Genome-wide identification of Drosophila dorso-ventral enhancers by differential histone acetylation analysis
被引:44
作者:
Koenecke, Nina
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机构:
Stowers Inst Med Res, Kansas City, MO 64110 USAStowers Inst Med Res, Kansas City, MO 64110 USA
Koenecke, Nina
[1
]
Johnston, Jeff
论文数: 0引用数: 0
h-index: 0
机构:
Stowers Inst Med Res, Kansas City, MO 64110 USAStowers Inst Med Res, Kansas City, MO 64110 USA
Johnston, Jeff
[1
]
Gaertner, Bjoern
论文数: 0引用数: 0
h-index: 0
机构:
Stowers Inst Med Res, Kansas City, MO 64110 USA
Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USAStowers Inst Med Res, Kansas City, MO 64110 USA
Gaertner, Bjoern
[1
,2
]
Natarajan, Malini
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h-index: 0
机构:
Stowers Inst Med Res, Kansas City, MO 64110 USAStowers Inst Med Res, Kansas City, MO 64110 USA
Natarajan, Malini
[1
]
Zeitlinger, Julia
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h-index: 0
机构:
Stowers Inst Med Res, Kansas City, MO 64110 USA
Univ Kansas, Med Ctr, Dept Pathol & Lab Med, Kansas City, KS 66160 USAStowers Inst Med Res, Kansas City, MO 64110 USA
Zeitlinger, Julia
[1
,3
]
机构:
[1] Stowers Inst Med Res, Kansas City, MO 64110 USA
[2] Univ Calif San Diego, Dept Pediat, La Jolla, CA 92093 USA
[3] Univ Kansas, Med Ctr, Dept Pathol & Lab Med, Kansas City, KS 66160 USA
Background: Drosophila dorso-ventral (DV) patterning is one of the best-understood regulatory networks to date, and illustrates the fundamental role of enhancers in controlling patterning, cell fate specification, and morphogenesis during development. Histone acetylation such as H3K27ac is an excellent marker for active enhancers, but it is challenging to obtain precise locations for enhancers as the highest levels of this modification flank the enhancer regions. How to best identify tissue-specific enhancers in a developmental system de novo with a minimal set of data is still unclear. Results: Using DV patterning as a test system, we develop a simple and effective method to identify tissue-specific enhancers de novo. We sample a broad set of candidate enhancer regions using data on CREB-binding protein co-factor binding or ATAC-seq chromatin accessibility, and then identify those regions with significant differences in histone acetylation between tissues. This method identifies hundreds of novel DV enhancers and outperforms ChIP-seq data of relevant transcription factors when benchmarked with mRNA expression data and transgenic reporter assays. These DV enhancers allow the de novo discovery of the relevant transcription factor motifs involved in DV patterning and contain additional motifs that are evolutionarily conserved and for which the corresponding transcription factors are expressed in a DV-biased fashion. Finally, we identify novel target genes of the regulatory network, implicating morphogenesis genes as early targets of DV patterning. Conclusions: Taken together, our approach has expanded our knowledge of the DV patterning network even further and is a general method to identify enhancers in any developmental system, including mammalian development.
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Visel, Axel
Blow, Matthew J.
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h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Blow, Matthew J.
Li, Zirong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Sch Med, Ludwig Inst Canc Res, La Jolla, CA 92093 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Li, Zirong
Zhang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Zhang, Tao
Akiyama, Jennifer A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Akiyama, Jennifer A.
Holt, Amy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Holt, Amy
Plajzer-Frick, Ingrid
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h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Plajzer-Frick, Ingrid
Shoukry, Malak
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Shoukry, Malak
Wright, Crystal
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h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Wright, Crystal
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Chen, Feng
Afzal, Veena
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h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Afzal, Veena
Ren, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Sch Med, Ludwig Inst Canc Res, La Jolla, CA 92093 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Ren, Bing
Rubin, Edward M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Rubin, Edward M.
Pennacchio, Len A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Zentner, Gabriel E.
Tesar, Paul J.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Case Western Reserve Univ, Ctr Stem Cell & Regenerat Med, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Tesar, Paul J.
Scacheri, Peter C.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Case Western Reserve Univ, Ctr Comprehens Canc, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Zhang, Yong
Liu, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Liu, Tao
Meyer, Clifford A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Meyer, Clifford A.
Eeckhoute, Jerome
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Med Oncol, Div Mol & Cellular Onocl, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Eeckhoute, Jerome
Johnson, David S.
论文数: 0引用数: 0
h-index: 0
机构:
Gene Secur Network Inc, Redwood City, CA 94063 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Johnson, David S.
Bernstein, Bradley E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Pathol, Charlestown, MA 02129 USA
Massachusetts Gen Hosp, Ctr Canc Res, Charlestown, MA 02129 USA
Massachusetts Gen Hosp, Mol Pathol Unit, Charlestown, MA 02129 USA
Broad Inst Harvard, Cambridge, MA 02142 USA
MIT, Cambridge, MA 02142 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Bernstein, Bradley E.
Nussbaum, Chad
论文数: 0引用数: 0
h-index: 0
机构:
Broad Inst Harvard, Cambridge, MA 02142 USA
MIT, Cambridge, MA 02142 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Nussbaum, Chad
Myers, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Med Ctr, Dept Genet, Stanford, CA 94305 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Myers, Richard M.
Brown, Myles
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Med Oncol, Div Mol & Cellular Onocl, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Brown, Myles
Li, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Baylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Li, Wei
Liu, X. Shirley
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Mol Med, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Zhu, Lihua Julie
Christensen, Ryan G.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Christensen, Ryan G.
Kazemian, Majid
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Kazemian, Majid
Hull, Christopher J.
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Informat Serv, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Hull, Christopher J.
Enuameh, Metewo Selase
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Enuameh, Metewo Selase
Basciotta, Matthew D.
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Basciotta, Matthew D.
Brasefield, Jessie A.
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Brasefield, Jessie A.
Zhu, Cong
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Zhu, Cong
Asriyan, Yuna
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Asriyan, Yuna
Lapointe, David S.
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Informat Serv, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Lapointe, David S.
Sinha, Saurabh
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h-index: 0
机构:
Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USA
Univ Illinois, Inst Genom Biol, Urbana, IL 61801 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Sinha, Saurabh
Wolfe, Scot A.
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h-index: 0
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Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Biochem Mol Pharmacol, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Wolfe, Scot A.
Brodsky, Michael H.
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h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Mol Med, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Visel, Axel
Blow, Matthew J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Blow, Matthew J.
Li, Zirong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Sch Med, Ludwig Inst Canc Res, La Jolla, CA 92093 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Li, Zirong
Zhang, Tao
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Zhang, Tao
Akiyama, Jennifer A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Akiyama, Jennifer A.
Holt, Amy
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Holt, Amy
Plajzer-Frick, Ingrid
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Plajzer-Frick, Ingrid
Shoukry, Malak
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Shoukry, Malak
Wright, Crystal
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h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Wright, Crystal
Chen, Feng
论文数: 0引用数: 0
h-index: 0
机构:
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Chen, Feng
Afzal, Veena
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Afzal, Veena
Ren, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Sch Med, Ludwig Inst Canc Res, La Jolla, CA 92093 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Ren, Bing
Rubin, Edward M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
Rubin, Edward M.
Pennacchio, Len A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
US DOE, Joint Genome Inst, Walnut Creek, CA 94598 USAUniv Calif Berkeley, Lawrence Berkeley Lab, Genom Div, Berkeley, CA 94720 USA
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Zentner, Gabriel E.
Tesar, Paul J.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Case Western Reserve Univ, Ctr Stem Cell & Regenerat Med, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Tesar, Paul J.
Scacheri, Peter C.
论文数: 0引用数: 0
h-index: 0
机构:
Case Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
Case Western Reserve Univ, Ctr Comprehens Canc, Cleveland, OH 44106 USACase Western Reserve Univ, Dept Genet, Cleveland, OH 44106 USA
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Zhang, Yong
Liu, Tao
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Liu, Tao
Meyer, Clifford A.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Meyer, Clifford A.
Eeckhoute, Jerome
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Med Oncol, Div Mol & Cellular Onocl, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Eeckhoute, Jerome
Johnson, David S.
论文数: 0引用数: 0
h-index: 0
机构:
Gene Secur Network Inc, Redwood City, CA 94063 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Johnson, David S.
Bernstein, Bradley E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Med, Dept Pathol, Charlestown, MA 02129 USA
Massachusetts Gen Hosp, Ctr Canc Res, Charlestown, MA 02129 USA
Massachusetts Gen Hosp, Mol Pathol Unit, Charlestown, MA 02129 USA
Broad Inst Harvard, Cambridge, MA 02142 USA
MIT, Cambridge, MA 02142 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Bernstein, Bradley E.
Nussbaum, Chad
论文数: 0引用数: 0
h-index: 0
机构:
Broad Inst Harvard, Cambridge, MA 02142 USA
MIT, Cambridge, MA 02142 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Nussbaum, Chad
Myers, Richard M.
论文数: 0引用数: 0
h-index: 0
机构:
Stanford Univ, Med Ctr, Dept Genet, Stanford, CA 94305 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Myers, Richard M.
Brown, Myles
论文数: 0引用数: 0
h-index: 0
机构:
Brigham & Womens Hosp, Dana Farber Canc Inst, Dept Med Oncol, Div Mol & Cellular Onocl, Boston, MA 02115 USA
Brigham & Womens Hosp, Dept Med, Boston, MA 02115 USA
Harvard Univ, Sch Med, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Brown, Myles
Li, Wei
论文数: 0引用数: 0
h-index: 0
机构:
Baylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
Li, Wei
Liu, X. Shirley
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dana Farber Canc Inst, Dept Biostat & Computat Biol, Sch Publ Hlth, Boston, MA 02115 USABaylor Coll Med, Dept Mol & Cellular Biol, Dan L Duncan Canc Ctr, Div Biostat, Houston, TX 77030 USA
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Mol Med, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Zhu, Lihua Julie
Christensen, Ryan G.
论文数: 0引用数: 0
h-index: 0
机构:
Washington Univ, Sch Med, Dept Genet, St Louis, MO 63110 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Christensen, Ryan G.
Kazemian, Majid
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Kazemian, Majid
Hull, Christopher J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Informat Serv, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Hull, Christopher J.
Enuameh, Metewo Selase
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Enuameh, Metewo Selase
Basciotta, Matthew D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Basciotta, Matthew D.
Brasefield, Jessie A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Brasefield, Jessie A.
Zhu, Cong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Zhu, Cong
Asriyan, Yuna
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Asriyan, Yuna
Lapointe, David S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Massachusetts, Sch Med, Informat Serv, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Lapointe, David S.
Sinha, Saurabh
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Univ Illinois, Dept Comp Sci, Urbana, IL 61801 USA
Univ Illinois, Inst Genom Biol, Urbana, IL 61801 USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Sinha, Saurabh
Wolfe, Scot A.
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Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Biochem Mol Pharmacol, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Wolfe, Scot A.
Brodsky, Michael H.
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Univ Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA
Univ Massachusetts, Sch Med, Dept Mol Med, Worcester, MA USAUniv Massachusetts, Sch Med, Program Gene Funct & Express, Worcester, MA 01605 USA