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MADE BY-SHOBHIT 
SRIVASTAVA 
1109131125
the genome is the entirety of an organism's 
hereditary information. 
Protein coding region of genome is gene 
Question??
The human genome contains 3164.7 million chemical 
nucleotide bases (A, C, T, and G). 
The average gene consists of 3000 bases, but sizes vary 
greatly, with the largest known human gene containing 
2.4 million bases. 
The total number of genes is estimated at 30,000 to 
35,000. 
Less than 2% of the genome is used in protein coding. 
At least 50% of the genome is comprised of unused 
repetitive sequences.
REMEMBER- 
GENOME doesn’t generate any signal.
GENOME 
•DNA 
•PROTEINS 
PROPERTY 
•PERIOD 3 BEHAVIOR 
•ALTERNATIVE SPLICING
Gene to protein 
DNA 
transcription 
mRNA 
translation 
Protein 
CCTGAGCCAACTATTGATGAA 
CCUGAGCCAACUAUUGAUGAA 
PEPTIDE
Protein-coding regions of DNA have been found to have a 
peak at frequency 2π/3 in their Fourier spectra. This is 
called the period-3 property. 
The period-3 property is related to the different statistical 
distributions of codons between protein-coding and 
noncoding DNA sections. 
The period-3 property can be used as a basis for 
identifying the coding and non-coding regions in a DNA 
Sequence.
Identification of protein coding regions 
Prediction of the proper reading frame 
Comparing to traditional methods, signal 
processing methods are much quicker, and 
can be even more accurate in some cases.
By mapping the chemical bases of DNA to a number 
set, we give ourselves an effective “DNA signal” . 
A properly defined Fourier transform is a powerful 
predictor of both the existence and the reading frame of 
protein coding regions in DNA sequences. 
Their respective color mapping schemes can help in 
visually identifying protein coding regions.
FILTERS 
ANTINOTCH 
FILTERS 
INFINITE 
IMPULSE 
RESPONSE 
FILTERS 
MULTISTAGE 
FILTERS
Magnitude response of lowpass filter 
Multiband response 
Highpass filter .
AGRICULTURE 
MODERN MEDICINE 
FORERNSICS 
EVOLUTIONARY STUDIES.
Challenges and Future Work 
• Genomic signal processing opens a new signal 
processing frontier 
• Sequence analysis: symbolic or categorical signal, 
classical signal processing methods are not directly 
applicable 
• Increasingly high dimensionality of genetic data sets 
and the complexity involved call for fast and high 
throughput implementations of genomic signal 
processing algorithms 
• Future work: spectral analysis of DNA sequence and 
data clustering of microarray data. Modify classical 
signal processing methods, and develop new ones.
Genome Signal Processing Techniques

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Genome Signal Processing Techniques

  • 2. the genome is the entirety of an organism's hereditary information. Protein coding region of genome is gene Question??
  • 3. The human genome contains 3164.7 million chemical nucleotide bases (A, C, T, and G). The average gene consists of 3000 bases, but sizes vary greatly, with the largest known human gene containing 2.4 million bases. The total number of genes is estimated at 30,000 to 35,000. Less than 2% of the genome is used in protein coding. At least 50% of the genome is comprised of unused repetitive sequences.
  • 4.
  • 5. REMEMBER- GENOME doesn’t generate any signal.
  • 6. GENOME •DNA •PROTEINS PROPERTY •PERIOD 3 BEHAVIOR •ALTERNATIVE SPLICING
  • 7.
  • 8. Gene to protein DNA transcription mRNA translation Protein CCTGAGCCAACTATTGATGAA CCUGAGCCAACUAUUGAUGAA PEPTIDE
  • 9. Protein-coding regions of DNA have been found to have a peak at frequency 2π/3 in their Fourier spectra. This is called the period-3 property. The period-3 property is related to the different statistical distributions of codons between protein-coding and noncoding DNA sections. The period-3 property can be used as a basis for identifying the coding and non-coding regions in a DNA Sequence.
  • 10. Identification of protein coding regions Prediction of the proper reading frame Comparing to traditional methods, signal processing methods are much quicker, and can be even more accurate in some cases.
  • 11. By mapping the chemical bases of DNA to a number set, we give ourselves an effective “DNA signal” . A properly defined Fourier transform is a powerful predictor of both the existence and the reading frame of protein coding regions in DNA sequences. Their respective color mapping schemes can help in visually identifying protein coding regions.
  • 12.
  • 13. FILTERS ANTINOTCH FILTERS INFINITE IMPULSE RESPONSE FILTERS MULTISTAGE FILTERS
  • 14.
  • 15.
  • 16.
  • 17. Magnitude response of lowpass filter Multiband response Highpass filter .
  • 18.
  • 19. AGRICULTURE MODERN MEDICINE FORERNSICS EVOLUTIONARY STUDIES.
  • 20. Challenges and Future Work • Genomic signal processing opens a new signal processing frontier • Sequence analysis: symbolic or categorical signal, classical signal processing methods are not directly applicable • Increasingly high dimensionality of genetic data sets and the complexity involved call for fast and high throughput implementations of genomic signal processing algorithms • Future work: spectral analysis of DNA sequence and data clustering of microarray data. Modify classical signal processing methods, and develop new ones.