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Determine characteristics(phenotype) from genomes

I am a computer science & engineering student & I'm currently working on my final project which related to genomics. I am applying big-data analytics on genomic field.

My question is, I want a clear demonstration of how could I find the characteristics(such as race, eye color, skin color, hair color.. etc) & diseases(cholera, cancer, malaria.. etc) of human from the genomes, genes, DNA or RNA.

My objective is to analyse the genomes using new programming methods(such as clustering, map-reduce, k-means, .. etc) instead of regular (i.e old or traditional) ones.

I did some simple analysis on nucleotide sequence (FASTA format) using big-data (specifically hadoop) like finding oriC (i.e. replication origin) of vibrio cholera (bacterial genome) and generate the possible k-mers of a given nucleotide sequence, and now I am working on finding ORF (i.e. open reading frame).

I would be very grateful for any help you could give me. I also apologize if my question is naive because I am a computer science student.

programming biology big-data dna

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