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ChIP-Seq: TB Example James Galagan
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Acknowledgements Broad, BU Seq and Analysis Brian Weiner Matt Petersen Desmond Lun SBRI CHIP Kyle Minch Tige Rustad David Sherman
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ChIP-Seq Immuno- precipitation (IP) Control (no IP) Sequence Fragments Align to Genome Look for Enrichment Target Site IP Control (ChIP-chip)(ChIP-Seq)
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Dormancy Regulon Genes induced >2 fold after a 2-h shift from ambient to 0.2% O 2. ~100 genes modulated 47 upregulated = dormancy regulon Sherman et al., 2001
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DosR Confirmation
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Hypoxic Response Depends on DosR ORFGeneRvΔdosRGene product *Rv0079 22.2 ± 6.90.9 ± 0.1HP Rv0080 7.8 ± 1.70.9 ± 0.1HP Rv0081 4.9 ± 1.20.5 ± 0.1Transc. regulator Rv0082 3.1 ± 0.40.6 ± 0.1Prob. oxidored. sub. Rv0083 2.1 ± 0.41.1 ± 0.2Prob. oxidored. sub. Rv0569 9.0 ± 4.30.9 ± 0.1CHP Rv0570nrdZ5.5 ± 3.01.1 ± 0.1Ribonuc. red. cl. II *Rv0571c 1.7 ± 0.5 1 ± 0.2CHP Rv0572c 3.0 ± 0.8 1 ± 0.1HP *Rv0574c 2.0 ± 0.51.1 ± 0.1CHP MT0639 2.0 ± 0.4 1 ± 0.2HP ***Rv1733c 4.1 ± 1.3NDPoss. mem. prot. *Rv1734c 1.5 ± 0.1 1 ± 0.2HP Rv1736cnarX3.7 ± 0.7 1 ± 0.2Fused nitrate red. ***Rv1737cnarK28.5 ± 2.01.1 ± 0.2Nitrite extrus. prot. ***Rv1738 22.8 ± 9.71.3 ± 0.1CHP Rv1812c 3.6 ± 0.6 1 ± 0.1HP *Rv1813c 11.4 ± 3.00.8 ± 0.2CHP *Rv1996 7.9 ± 4.60.7CHP Rv1997ctpF4.3 ± 2.20.8 ± 0.1Cation trans. ATPase Rv2003c 2.3 ± 0.60.9 ± 0.1CHP Rv2004c 4.2 ± 1.41.2 ± 0.2HP *Rv2005c 7.3 ± 3.71.3 ± 0.5CHP The presence of one, two or three motif sequences (matrix score> 9.5) upstream of a gene is indicated by *, **or ***respectively. ORFGeneRvΔdosRGene product *Rv2006otsB2.2 ± 0.90.8 ± 0.1Trehalose phos. *Rv2007cfdxA25.9 ± 3.30.8 ± 0Ferredoxin Rv2028c 6.0 ± 1.70.9 ± 0.2CHP Rv2029cpfkB13.3 ± 5.70.9 ± 0.1Phosphofruct. II Rv2030c 27.3 ± 6.3NDCHP **Rv2031cacr27.9 ± 7.6NDα-Crystallin **Rv2032 15.1 ± 5.0NDCHP Rv2623 18.8 ± 4.1NDCHP Rv2624c 3.9 ± 1.30.6CHP Rv2625c 3.0 ± 1.11.3 ± 0.1CHP **Rv2626c 24.5 ± 4.61.2 ± 0.1CHP **Rv2627c 12.4 ± 4.90.8CHP **Rv2628 13.6 ± 10.80.8 ± 0HP Rv2629 7.6 ± 7.41.4 ± 0.1HP Rv2630 6.5 ± 4.6 2 ± 0.5HP Rv2631 3.4 ± 2.11.4 ± 0.3CHP Rv2830c 2.6 ± 0.71.2 ± 0.1HP Rv3126c 1.7 ± 0.70.8 ± 0HP **Rv3127 17.4 ± 2.40.8 ± 0.1CHP Rv3128c 1.5 ± 0.50.8 ± 0.1CHP Rv3129 2.7 ± 1.30.6 ± 0.1CHP *Rv3130c 25.5 ± 9.4NDCHP *Rv3131 34.1 ± 6.4NDCHP Rv3132c 5.7 ± 1.10.8 ± 0.1Sensor hist. kinase Rv3133cdosR9.1 ± 3.31.1 ± 0.2Two-comp. resp. reg. **Rv3134c 22.2 ± 17.91.2 ± 0.2CHP Rv3841bfrB5.2 ± 1.92.0 ± 1.3Bacterioferritin 26 of 27 most induced genes depend on DosR Park et al., 2001
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DosR Binding Motif Computational identification –YMF to search promotors of hypoxic response genes 5’-TTSGGGACTWWAGTCCCSAA-3’ Experimental validation –Binds both copies of motif in acr promotor –Mutation abolishes binding and induction Park et al., 2001
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DosR Chip-Seq Native antibody to DosR –No tag DosR Control – no target for antibody –Control ChIP-Seq Runs at 2,4 and 8 Hours
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DosR ChIP-Seq Replicates
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Chip-Seq for TB DosR transcription factor binding at 4 hours post hypoxia IP Enrichment Known DosR Regulated Genes hspx Rv1733c Desmond Lun, Kyle Minch
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DosR Binding (2 hours-IP channel) = forward read = reverse read Rv1733c Rv1737c Rv1738
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Window Enrichment Analysis 1.Divide genome into non-overlapping bins 2.Take reads from ChIP and control libraries 3.Calculate log-likelihood ratio for independence (based on chi-square) 123456789101112…
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DosR ROC Curve
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Combined DosR Network Matt Petersen, Brian Weiner Previously known (from Park et al.) Green Dashed Park, CLR, and Chip-Seq Green CLR and Park et al. Black Dashed Chip-Seq only Black Not CLR or Chip-Seq New Predictions (not in Park) Red Dashed CLR and Chip-Seq Red CLR
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IP Coverage vs Induction in Park et al.
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IP Coverage vs Motif Match Increasing Match to Logo (Negative LL Meme)
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Location, Location, Location…
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Valouev et al (2008) Nature Methods
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DosR Binding (2 hours-IP channel) = forward read = reverse read Rv1733c Rv1737c Rv1738
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Chip-Seq Blind Deconvolution Impulse Function Deconvolve 3 binding sites Desmond Lun, Brian Weiner single binding site
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Binding Site Resolution Desmond Lun Fit enrichment curve to peak from putative single site Fit other peaks to single Site enrichment curve Refit peaks for 2,3, etc sites Re-estimate enrichment curve from all predicted site Repeat
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Reconstruct Promoter Architecture
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CSDeconv on DosR data Peak IDPositionAmplitude Position of motif matchDifference Absolute differenceLocation 188094.92.588124.5-29.629.6Upstream of Rv0079Rv0079 2665845.87.4665858.5-12.712.7In Rv0573cRv0573c 3668495.82.7668499.5-3.73.7Upstream of Rv0574cRv0574c 41639601.57.41639626.5-25.025.0In Rv1453Rv1453 51960517.813.11960519.5-1.71.7Upstream of Rv1733cRv1733c 61960611.525.51960623.5-12.012.0Upstream of Rv1733cRv1733c 71960692.310.41960692.5-0.20.2Upstream of Rv1733cRv1733c 81965458.410.51965470.5-12.112.1Upstream of Rv1737cRv1737c 91965543.414.41965532.510.9 Upstream of Rv1737cRv1737c 102056358.23.12056374.5-16.316.3Upstream of Rv1813c, Rv1814Rv1813cRv1814 112238942.39.52238937.54.8 Upstream of Rv1996Rv1996 122256458.212.92256495.5-37.337.3Upstream of Rv2007cRv2007c 132278996.339.42279004.5-8.28.2Upstream of Rv2031c, Rv2032Rv2031cRv2032 142279046.922.82279061.5-14.614.6Upstream of Rv2031c, Rv2032Rv2031cRv2032 152949477.76.62949471.56.2 Upstream of Rv2623Rv2623 162953045.18.32953073.5-28.428.4Upstream of Rv2626cRv2626c Continued…
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CSDeconv on DosR data Peak IDPositionAmplitude Position of motif matchDifference Absolute differenceLocation 172954749.85.22954791.5-41.741.7Upstream of Rv2627c, Rv2628Rv2627cRv2628 182955065.39.52955030.534.8 Upstream of Rv2627c, Rv2628Rv2627cRv2628 192955479.49.42955475.53.9 Upstream of Rv2629Rv2629 203492068.812.53492091.5-22.722.7In Rv3126cRv3126c 213496439.250.63496450.5-11.311.3Upstream of Rv3130c, Rv3131Rv3130cRv3131 223500822.93.23500831.5-8.68.6Upstream of Rv3134cRv3134c Identifies a total of 22 binding sites All have sequences that match a motif resembling that previously identified by Park et al. Motif recovered: Park et al. (2003) Mol Microbiol. Rv3133c/dosR is a transcription factor that mediates the hypoxic response of Mycobacterium tuberculosis.
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Rv2627c Novel dosR Binding Site? Rv2629Rv2628 dosR Binding Site
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Getting Induction –Inducible Promoter System
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Tagged Tet-Promotor Construct Named pEXNF-xxxx EX = expression vector NF = N-terminal FLAG tag xxxx = Rv number for gene of interest pEXNF-3133c used in subsequent slides Gateway recombination sites Tet Operator FLAG tag Gene of Interest
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Episomal vs KO Background Transcription Factor Gene Tet Promotor Epitope Tag Genome X Transcription Factor Protein Target Promotor Region Tet
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Induction Profiles – dosR background
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Episomal vs WT Background Transcription Factor Gene Tet Promotor Epitope Tag Genome Transcription Factor Protein Target Promotor Region ??
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Questions To drive or not to drive –Tet can drive –TF X – may not know the condition Can we know Drugs Lipids Induce –Qpcr – rna TO transcriptomics SBRI –Crosslink/save lysate for western debug if necessary –ChIP –Quantify that we have DNA and QC – SBRI/BU –Library prep (at BU – Chris Mahwinney) –Multiplex (10x) Solexa
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Induction Profiles – WT background
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Assaying for Tag/Untagged Ratio Transcription Factor Gene Tet Promotor Epitope Tag Genome Transcription Factor Protein Target Promotor Region tagged mRNA untagged mRNA qPCR mRNA levels
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Acknowledgements Broad, BU Seq and Analysis Brian Weiner Matt Petersen Desmond Lun SBRI CHIP Kyle Minch Tige Rustad David Sherman
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