20240924-ChIP-seq&Network

 
Genomic Structural Variation: INDEL(deletion, insertion, duplication, inversion)
Segmental duplication and copy-number variants (CNV)
GWAS (Genome-wide association studies): 罕见病、单基因分析
LD (Linkage Disequilibrium) 连锁不平衡
 

 
similarities
associations
 
DNA-protein interaction
  • cis-element
  • trans-element
  • TF (Transcription factor)
  • TRF (Transcription regulation factor)
 
Captured/targeted sequencing
 

 
CLIP-seq
  • PAR-CLIP
  • HITS-CLIP
 

 
Introduction to neural network
Architectures
  • Multilayer perception
  • Convolutional neural network
  • recurrent neural network
  • self-attention mechanism, transformer
 
Application of LLM in Biomedicine
  • linguistics ⇒ bioinformatics
  • Grammars
    • regular grammars
    • context-free grammars
    • context-sensitive grammars
    • unrestricted grammars
  • SCFG (context-free) ⇒ transformer (context sensitive)
  • Evoformer, a transformer used in protein folding (AlphaFold2)