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Investigation of regulators of hippocampus functions and adult neurogenesis by system biology approaches
Haifang Wang
July 7, 2015
Overview
circadian clockPost-transcriptional regulation by miRNAPost-translational regulation by TIP60 (collaborate
with Dr. Anastasia Repouskou)
TIP60 function in the hippocampus (Collaborate with Dr. Inga Urban)
Molecular signatures of progenitor cells in adult primate (Collaborate with Dr. Anton Tonchev)
Part 1. TIP60 function in the hippocampus
Part 1. TIP60 function in the hippocampus
• TIP60 is a well-known lysine accetyltransferase that with many known histone as well as non-histone substrates, and highly expressed in adult forebrain. It is function in the mammalian nervous system is largely unknown.
• Recent studies suggest that epigenetic mechanisms of gene expression such as histone acetylation play an important role in memory formation.
• Forebrain-specific Tip60 conditional knock-out (cKO) mice gained weight, got seizures and showed limb clasping and elevated nervosity. On molecular level several immediate-early genes, which have been implicated in learning and memory, are significantly up-regulated in the CA1 region of cKOs,.
• We want to elucidate the role of TIP60 in the mammalian hippocampus by whole transcriptome comparison of the WT and cKO mice.
Background
TIP60 immunoreactivity in the hippocampus
Tip60f/f (6) CaMKCreERT2 Tip60f/f (6)
Tip60f/f (4) CaMKCre Tip60f/f (5)
DAPI = red TIP60 = green
Inga Urban
Part 1. TIP60 function in the hippocampus
CA1
CA2
CA3DG
CA1CA2
CA3DG
CA1
CA2
CA3
DG
CA1
CA2
CA3DG
Step Description Tool/ScriptNon-default parameters
1 Quality Control FastQC -
2Mapping to reference
genome (GRCm37/mm9)
TopHat(v2.0.8) --no-coverage-search
3Read counting in
transcripts
bedtools (bedtools coverage)
-
4Detection of
differential gene expression
DESeq (R-package)
pairwise comparisons of
groups
5 Visualization IGV -
RNA-seq analysis pipeline
Part 1. TIP60 function in the hippocampus
Result 1. A example: Npas4, up-regulated in both inducible and constitutive lines
Part 1. TIP60 function in the hippocampus
Result 2. 2-dimensional principal component analysis (PCA) show a clear separation between different groups
Part 1. TIP60 function in the brain
Result 3. Number of differential expressed genes (DEGs) using different log2-transformed fold change (log2FC) as cutoff
log2FC common inducible constitutive
Up-regulated0 1520 2891 3172
0.5 594 868 2086
Down-regulated
0 2605 3601 3886
0.5 748 983 1917
Part 1. TIP60 function in the brain
Significance of the overlap (|log2FC|>0.5):Fisher’s exact test p-value< 2.2e-16, odd ratio=18.6
Result 4.1. expression pattern of differential expressed genes in inducible lines
Part 1. TIP60 function in the brain
983 down-regulated
genes
868 up-regulated
genes
Result 5. RNA-seq fold changes in inducible lines validated by qPCR
Inga Urban
Part 1. TIP60 function in the brain
Result 6.1. RNA-seq fold change validated by ISH: Npas4 (neuronal PAS domain protein 4)
Tip60f/f CaMKCreERT2 Tip60f/f
Inga Urban
CA1 CA1
Result 6.2. RNA-seq fold change validated by ISH: Esr1 (estrogen receptor 1)
Tip60f/f CaMKCreERT2 Tip60f/f
Tip60f/f CaMKCre Tip60f/f
Inga Urban
CA1
CA1
CA1
CA1
Result 6.4. RNA-seq fold change validated by ISH: Lin7b (lin-7 homolog B)
Inga Urban
Part 1. TIP60 function in the brain
a c
Tip60f/f CaMKCreERT2 Tip60f/f
CA1 CA1
Result 7. DEGs are enriched in certain biological function
Part 1. TIP60 function in the brain
Category Term PValue
down-regulated genes
GOTERM_BP_FAT cell adhesion 1.09E-06
GOTERM_BP_FAT ion transport 1.94E-06
GOTERM_BP_FAT intracellular signaling cascade 8.66E-06
KEGG_PATHWAY Gap junction 2.17E-05
KEGG_PATHWAY MAPK signaling pathway 2.65E-05
KEGG_PATHWAY Calcium signaling pathway 1.29E-04
KEGG_PATHWAY Focal adhesion 2.08E-04
GOTERM_BP_FAT neuron differentiation 2.29E-04
GOTERM_BP_FAT glycolysis 3.64E-04
GOTERM_BP_FAT cytoskeleton organization 4.25E-04
up-regulated genes
GOTERM_BP_FAT response to DNA damage stimulus 7.60E-08
GOTERM_BP_FAT cell cycle 2.47E-06
GOTERM_BP_FAT regulation of cell growth 2.19E-04
Result 8. The promoter of the down-regulated genes are enriched in binding site of TFs with neural function
down-regulated genes up-regulated genes
AP-2 AP-2HIC1 E2F1ZIC4 E12ZIC3 NHLH1HEN1MTF1NFKBCP2
INSM1EBF1
PLAG1MYODE2F1
HINFP1E12E47
GLIS2NHLH1
HEBSZF11
NRSF
Part 1. TIP60 function in the brain
Result 9. Comparison with forebrain-specific Gcn5 conditional KO RNA-seq
Tip60 Gcn5
up-regulated 868 28
down-regulated 983 10
Part 1. TIP60 function in the brain
Stilling RM, Ronicke R, Benito E, Urbanke H, Capece V, et al. (2014) K-Lysine acetyltransferase 2a regulates a hippocampal gene expression network linked to memory formation. EMBO J 33: 1912-1927
Part 2. Molecular signatures of progenitor cells in adult primate brain
Stem cells in primate brain
Part 2. Molecular signatures of progenitor cells in adult primate brain
Neurogenesis in the adult brain is restricted to the subgranular zone (SGZ) of the hippocampal dentate gyrus (DG) and the subventricular zone (SVZ) along the walls of the lateral ventricle.
Increased proliferation and neurogenesis after ischemia in monkeys (SVZa)
CONTROL ISCHEMIAPhenotypeProgenitorNeuronGlia
Tonchev et al., 2003
Part 2. Molecular signatures of progenitor cells in adult primate brain
Primate-specific neuroanatomical features of SVZ
Part 2. Molecular signatures of progenitor cells in adult primate brain
Monika Chanu Chongtham
Tissue sampling and comparisons
SVZa from Sham VS. ischmia
DEGs in ischmia SVZa
SVZi from Sham VS. ischmia
DEGs in ischmia
SVZi
RNA-seq
RNA-seq
Common/different DEGs
Functional analysis, pathway analysis,, experimental validation……
Japanese monkeys
Part 2. Molecular signatures of progenitor cells in adult primate brain
Step Description Tool/Script Non-default parameters
1 Quality Control FastQC -
2Mapping to reference genome (RheMac2) TopHat(v2.0.8) --no-coverage-search
3Read counting in
transcriptsbedtools (bedtools
coverage) -
4Detection of differential
gene expression
DESeq (R-package) & paired
t-test
pairwise comparisons of groups (DEseq)
5 Visualization IGV -
RNA-seq analysis pipeline
Result 1. A example: CLU, enhanced after ischemia in SVZa
Part 2. Molecular signatures of neuronal stem cells
Result 2. summary of the differential expressed genes in SVZa and SVZi
Part 2. Molecular signatures of neuronal stem cells
SVZa SVZi common
Enhanced 577 282 136
Decreased 517 154 61
Significance of the overlap:Fisher’s exact test p-value< 2.2e-16, odd ratio=16.9
Result 3. neuron differentiation/development genes are enriched in up-regulated genes, while respiratory chain genes are enriched in down-regulated genes
Part 2. Molecular signatures of neuronal stem cells
Category Term PValue
Enhanced in SVZa after ischemia
GOTERM_BP_FAT cell adhesion 3.38E-09
GOTERM_MF_FAT ion binding 2.27E-04
GOTERM_BP_FAT neuron differentiation 2.29E-04
GOTERM_BP_FAT neuron development 3.60E-04
GOTERM_CC_FAT anchoring junction 1.10E-03
KEGG_PATHWAY Gap junction 9.02E-03
Decreased in SVZa after ischemia
GOTERM_CC_FAT respiratory chain 2.16E-20
GOTERM_BP_FAT circulatory system process 1.62E-03
KEGG_PATHWAY Oxidative phosphorylation 2.78E-25
KEGG_PATHWAY Parkinson/Alzheimer 's disease 3.57E-23
Enhanced in SVZi after ischemia
GOTERM_BP_FAT cell adhesion 9.36E-05
GOTERM_MF_FAT ion binding 4.81E-04
GOTERM_MF_FAT cofactor binding 4.74E-03Decreased in SVZi
after ischemia GOTERM_BP_FAT electron transport chain 4.50E-02
Tissue sampling and comparisonsSVZa VS.
Striatum
DEGs in SVZa
SVZi VS. CA1
DEGs in SVZi
RNA-seq
RNA-seq
SVZa from Sham VS. ischmia
DEGs in ischmia SVZa
SVZi from Sham VS. ischmia
DEGs in ischmia
SVZi
RNA-seq
RNA-seq
Common/different DEGs
Common/different DEGs
Functional analysis, pathway analysis,, experimental validation……
German monkeys
Japanese monkeys
Part 2. Molecular signatures of progenitor cells in adult primate brain
Result 4. Comparison of DEGs in ischemia vs. sham and SVZa vs. striatum
Ischmeia vs. sham
SVZa vs. striatum
common
enhanced 577 1220 135
Decreased 517 670 16
Part 2. Molecular signatures of progenitor cells in adult primate brain
Significance of the overlapped enhanced genes:Fisher’s exact test p-value< 2.2e-16, odd ratio=5.1
CD38 MARCH8 FAM124A MROH8 RRP8CLIP2 A2ML1 FAM168A MVB12B SAMD4B
BMPR1A AAED1 FAM222A-AS1 MYH6 SCARA3NLGN3 ABCD3 FGFR2 NACC2 SCD5
SP9 ABHD17B FICD NCAM1 SEMA6DGPR17 ATF7 FITM2 NFIC SF1GREB1 ATL3 FNBP1 NR4A3 SLC25A48MEX3D ATP1A4 FOXRED2 OGFRL1 SLC26A5MAML3 ATXN1L FRMD5 PCDHA4 SLC35E2
LFNG BBX FYCO1 PCDHGA2 SNORA80BRBPJ BROX GALC PCDHGA3 SNORD84
MAML2 CCR6 GNAO1 PCDHGA4 SPTLC1DIP2A CORO1B GPM6B PCDHGB1 TAB1DOCK1 CXorf38 GPR173 PCDHGC3 TCP11L2DUSP16 DAZAP2 GSTCD PCSK6 THEM4
EFCAB14 DCAF8 HIP1 PCYT1A TLN1EHMT1 DENND5A HMBOX1 PFKFB2 TMEM41BELAVL3 DESI1 HNMT PGM2 TMEM87AELMO1 ULK2 HNRNPUL1 PHACTR4 TMTC2ENTPD5 WASF2 IL4I1 PHF12 TRAF6
ETV3 WDFY2 IL6ST PIN4P1 TRIM14LOC284837 WWTR1 IL9 PMP2 TRIM56LOC285847 ZNF281 JAKMIP3 POLR2A TRIOBP
MAP7D3 ZNF699 KIF13A POU3F3 TSPY26PMEGF10 ZNF704 KREMEN1 PPFIA1 TTLL11
RFX4 ZSCAN12 LIMS1 PPM1K QKIRHPN2 PXDC1 LIX1L PTPLB REST
Part 2. Molecular signatures of progenitor cells in adult primate brain
Result 5. CD38 expression pattern validated by ISH
Sham SVZa
Sham SVZi
ischemic SVZa
ischemic SVZi
Corpus callosum
Corpus callosum
Striatum Striatum
SGZ
DG
DG
SGZ
Part 2. Molecular signatures of progenitor cells in adult primate brain
B3 B4
Future work• More differential expressed genes will be validated by ISH.
• For the genes validated by ISH, in vivo loss- or gain-of-function experiments could provide valuable information on their possible function in neurogenesis.
• We observed that genes expression pattern are quite different for different subregions of SVZa, which indicate that they may have different cell types or neuronal functions, so next we will systematically search those genes and study their functions.
• Long non-conding RNAs (lncRNA) have been shown involved in neurogenesis recently, so we will also identify the differential expressed lncRNA after ischemia.
Part 2. Molecular signatures of progenitor cells in adult primate brain
Thank you
Result 6.3. RNA-seq fold change validated by ISH: Syt7 (synaptotagmin VII)
Tip60f/f CaMKCreERT2 Tip60f/f
Inga Urban
Future work• In order to further elucidate the role of TIP60 in
the hippocampus, the genes directly regulated by TIP60 have to be identified. So both ChIP-seq as well as co-immunoprecipitation experiments are planned in order to identify TIP60 binding sites and to shed further light on this direct targets.
Primate Model of Global Cerebral Ischemia(T. Yamashima, Kanazawa, Japan)
Part 2. Molecular signatures of progenitor cells in adult primate brain
Anton Tonchev