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Deciphering the mysteries of human genomes — Anna Přistoupilová
Explore how DNA sequencing and bioinformatics help diagnose rare genetic diseases, from processing raw genomic data to identifying disease-causing variants and clinical impact.
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The human genome contains 3 billion letters (base pairs) with only 2% being coding DNA (genes), while the rest is non-coding DNA with regulatory functions
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Rare diseases collectively affect up to 6% of the population, with over 6,000 different types identified:
- 72% are genetic in origin
- 70% start in childhood
- Only 5% have available treatments
- Can take 15-17 years for research findings to reach clinical practice
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DNA sequencing technologies have evolved significantly:
- First human genome (2001): 13 years, $3 billion
- Current cost: ~$500 per genome
- Next-generation sequencing improved clinical diagnosis rates from 1% to 50%
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Key sequencing approaches:
- Whole genome sequencing (entire DNA)
- Exome sequencing (2% coding regions only)
- Targeted sequencing (specific genes)
- Nanopore sequencing (long reads)
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Bioinformatics workflow includes:
- Raw sequence data processing (FASTQ format)
- Quality control and filtering
- Mapping to reference genome
- Variant identification and annotation
- Data analysis using tools like Python, BioPython, and BioConda
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Genetic variants can have different effects:
- Silent mutations (no effect)
- Missense mutations (amino acid change)
- Nonsense mutations (protein termination)
- Insertions/deletions (reading frame shifts)
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When disease-causing variants are found:
- Validate findings
- Check family members
- Find other affected families
- Consider treatment options
- Provide genetic counseling
- Submit to databases
- Publish findings