机构:
Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02215 USA
Harvard Med Sch, Dept Syst Biol, Boston, MA USAUT MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
Luna, Augustin
[3
,4
]
Korkut, Anil
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机构:
UT MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USAUT MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
Korkut, Anil
[1
]
机构:
[1] UT MD Anderson Canc Ctr, Dept Bioinformat & Computat Biol, Houston, TX 77030 USA
[2] Rice Univ, Dept Stat, Houston, TX 77030 USA
[3] Dana Farber Canc Inst, Dept Data Sci, Boston, MA 02215 USA
[4] Harvard Med Sch, Dept Syst Biol, Boston, MA USA
The interactions between tumor intrinsic processes and immune checkpoints can mediate immune evasion by cancer cells and responses to immunotherapy. It is, however, challenging to identify functional interactions due to the prohibitively complex molecular landscape of the tumor-immune interfaces. We address this challenge with a statistical analysis framework, immuno-oncology gene interaction maps (ImogiMap). ImogiMap quantifies and statistically validates tumor-immune checkpoint interactions based on their co-associations with immune-associated phenotypes. The outcome is a catalog of tumor-immune checkpoint interaction maps for diverse immune-associated phenotypes. Applications of ImogiMap recapitulate the interaction of SERPINB9 and immune checkpoints with interferon gamma (IFN gamma) expression. Our analyses suggest that CD86-CD70 and CD274-CD70 immunoregulatory interactions are significantly associated with IFN gamma expression in uterine corpus endometrial carcinoma and basal-like breast cancer, respectively. The open-source ImogiMap software and user-friendly web application will enable future applications of ImogiMap. Such applications may guide the discovery of previously unknown tumor-immune interactions and immunotherapy targets. A statistical analysis framework, termed immuno-oncology gene interaction maps (ImogiMap) provides insights into the tumor immune environment.
机构:
United Arab Emirates Univ, Fac Sci, Dept Math Sci, Al Ain 17551, U Arab EmiratesUnited Arab Emirates Univ, Fac Sci, Dept Math Sci, Al Ain 17551, U Arab Emirates
Rihan, F. A.
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Safan, M.
Abdeen, M. A.
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机构:
Helwan Univ, Fac Sci, Dept Math, Cairo 11790, EgyptUnited Arab Emirates Univ, Fac Sci, Dept Math Sci, Al Ain 17551, U Arab Emirates
Abdeen, M. A.
Rahman, D. Abdel
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United Arab Emirates Univ, Fac Sci, Dept Math Sci, Al Ain 17551, U Arab EmiratesUnited Arab Emirates Univ, Fac Sci, Dept Math Sci, Al Ain 17551, U Arab Emirates
机构:
Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Lieberman, Nicole
Kovar, Heather
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Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Kovar, Heather
DeGolier, Kole
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Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
DeGolier, Kole
Davis, Amira
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Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Davis, Amira
Hoglund, Virginia
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Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Hoglund, Virginia
Stevens, Jeffrey
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Seattle Childrens Hosp, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Stevens, Jeffrey
Winter, Conrad
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Seattle Childrens Hosp, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Winter, Conrad
Deutsch, Gail
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机构:
Univ Washington, Dept Pediat, Seattle Childrens Hosp, Div Pathol, Seattle, WA 98195 USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA
Deutsch, Gail
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Vitanza, Nicholas
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Leary, Sarah
Crane, Courtney
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Seattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USASeattle Childrens Res Inst, Ben Towne Ctr Childhood Canc Res, Seattle, WA USA