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Yu H and Gerstein M  (2006) Genomic analysis of the hierarchical structure of regulatory networks. Proc Natl Acad Sci U S A 103(40):14724-31

Abstract: A fundamental question in biology is how the cell uses transcription factors (TFs) to coordinate the expression of thousands of genes in response to various stimuli. The relationships between TFs and their target genes can be modeled in terms of directed regulatory networks. These relationships, in turn, can be readily compared with commonplace "chain-of-command" structures in social networks, which have characteristic hierarchical layouts. Here, we develop algorithms for identifying generalized hierarchies (allowing for various loop structures) and use these approaches to illuminate extensive pyramid-shaped hierarchical structures existing in the regulatory networks of representative prokaryotes (Escherichia coli) and eukaryotes (Saccharomyces cerevisiae), with most TFs at the bottom levels and only a few master TFs on top. These masters are situated near the center of the protein-protein interaction network, a different type of network from the regulatory one, and they receive most of the input for the whole regulatory hierarchy through protein interactions. Moreover, they have maximal influence over other genes, in terms of affecting expression-level changes. Surprisingly, however, TFs at the bottom of the regulatory hierarchy are more essential to the viability of the cell. Finally, one might think master TFs achieve their wide influence through directly regulating many targets, but TFs with most direct targets are in the middle of the hierarchy. We find, in fact, that these midlevel TFs are "control bottlenecks" in the hierarchy, and this great degree of control for "middle managers" has parallels in efficient social structures in various corporate and governmental settings.

Status: Published Type: Journal Article PubMed ID: 17003135

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ABF1 ACA1 ACE2 ADA2 ADR1 AFT2 ARG80 ARG81 ARO80 ARR1
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ASH1 ASK10 ATS1 AZF1 BAS1 BCK2 BDF1 CAD1 CAF130 CAF16
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CAF4 CAF40 CAT8 CBF1 CDC36 CDC39 CDC50 CDC73 CHA4 CIN5
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CLN1 CLN2 CLN3 CRZ1 CSE2 CST6 CUP2 CUP9 CYC8 DAL80
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DAL81 DAL82 DAT1 DIG1 DOT6 DST1 EAF3 ECM22 FAR1 FHL1
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FKH1 FKH2 FLO8 FZF1 GAL11 GAL4 GAT1 GAT3 GCN4 GCR1
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GCR2 GIS1 GLN3 GTS1 GZF3 HAA1 HAC1 HAL9 HAP1 HAP2
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HAP3 HAP4 HAP5 HCM1 HFI1 HIR1 HIR2 HIR3 HMLALPHA1 HMLALPHA2
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HMRA2 HMS1 HMS2 HOG1 HPR1 HSF1 HST1 HTZ1 IME1 IME4
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Topics Genes linked to topics (#91 - 100 )
IMP2 INO2 ITC1 IXR1 KAR4 KSS1 KTI11 LEU3 LYS14 MAC1
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MAF1 MAL13 MAL33 MATA1 MBF1 MBP1 MCM1 MCM7 MED2 MED8
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MET18 MET28 MET31 MET32 MET4 MF(ALPHA)1 MF(ALPHA)2 MGA1 MGA2 MIG1
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MIG2 MIG3 MOT2 MOT3 MSN1 MSN2 MSN4 MSS11 NAB3 NDD1
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NDT80 NGG1 NHP6A NHP6B NOT3 NOT5 NRD1 NRG1 NRG2 NSI1
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NUT1 NUT2 OAF1 OPI1 OTU1 PAF1 PDC2 PDR1 PDR3 PGD1
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Topics Genes linked to topics (#151 - 160 )
PHD1 PHO2 PHO23 PHO4 PHO80 PIP2 PLM2 POG1 PPR1 PUT3
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RAD18 RAD50 RAD9 RAP1 RCO1 RDR1 RDS1 RDS2 RDS3 REB1
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RFA1 RFA2 RFX1 RGA1 RGM1 RGT1 RIM101 RIM4 RLM1 RME1
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ROX1 ROX3 RPH1 RPI1 RPN4 RSC1 RSC2 RSC3 RSF1 RTG1
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RTG3 SDS3 SET1 SET2 SET3 SFL1 SFP1 SIN3 SIP4 SIR2
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SIR3 SIR4 SKN7 SKO1 SMK1 SMP1 SNF5 SNF6 SNT2 SOK2
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SPT16 SPT2 SPT20 SPT21 SPT23 SPT4 SPT5 SPT7 SPT8 SRB4
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SRB7 SRD1 SSN2 SSN8 SSU72 STB1 STB2 STB4 STB5 STD1
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Topics Genes linked to topics (#231 - 240 )
STE12 STE5 STO1 STP1 STP2 STP4 SUI2 SUM1 SUT1 SWI1
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Topics Genes linked to topics (#241 - 250 )
SWI3 SWI4 SWI5 SWI6 TDA9 TEC1 TFA1 TFA2 THI2 THI3
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Topics Genes linked to topics (#251 - 260 )
THO2 TIS11 TOA1 TOA2 TOS4 TOS8 TPO1 TUP1 TYE7 UGA3
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Topics Genes linked to topics (#261 - 270 )
UME1 UME6 UPC2 URC2 USV1 WAR1 WHI2 WTM1 XBP1 YAP1
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Topics Genes linked to topics (#271 - 279 )
YAP3 YAP5 YAP6 YHP1 YJL206C YKU70 YOX1 YRR1 ZAP1
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