library("biomaRt")
Genomic coorinates of voltage gated sodium channel subunit genes (SCN)
We will use the genomic assembly GRCh38.p12 for this exercise. We can obtain the necessary information about SCN genes from part 1 of this series.
However, we will use the following information (i.e., gene name, ENTREZ ID, chromosome number and coordinates) obtained from ENTREZ/NCBI:
“6323” = SCN1A Chromosome 2, NC_000002.12 (165989160..166149216, complement); “6326” = SCN2A Chromosome 2, NC_000002.12 (165208056..165392310); “6328” = SCN3A Chromosome 2, NC_000002.12 (165087520..165204295, complement); “6329” = SCN4A Chromosome 17, NC_000017.11 (63938554..63972918, complement); “6331” = SCN5A Chromosome 3, NC_000003.12 (38548061..38649673, complement); “6332” = SCN7A Chromosome 2, NC_000002.12 (166403573..166494264, complement); “6334” = SCN8A Chromosome 12, NC_000012.12 (51589958..51812864); “6335” = SCN9A Chromosome 2, NC_000002.12 (166195185..166375987, complement); “6336” = SCN10A Chromosome 3, NC_000003.12 (38697110..38794010, complement); “11280” = SCN11A Chromosome 3, NC_000003.12 (38845764..39051945, complement); “6324” = SCN1B Chromosome 19, NC_000019.10 (35030688..35040449); “6327” = SCN2B Chromosome 11, NC_000011.10 (118162804..118176622, complement); “55800” = SCN3B Chromosome 11, NC_000011.10 (123629187..123654607, complement); “6330” = SCN4B Chromosome 11, NC_000011.10 (118133377..118152915, complement)
Retrieve SNPs for SCN genes
hssnpmart = useMart(biomart = "ENSEMBL_MART_SNP", dataset="hsapiens_snp") # see listMarts() function
hssnpmart
Object of class 'Mart':
Using the ENSEMBL_MART_SNP BioMart database
Using the hsapiens_snp dataset
SCN1A SNPs
scn1a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
filters = c('chr_name','start','end'),
values = list(2, 165989160, 166149216),
mart = hssnpmart)
head(scn1a_snps_ncbi)
nrow(scn1a_snps_ncbi)
[1] 34896
SCN2A SNPs
nrow(scn2a_snps_ncbi)
[1] 38544
SCN3A SNPs
nrow(scn3a_snps_ncbi)
[1] 23674
SCN4A SNPs
nrow(scn4a_snps_ncbi)
[1] 9146
SCN5A SNPs
nrow(scn5a_snps_ncbi)
[1] 23278
SCN7A SNPs
nrow(scn7a_snps_ncbi)
[1] 20782
SCN8A SNPs
nrow(scn8a_snps_ncbi)
[1] 45703
SCN9A SNPs
nrow(scn9a_snps_ncbi)
[1] 40382
SCN10A SNPs
nrow(scn10a_snps_ncbi)
[1] 22914
SCN11A SNPs
nrow(scn11a_snps_ncbi)
[1] 43321
SCN1B SNPs
nrow(scn1b_snps_ncbi)
[1] 2343
SCN2B SNPs
nrow(scn2b_snps_ncbi)
[1] 3287
SCN3B SNPs
nrow(scn3b_snps_ncbi)
[1] 5624
SCN4B SNPs
nrow(scn4b_snps_ncbi)
[1] 4678
elementNROWS(scn4b_snps_ncbi)
refsnp_id allele chrom_start chrom_strand
4678 4678 4678 4678
A dataframe of the SCN reference SNPs
SCNsnps <- as.data.frame(cbind(scn1a_snps_ncbi$refsnp_id, scn2a_snps_ncbi$refsnp_id,
scn3a_snps_ncbi$refsnp_id, scn4a_snps_ncbi$refsnp_id,
scn5a_snps_ncbi$refsnp_id, scn7a_snps_ncbi$refsnp_id,
scn8a_snps_ncbi$refsnp_id, scn9a_snps_ncbi$refsnp_id,
scn10a_snps_ncbi$refsnp_id, scn11a_snps_ncbi$refsnp_id,
scn1b_snps_ncbi$refsnp_id, scn2b_snps_ncbi$refsnp_id,
scn3b_snps_ncbi$refsnp_id, scn4b_snps_ncbi$refsnp_id))
number of rows of result is not a multiple of vector length (arg 1)
head(SCNsnps)
dim(SCNsnps)
[1] 45703 14
Barplotting
scn_snp_counts
[1] 34896 38544 23674 9146 23278 20782 45703 40382 22914 43321 2343 3287 5624 4678
barplot(scn_snp_counts)

---
title: "A catalog of single nucleotide polymorphisms (SNPs) in voltage gated sodium channel subunits"
author: "Bhagirathi Dash"
date: "November 26, 2018"
output: html_notebook
---

```{r}
library("biomaRt")
```

## Genomic coorinates of voltage gated sodium channel subunit genes (SCN)

We will use the genomic assembly **GRCh38.p12** for this exercise. We can obtain the necessary information about SCN genes from part 1 of this series. 

However, we will use the following information (i.e., gene name, ENTREZ ID, chromosome number and coordinates) obtained from ENTREZ/NCBI:

"6323" = SCN1A    Chromosome 2, NC_000002.12 (165989160..166149216, complement);
"6326" = SCN2A    Chromosome 2, NC_000002.12 (165208056..165392310);
"6328" = SCN3A    Chromosome 2, NC_000002.12 (165087520..165204295, complement);
"6329" = SCN4A    Chromosome 17, NC_000017.11 (63938554..63972918, complement);
"6331" = SCN5A    Chromosome 3, NC_000003.12 (38548061..38649673, complement);
"6332" = SCN7A    Chromosome 2, NC_000002.12 (166403573..166494264, complement);
"6334" = SCN8A    Chromosome 12, NC_000012.12 (51589958..51812864);
"6335" = SCN9A    Chromosome 2, NC_000002.12 (166195185..166375987, complement);
"6336" = SCN10A   Chromosome 3, NC_000003.12 (38697110..38794010, complement);
"11280" = SCN11A  Chromosome 3, NC_000003.12 (38845764..39051945, complement);
"6324" = SCN1B    Chromosome 19, NC_000019.10 (35030688..35040449);
"6327" = SCN2B    Chromosome 11, NC_000011.10 (118162804..118176622, complement);
"55800" = SCN3B   Chromosome 11, NC_000011.10 (123629187..123654607, complement);
"6330" = SCN4B    Chromosome 11, NC_000011.10 (118133377..118152915, complement)

## Retrieve SNPs for SCN genes

```{r }
hssnpmart = useMart(biomart = "ENSEMBL_MART_SNP", dataset="hsapiens_snp") # see listMarts() function
hssnpmart
```

### SCN1A SNPs

```{r }
scn1a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(2, 165989160, 166149216),
                       mart = hssnpmart)

head(scn1a_snps_ncbi) 
```

```{r}
nrow(scn1a_snps_ncbi)
```

### SCN2A SNPs

```{r }
scn2a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(2, 165208056, 165392310), 
                       mart = hssnpmart)
head(scn2a_snps_ncbi)
```

```{r}
nrow(scn2a_snps_ncbi)
```

### SCN3A SNPs

````{r}
scn3a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(2, 165087520, 165204295),
                       mart = hssnpmart)
head(scn3a_snps_ncbi)
```

```{r}
nrow(scn3a_snps_ncbi)
```

### SCN4A SNPs

````{r}
scn4a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(17, 63938554, 63972918), 
                       mart = hssnpmart)
head(scn4a_snps_ncbi)
```

```{r}
nrow(scn4a_snps_ncbi)
```

### SCN5A SNPs

````{r}
scn5a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(3, 38548061, 38649673),
                       mart = hssnpmart)
head(scn5a_snps_ncbi)
```

```{r}
nrow(scn5a_snps_ncbi)
```

### SCN7A SNPs

````{r}
scn7a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(2, 166403573, 166494264), 
                       mart = hssnpmart)
head(scn7a_snps_ncbi)
```

```{r}
nrow(scn7a_snps_ncbi)
```

### SCN8A SNPs

````{r}
scn8a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(12, 51589958, 51812864), 
                       mart = hssnpmart)
head(scn8a_snps_ncbi)
```

```{r}
nrow(scn8a_snps_ncbi)
```

### SCN9A SNPs

````{r}
scn9a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(2, 166195185, 166375987), 
                       mart = hssnpmart)
head(scn9a_snps_ncbi)
```


```{r}
nrow(scn9a_snps_ncbi)
```

### SCN10A SNPs

````{r}
scn10a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                        filters = c('chr_name','start','end'),
                        values = list(3, 38697110, 38794010),
                        mart = hssnpmart)
head(scn10a_snps_ncbi)
```

```{r}
nrow(scn10a_snps_ncbi)
```

### SCN11A SNPs

````{r}
scn11a_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                        filters = c('chr_name','start','end'),
                        values = list(3, 38845764, 39051945), 
                        mart = hssnpmart)
head(scn11a_snps_ncbi)
```

```{r}
nrow(scn11a_snps_ncbi)
```

### SCN1B SNPs

````{r}
scn1b_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(19, 35030688, 35040449), 
                       mart = hssnpmart)
head(scn1b_snps_ncbi)
```

```{r}
nrow(scn1b_snps_ncbi)
```

### SCN2B SNPs

````{r}
scn2b_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(11, 118162804, 118176622), 
                       mart = hssnpmart)
head(scn2b_snps_ncbi)
```

```{r}
nrow(scn2b_snps_ncbi)
```

### SCN3B SNPs

````{r}
scn3b_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(11, 123629187, 123654607), 
                       mart = hssnpmart)
head(scn3b_snps_ncbi)
```

```{r}
nrow(scn3b_snps_ncbi)
```

### SCN4B SNPs

````{r}
scn4b_snps_ncbi= getBM(attributes = c('refsnp_id','allele','chrom_start','chrom_strand'),
                       filters = c('chr_name','start','end'),
                       values = list(11, 118133377, 118152915),
                       mart = hssnpmart)
head(scn4b_snps_ncbi)
```

```{r}
nrow(scn4b_snps_ncbi)
```

```{r}
elementNROWS(scn4b_snps_ncbi) 
```

## A dataframe of the SCN reference SNPs

```{r}
SCNsnps <- as.data.frame(cbind(scn1a_snps_ncbi$refsnp_id, scn2a_snps_ncbi$refsnp_id,
                               scn3a_snps_ncbi$refsnp_id, scn4a_snps_ncbi$refsnp_id,
                               scn5a_snps_ncbi$refsnp_id, scn7a_snps_ncbi$refsnp_id,
                               scn8a_snps_ncbi$refsnp_id, scn9a_snps_ncbi$refsnp_id,
                               scn10a_snps_ncbi$refsnp_id, scn11a_snps_ncbi$refsnp_id,
                               scn1b_snps_ncbi$refsnp_id, scn2b_snps_ncbi$refsnp_id,
                               scn3b_snps_ncbi$refsnp_id, scn4b_snps_ncbi$refsnp_id))
```

```{r}
head(SCNsnps)
```

```{r}
dim(SCNsnps)
```

## Barplotting

```{r}
scn_snp_counts <- c(nrow(scn1a_snps_ncbi), nrow(scn2a_snps_ncbi), nrow(scn3a_snps_ncbi), nrow(scn4a_snps_ncbi),
                    nrow(scn5a_snps_ncbi), nrow(scn7a_snps_ncbi), nrow(scn8a_snps_ncbi), nrow(scn9a_snps_ncbi),
                    nrow(scn10a_snps_ncbi), nrow(scn11a_snps_ncbi), nrow(scn1b_snps_ncbi), nrow(scn2b_snps_ncbi),
                    nrow(scn3b_snps_ncbi), nrow(scn4b_snps_ncbi))
scn_snp_counts
```

```{r}
barplot(scn_snp_counts)
```

