VIBRANT: spectral profiling for single-cell drug responses
被引:6
|
作者:
Liu, Xinwen
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机构:
Columbia Univ, Dept Chem, New York, NY 10027 USAColumbia Univ, Dept Chem, New York, NY 10027 USA
Liu, Xinwen
[1
]
Shi, Lixue
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机构:
Columbia Univ, Dept Chem, New York, NY 10027 USA
Fudan Univ, Shanghai Xuhui Cent Hosp, Zhongshan Xuhui Hosp, Shanghai Med Coll, Shanghai, Peoples R China
Fudan Univ, Inst Biomed Sci, Shanghai Med Coll, Shanghai Key Lab Med Epigenet,Int Colab Med Epigen, Shanghai, Peoples R ChinaColumbia Univ, Dept Chem, New York, NY 10027 USA
Shi, Lixue
[1
,5
,6
]
Zhao, Zhilun
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h-index: 0
机构:
Columbia Univ, Dept Chem, New York, NY 10027 USAColumbia Univ, Dept Chem, New York, NY 10027 USA
Zhao, Zhilun
[1
]
Shu, Jian
论文数: 0引用数: 0
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机构:
Harvard Med Sch, Massachusetts Gen Hosp, Cutaneous Biol Res Ctr, Boston, MA USA
Broad Inst MIT & Harvard, Cambridge, MA USAColumbia Univ, Dept Chem, New York, NY 10027 USA
Shu, Jian
[2
,3
]
Min, Wei
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h-index: 0
机构:
Columbia Univ, Dept Chem, New York, NY 10027 USA
Columbia Univ, Dept Biomed Engn, New York, NY 10027 USAColumbia Univ, Dept Chem, New York, NY 10027 USA
Min, Wei
[1
,4
]
机构:
[1] Columbia Univ, Dept Chem, New York, NY 10027 USA
[2] Harvard Med Sch, Massachusetts Gen Hosp, Cutaneous Biol Res Ctr, Boston, MA USA
[3] Broad Inst MIT & Harvard, Cambridge, MA USA
[4] Columbia Univ, Dept Biomed Engn, New York, NY 10027 USA
[5] Fudan Univ, Shanghai Xuhui Cent Hosp, Zhongshan Xuhui Hosp, Shanghai Med Coll, Shanghai, Peoples R China
[6] Fudan Univ, Inst Biomed Sci, Shanghai Med Coll, Shanghai Key Lab Med Epigenet,Int Colab Med Epigen, Shanghai, Peoples R China
MASS CYTOMETRY;
BREAST-CANCER;
METABOLOMICS;
INHIBITOR;
DISCOVERY;
INIPARIB;
MODEL;
D O I:
10.1038/s41592-024-02185-x
中图分类号:
Q5 [生物化学];
学科分类号:
071010 ;
081704 ;
摘要:
High-content cell profiling has proven invaluable for single-cell phenotyping in response to chemical perturbations. However, methods with improved throughput, information content and affordability are still needed. We present a new high-content spectral profiling method named vibrational painting (VIBRANT), integrating mid-infrared vibrational imaging, multiplexed vibrational probes and an optimized data analysis pipeline for measuring single-cell drug responses. Three infrared-active vibrational probes were designed to measure distinct essential metabolic activities in human cancer cells. More than 20,000 single-cell drug responses were collected, corresponding to 23 drug treatments. The resulting spectral profile is highly sensitive to phenotypic changes under drug perturbation. Using this property, we built a machine learning classifier to accurately predict drug mechanism of action at single-cell level with minimal batch effects. We further designed an algorithm to discover drug candidates with new mechanisms of action and evaluate drug combinations. Overall, VIBRANT has demonstrated great potential across multiple areas of phenotypic screening. Vibrational painting (VIBRANT) is a high-content single-cell phenotypic profiling method using mid-infrared imaging with vibrational probes for metabolic activity, which offers high accuracy with minimal batch effects to capture cellular responses to perturbation.
机构:
Univ British Columbia, British Columbia Canc Res Inst, Ctr Lymphoid Canc, Dept Pathol, Vancouver, BC V6T 1Z4, CanadaJohns Hopkins Univ, Biomed Engn Dept, Baltimore, MD 21212 USA
Venturutti, Leandro
Melnick, Ari
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h-index: 0
机构:
Weill Cornell Med, Dept Med, Div Hematol & Med Oncol, New York, NY 10065 USAJohns Hopkins Univ, Biomed Engn Dept, Baltimore, MD 21212 USA
Melnick, Ari
Cerchietti, Leandro
论文数: 0引用数: 0
h-index: 0
机构:
Weill Cornell Med, Dept Med, Div Hematol & Med Oncol, New York, NY 10065 USAJohns Hopkins Univ, Biomed Engn Dept, Baltimore, MD 21212 USA
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USA
Xi An Jiao Tong Univ, Dept Dermatol, Affiliated Hosp 2, Xian, Shaanxi, Peoples R ChinaUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Liu, Yale
Cook, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Cook, Christopher
Sedgewick, Andrew J.
论文数: 0引用数: 0
h-index: 0
机构:
ImmunityBio Inc, Culver City, CA USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Sedgewick, Andrew J.
Zhang, Shuyi
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Phys, Carl R Woese Inst Genom Biol, Champaign, IL USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Zhang, Shuyi
Fassett, Marlys S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Immunol & Microbiol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Fassett, Marlys S.
Ricardo-Gonzalez, Roberto R.
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机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Univ Calif San Francisco, Dept Immunol & Microbiol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Ricardo-Gonzalez, Roberto R.
Harirchian, Paymann
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Harirchian, Paymann
Kashem, Sakeen W.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Kashem, Sakeen W.
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h-index:
机构:
Hanakawa, Sho
Leistico, Jacob R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Phys, Carl R Woese Inst Genom Biol, Champaign, IL USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Leistico, Jacob R.
North, Jeffrey P.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
North, Jeffrey P.
Taylor, Mark A.
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h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Taylor, Mark A.
Zhang, Wei
论文数: 0引用数: 0
h-index: 0
机构:
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Zhang, Wei
Man, Mao-Qiang
论文数: 0引用数: 0
h-index: 0
机构:
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Man, Mao-Qiang
Charruyer, Alexandra
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Charruyer, Alexandra
Beliakova-Bethell, Nadejda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Diego, Dept Med, La Jolla, CA 92093 USA
Vet Affairs Med Ctr, San Diego, CA 92161 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Beliakova-Bethell, Nadejda
Benz, Stephen C.
论文数: 0引用数: 0
h-index: 0
机构:
ImmunityBio Inc, Culver City, CA USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Benz, Stephen C.
Ghadially, Ruby
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h-index: 0
机构:
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Ghadially, Ruby
Mauro, Theodora M.
论文数: 0引用数: 0
h-index: 0
机构:
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Mauro, Theodora M.
Kaplan, Daniel H.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Pittsburgh, Dept Dermatol, Pittsburgh, PA 15260 USA
Univ Pittsburgh, Dept Immunol, Pittsburgh, PA USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Kaplan, Daniel H.
Kabashima, Kenji
论文数: 0引用数: 0
h-index: 0
机构:
ASTAR, Singapore Immunol Network SIgN, Singapore, Singapore
ASTAR, SRIS, Singapore, SingaporeUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Kabashima, Kenji
Choi, Jaehyuk
论文数: 0引用数: 0
h-index: 0
机构:
Northwestern Sch Med, Dept Dermatol, Chicago, IL USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Choi, Jaehyuk
Song, Jun S.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Illinois, Dept Phys, Carl R Woese Inst Genom Biol, Champaign, IL USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Song, Jun S.
Cho, Raymond J.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
Cho, Raymond J.
Cheng, Jeffrey B.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA
San Francisco Vet Adm Hlth Care Syst, Dermatol Serv, San Francisco, CA 94121 USAUniv Calif San Francisco, Dept Dermatol, San Francisco, CA 94143 USA