基因組學(xué)的進(jìn)展 及應(yīng)用 |
DNA測序技術(shù)-轉(zhuǎn)錄組分析的進(jìn)化
第一代測序技術(shù):Sanger測序原理
第二代測序技術(shù):Illumina,454, Ion Torrent原理
第三代測序技術(shù):PacBio, Hellicos原理
第四代測序技術(shù): Oxford NanoPore原理
其他技術(shù)Hybridization based methods (NabSys)
生物信息學(xué)基本技能:
基于virtual box的linux虛擬機(jī)的安裝及使用(實(shí)驗(yàn))
云服務(wù)器登陸及文件傳輸(實(shí)驗(yàn))
常用LINUX命令(實(shí)驗(yàn))
簡單shell腳本的編寫(實(shí)驗(yàn)) |
高通量測序應(yīng)用 |
基因組測序和組裝
第二代測序技術(shù)應(yīng)用
ChIRP-Seq, GRO-Seq, Ribo-Seq)/ARTseq, RIP-Seq, HITS-CLIP, CLIP-Seq, PAR-CLIP, iCLIP, NET-Seq, TRAP-Seq, CLASH-Seq, PARE-Seq, GMUCT, TIF-Seq, PEAT等方法的原理解析
第三代測序的應(yīng)用
植物、動(dòng)物全基因組測序研究實(shí)例 |
轉(zhuǎn)錄組分析 |
Experimental procedure for transcriptomic analysis
Introduction
Number of duplications, Sequencing coverage
Transcriptomic analysis using NGS (RNA-Seq)
Transcriptomic analysis using PacBio (Iso-Seq)
IsoSeq Experimental design
Data analysis (part 1):data pre-processing
evaluation of data quality 數(shù)據(jù)分析
Data format,fasta,fastq,quality value,gff3
Data cleanup
Quality filter, trimmer, clipper
Data analysis (part 2):reference free analyses,無參轉(zhuǎn)錄組分析
Gene discovery
Trinity de novo transcriptome assembly
Analysis of Differential Expressed Gene (DEGs)
Abundance estimation using RSEM
Differential expression analysis using EdgeR
Explore the results (cummerbund)
MA plot, Volcano plot, False Discovery Rate (FDR)
hierarchical two-way clustering, pairwise sample-distance,gene expression profiles.
Data analysis (part 3):reference based analyses,有參轉(zhuǎn)錄組分析
Gene discovery
Mapping reads to the reference (tophat)
Assemble mapped reads (cufflinks)
Merge sample-specific assemblies (cuffmerge)
Analysis of Differentially Expressed Gene (DEGs)
Identify DEGs (cuffdiff)
Explore the results (cummerbund)
Data analysis (part 4):from gene list to gene function,基因功能注釋
File format for annotation information: GFF3
Annotation
Enrichment analysis using DAVID |
表觀基因組數(shù)據(jù) |
數(shù)據(jù)的產(chǎn)生、處理與分析
ChIP-Seq與DNA甲基化測序
主要分析方法和原理
-數(shù)據(jù)質(zhì)量檢查和質(zhì)量控制
-數(shù)據(jù)前處理
Peak calling算法介紹
DNA Accessibility解析
3D Chromatin Structure解析
UCSC Genome Browser工具介紹與應(yīng)用 |
ENCODE項(xiàng)目 |
ENCODE項(xiàng)目背景、目標(biāo)、實(shí)驗(yàn)種類介紹
數(shù)據(jù)和數(shù)據(jù)倉庫的概況
工具介紹: ChromHMM, Segway, chromImpute等.
數(shù)據(jù)資源: regulomeDB, HaploReg等.
其他應(yīng)用與項(xiàng)目如Epigenome Roadmap等 |
TCGA項(xiàng)目及其他 |
TCGA項(xiàng)目背景、目標(biāo)、實(shí)驗(yàn)種類介紹
數(shù)據(jù)和數(shù)據(jù)倉庫的概況
臨床數(shù)據(jù)介紹
SNV, CNV等識(shí)別
多維基因組數(shù)據(jù)分析
cBioPortal工具的介紹與應(yīng)用
CCLE、CGP項(xiàng)目的介紹與應(yīng)用 |