal variation in milk vitamin contents available for processing in Punjab, Pakistan. J. Saudi Soc. Agric. Sci. 11, 99–105. doi: 10.1016/j.jssas.2012.01.002

CrossRef Full Text | Google Scholar

Keywords: casein, polymorphism, genetic variation, Sudanese goats, Saanen, Bezoar ibex, Nubian ibex, Alpine ibex

Citation: Rahmatalla SA, Arends D, Said Ahmed A, Hassan LMA, Krebs S, Reissmann M and Brockmann GA (2021) Capture Sequencing to Explore and Map Rare Casein Variants in Goats. Front. Genet. 12:620253. doi: 10.3389/fgene.2021.620253

Received: 22 October 2020; Accepted: 14 January 2021;
Published: 23 February 2021.

Edited by:

Marco Milanesi, University of Tuscia, Italy

Reviewed by:

Albano Beja-Pereira, University of Porto, Portugal
Vincenzo Landi, University of Bari Aldo Moro, Italy

Copyright © 2021 Rahmatalla, Arends, Said Ahmed, Hassan, Krebs, Reissmann and Brockmann. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

*Correspondence: Gudrun A. Brockmann, Gudrun.brockmann@hu-berlin.de; Siham A. Rahmatalla, rahmatas@hu-berlin.de

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.