Background: Both transcriptional control and microRNA (miRNA) control are critical regulatory mechanisms for cells to direct their destinies. At present, the combinatorial regulatory network composed of transcriptional regulations and post-transcriptional regulations is often constructed through a forward engineering strategy that is based solely on searching of transcriptional factor binding sites or miRNA seed regions in the putative target sequences. If the reverse engineering strategy is integrated with the forward engineering strategy, a more accurate and more specific combinatorial regulatory network will be obtained. Results: In this work, utilizing both sequence-matching information and parallel expression datasets of miRNAs and mRNAs, we integrated forward engineering with reverse engineering strategies and as a result built a hypothetical combinatorial gene regulatory network in human cancer. The credibility of the regulatory relationships in the network was validated by random permutation procedures and supported by authoritative experimental evidence-based databases. The global and local architecture properties of the combinatorial regulatory network were explored, and the most important tumor-regulating miRNAs and TFs were highlighted from a topological point of view. Conclusions: By integrating the forward engineering and reverse engineering strategies, we manage to sketch a genome-scale combinatorial gene regulatory network in human cancer, which includes transcriptional regulations and miRNA regulations, allowing systematic study of cancer gene regulation. Our work establishes a pipeline that can be extended to reveal conditional combinatorial regulatory landscapes correlating to specific cellular contexts.
机构:
Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Xiao, Zhen-Dong
Diao, Li-Ting
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Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Diao, Li-Ting
Yang, Jian-Hua
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机构:
Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Yang, Jian-Hua
Xu, Hui
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机构:
Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Xu, Hui
Huang, Mian-Bo
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机构:
Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Huang, Mian-Bo
Deng, Yong-Jin
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机构:
Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Deng, Yong-Jin
Zhou, Hui
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Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
Zhou, Hui
Qu, Liang-Hu
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Sun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R ChinaSun Yat Sen Univ, Key Lab Gene Engn, Minist Educ, State Key Lab Biocontrol, Guangzhou 510275, Guangdong, Peoples R China
机构:
Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Georgia Inst Technol, Parker H Petit Inst Bioengn & Biosci, Atlanta, GA 30332 USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Shahab, Shubin W.
Matyunina, Lilya V.
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Georgia Inst Technol, Parker H Petit Inst Bioengn & Biosci, Atlanta, GA 30332 USA
Ovarian Canc Inst, Atlanta, GA USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Matyunina, Lilya V.
Mezencev, Roman
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Georgia Inst Technol, Parker H Petit Inst Bioengn & Biosci, Atlanta, GA 30332 USA
Ovarian Canc Inst, Atlanta, GA USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Mezencev, Roman
Walker, L. DeEtte
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Georgia Inst Technol, Parker H Petit Inst Bioengn & Biosci, Atlanta, GA 30332 USA
Ovarian Canc Inst, Atlanta, GA USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Walker, L. DeEtte
Bowen, Nathan J.
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机构:
Ovarian Canc Inst, Atlanta, GA USA
Clark Atlanta Univ, Dept Biol Sci, Atlanta, GA 30314 USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Bowen, Nathan J.
Benigno, Benedict B.
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Ovarian Canc Inst, Atlanta, GA USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Benigno, Benedict B.
McDonald, John F.
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Georgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
Georgia Inst Technol, Parker H Petit Inst Bioengn & Biosci, Atlanta, GA 30332 USA
Ovarian Canc Inst, Atlanta, GA USAGeorgia Inst Technol, Sch Biol, Atlanta, GA 30332 USA
机构:
Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South KoreaSeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Han, Nayoung
Song, Yun-Kyoung
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机构:
Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South KoreaSeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Song, Yun-Kyoung
Burokart, Gilbert J.
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机构:
US FDA, Off Clin Pharmacol, Off Translat Sci, Silver Spring, MD 20993 USASeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Burokart, Gilbert J.
Ji, Eunhee
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机构:
Gacheon Univ, Coll Pharm, Incheon 13120, South KoreaSeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Ji, Eunhee
Kim, In-Wha
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机构:
Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South KoreaSeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Kim, In-Wha
Oh, Jung Mi
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Seoul Natl Univ, Coll Pharm, Seoul 08826, South Korea
Seoul Natl Univ, Res Inst Pharmaceut Sci, Seoul 08826, South KoreaSeoul Natl Univ, Coll Pharm, Seoul 08826, South Korea