Antibiotic resistance has emerged as an imminent threat to public health. It is also increasingly recognized to be a heterogeneous phenomenon: a population of bacteria, found in vivo or in vitro, often consists of a mixture of cells that have different degrees of resistance to antibiotics. The conventional metric to measure antibiotic resistance based on an ensemble-average minimum inhibitory concentration (MIC) fails to characterize the heterogeneity present within a bacterial population. This work describes a droplet microfluidics method to encapsulate single cells from a population consisting of a mixture of antibiotic-sensitive and antibiotic-resistant bacteria. Co-encapsulating viability probe alamarBlue with the cells allows the use of fluorescent drops as a read-out for drops that contain live cells after their exposure to antibiotics. Enumerating the fluorescent drops thus gives the number of resistant cells in the population. Our method enables the quantitative phenotyping of heterogeneous resistance, or heteroresistance, with single-cell resolution. We show that it is possible to detect a resistant sub-population that comprises as low as 10(-6) of the entire population of cells. Such high resolution further allows us to measure the evolution of heteroresistance arising from the exposure of a homogeneous isogenic culture of susceptible cells to sub-lethal dosages of antibiotics. We demonstrate an application of this system to characterize genetic determinants of antimicrobial resistance emergence. The high resolution of phenotypic detection and quantification of minority variants demonstrated in this work has the potential to facilitate the elucidation of the mechanisms underlying heteroresistance. Such understanding will in mm n inform the best practices for antibiotic use and containment of antimicrobial resistance in a wide range of settings from agriculture and aquaculture to disease management. Clinically, the ability to quantify and track the composition of a bacterial population will benefit the decision-making process in both the diagnosis and the treatment of bacterial infections, and will ultimately improve patient outcome and avert the spread of resistant populations.
机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
Ryan, Declan
Ren, Kangning
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机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
Ren, Kangning
Wu, Hongkai
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
机构:
RIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Plessy, Charles
Desbois, Linda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, LIMMS CNRS IIS UMI 2820, Meguro Ku, Tokyo, Japan
Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Desbois, Linda
Fujii, Teruo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, LIMMS CNRS IIS UMI 2820, Meguro Ku, Tokyo, Japan
Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Fujii, Teruo
Carninci, Piero
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Huang, Lu
Chen, Yin
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Guangzhou Med Univ, Sch Biomed Engn, Guangzhou 511436, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Chen, Yin
Zhou, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
机构:
City Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Univ Libre Bruxelles, Fac Med, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Tu Cam
Le, Giao Kim Ngoc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Dept Microbiol & Parasitol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Le, Giao Kim Ngoc
Pham, Dao Thi Hong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci, Vietnam Natl Univ Ho Chi Minh City, Dept Genet, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Pham, Dao Thi Hong
Pham, Bao Van
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Dept Microbiol & Parasitol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Pham, Bao Van
Nguyen, Loan Thi Hong
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp 2, Dept Gastroenterol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Loan Thi Hong
Che, Thai Hoang
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Dept Biostat & Informat, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Che, Thai Hoang
Nguyen, Hiep Thanh
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Fac Publ Hlth, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Hiep Thanh
Truong, Dinh Quang
论文数: 0引用数: 0
h-index: 0
机构:
City Childrens Hosp, Dept Surg, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Truong, Dinh Quang
Robert, Annie
论文数: 0引用数: 0
h-index: 0
机构:
Catholic Univ Louvain, Inst Rech Expt & Clin, Pole Epidemiol & Biostat, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Robert, Annie
Bontems, Patrick
论文数: 0引用数: 0
h-index: 0
机构:
Univ Libre Bruxelles, Fac Med, Brussels, Belgium
Hop Univ Enfants Reine Fabiola, Dept Gastroenterol, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Bontems, Patrick
Nguyen, Phuong Ngoc Van
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Dept Biostat & Informat, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
机构:
Univ Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, ScotlandUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
Xu, Jiabao
Cui, Li
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Urban Environm, Key Lab Urban Environm & Hlth, Fujian Key Lab Watershed Ecol, Xiamen, Peoples R ChinaUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
Cui, Li
Song, Yizhi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Suzhou Inst Biomed Engn & Technol, Suzhou, Peoples R China
Univ Sci & Technol China, Sch Biomed Engn, Div Life Sci & Med, Suzhou, Peoples R ChinaUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Arizona State Univ, Sch Life Sci, Biodesign Inst, Ctr Mech Evolut, Tempe, AZ 85281 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Geiler-Samerotte, Kerry A.
Li, Shuang
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Li, Shuang
Lazaris, Charalampos
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Lazaris, Charalampos
Taylor, Austin
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Taylor, Austin
Ziv, Naomi
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Ziv, Naomi
Ramjeawan, Chelsea
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Ramjeawan, Chelsea
Paaby, Annalise B.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Sch Biol Sci, Atlanta, GA 30332 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Paaby, Annalise B.
Siegal, Mark L.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
Ryan, Declan
Ren, Kangning
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
Ren, Kangning
Wu, Hongkai
论文数: 0引用数: 0
h-index: 0
机构:
Hong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R ChinaHong Kong Univ Sci & Technol, Dept Chem, Kowloon, Hong Kong, Peoples R China
机构:
RIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Plessy, Charles
Desbois, Linda
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, LIMMS CNRS IIS UMI 2820, Meguro Ku, Tokyo, Japan
Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Desbois, Linda
Fujii, Teruo
论文数: 0引用数: 0
h-index: 0
机构:
Univ Tokyo, LIMMS CNRS IIS UMI 2820, Meguro Ku, Tokyo, Japan
Univ Tokyo, Inst Ind Sci, Meguro Ku, Tokyo, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
Fujii, Teruo
Carninci, Piero
论文数: 0引用数: 0
h-index: 0
机构:
RIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, JapanRIKEN Om Sci Ctr, Tsurumi Ku, Yokohama, Kanagawa, Japan
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Huang, Lu
Chen, Yin
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Guangzhou Med Univ, Sch Biomed Engn, Guangzhou 511436, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
Chen, Yin
Zhou, Jianhua
论文数: 0引用数: 0
h-index: 0
机构:
Sun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R ChinaSun Yat sen Univ, Sch Biomed Engn, Shenzhen Campus, Shenzhen 518107, Peoples R China
机构:
City Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Univ Libre Bruxelles, Fac Med, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Tu Cam
Le, Giao Kim Ngoc
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Dept Microbiol & Parasitol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Le, Giao Kim Ngoc
Pham, Dao Thi Hong
论文数: 0引用数: 0
h-index: 0
机构:
Univ Sci, Vietnam Natl Univ Ho Chi Minh City, Dept Genet, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Pham, Dao Thi Hong
Pham, Bao Van
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Ho Chi Minh City, Dept Microbiol & Parasitol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Pham, Bao Van
Nguyen, Loan Thi Hong
论文数: 0引用数: 0
h-index: 0
机构:
Childrens Hosp 2, Dept Gastroenterol, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Loan Thi Hong
Che, Thai Hoang
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Dept Biostat & Informat, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Che, Thai Hoang
Nguyen, Hiep Thanh
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Fac Publ Hlth, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Nguyen, Hiep Thanh
Truong, Dinh Quang
论文数: 0引用数: 0
h-index: 0
机构:
City Childrens Hosp, Dept Surg, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Truong, Dinh Quang
Robert, Annie
论文数: 0引用数: 0
h-index: 0
机构:
Catholic Univ Louvain, Inst Rech Expt & Clin, Pole Epidemiol & Biostat, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Robert, Annie
Bontems, Patrick
论文数: 0引用数: 0
h-index: 0
机构:
Univ Libre Bruxelles, Fac Med, Brussels, Belgium
Hop Univ Enfants Reine Fabiola, Dept Gastroenterol, Brussels, BelgiumCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
Bontems, Patrick
Nguyen, Phuong Ngoc Van
论文数: 0引用数: 0
h-index: 0
机构:
Pham Ngoc Thach Univ Med, Dept Biostat & Informat, Ho Chi Minh City, VietnamCity Childrens Hosp, Dept Gastroenterol, Ho Chi Minh City, Vietnam
机构:
Univ Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, ScotlandUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
Xu, Jiabao
Cui, Li
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Inst Urban Environm, Key Lab Urban Environm & Hlth, Fujian Key Lab Watershed Ecol, Xiamen, Peoples R ChinaUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
Cui, Li
Song, Yizhi
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Acad Sci, Suzhou Inst Biomed Engn & Technol, Suzhou, Peoples R China
Univ Sci & Technol China, Sch Biomed Engn, Div Life Sci & Med, Suzhou, Peoples R ChinaUniv Glasgow, James Watt Sch Engn, Div Biomed Engn, Glasgow City, Scotland
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Arizona State Univ, Sch Life Sci, Biodesign Inst, Ctr Mech Evolut, Tempe, AZ 85281 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Geiler-Samerotte, Kerry A.
Li, Shuang
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Li, Shuang
Lazaris, Charalampos
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Lazaris, Charalampos
Taylor, Austin
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Taylor, Austin
Ziv, Naomi
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Ziv, Naomi
Ramjeawan, Chelsea
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Ramjeawan, Chelsea
Paaby, Annalise B.
论文数: 0引用数: 0
h-index: 0
机构:
Georgia Inst Technol, Sch Biol Sci, Atlanta, GA 30332 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA
Paaby, Annalise B.
Siegal, Mark L.
论文数: 0引用数: 0
h-index: 0
机构:
NYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USANYU, Dept Biol, Ctr Genom & Syst Biol, New York, NY 10003 USA