Transitioning single-cell genomics into the clinic

被引:42
作者
Lim, Jennifer [1 ,2 ,3 ,4 ]
Chin, Venessa [1 ,3 ,4 ]
Fairfax, Kirsten [5 ]
Moutinho, Catia [1 ]
Suan, Dan [1 ,6 ]
Ji, Hanlee [7 ,8 ]
Powell, Joseph E. [1 ,4 ,9 ]
机构
[1] Garvan Inst Med Res, Cellular Sci, Sydney, NSW, Australia
[2] St George Hosp, Dept Oncol, Sydney, NSW, Australia
[3] St Vincents Hosp, Kinghorn Canc Ctr, Sydney, NSW, Australia
[4] Univ New South Wales, Fac Med, Sydney, NSW, Australia
[5] Univ Tasmania, Sch Med, Hobart, Australia
[6] Univ Sydney, Westmead Clin Sch, Sydney, NSW, Australia
[7] Stanford Univ, Sch Med, Palo Alto, CA USA
[8] Stanford Univ, Stanford Genome Technol Ctr, Palo Alto, CA USA
[9] Univ New South Wales, UNSW Cellular Genom Futures Inst, Sydney, NSW, Australia
关键词
CIRCULATING TUMOR-CELLS; METASTATIC BREAST-CANCER; T-CELLS; PERIPHERAL-BLOOD; HETEROGENEITY; CHEMOTHERAPY; EVOLUTION; THERAPY; TRANSCRIPTOME; REPERTOIRE;
D O I
10.1038/s41576-023-00613-w
中图分类号
Q3 [遗传学];
学科分类号
071007 ; 090102 ;
摘要
The use of genomics is firmly established in clinical practice, resulting in innovations across a wide range of disciplines such as genetic screening, rare disease diagnosis and molecularly guided therapy choice. This new field of genomic medicine has led to improvements in patient outcomes. However, most clinical applications of genomics rely on information generated from bulk approaches, which do not directly capture the genomic variation that underlies cellular heterogeneity. With the advent of single-cell technologies, research is rapidly uncovering how genomic data at cellular resolution can be used to understand disease pathology and mechanisms. Both DNA-based and RNA-based single-cell technologies have the potential to improve existing clinical applications and open new application spaces for genomics in clinical practice, with oncology, immunology and haematology poised for initial adoption. However, challenges in translating cellular genomics from research to a clinical setting must first be overcome. In this Perspective, Lim et al. discuss the potential benefits of, and the challenges associated with, translating single-cell genomic approaches from research to clinical settings.
引用
收藏
页码:573 / 584
页数:12
相关论文
共 116 条
  • [1] AR Expression in Breast Cancer CTCs Associates with Bone Metastases
    Aceto, Nicola
    Bardia, Aditya
    Wittner, Ben S.
    Donaldson, Maria C.
    O'Keefe, Ryan
    Engstrom, Amanda
    Bersani, Francesca
    Zheng, Yu
    Comaills, Valentine
    Niederhoffer, Kira
    Zhu, Huili
    Mackenzie, Olivia
    Shioda, Toshi
    Sgroi, Dennis
    Kapur, Ravi
    Ting, David T.
    Moy, Beverly
    Ramaswamy, Sridhar
    Toner, Mehmet
    Haber, Daniel A.
    Maheswaran, Shyamala
    [J]. MOLECULAR CANCER RESEARCH, 2018, 16 (04) : 720 - 727
  • [2] Analysis of Intratumoral Heterogeneity in Myelodysplastic Syndromes with Isolated del(5q) Using a Single Cell Approach
    Acha, Pamela
    Palomo, Laura
    Fuster-Tormo, Francisco
    Xicoy, Blanca
    Mallo, Mar
    Manzanares, Ana
    Grau, Javier
    Marce, Silvia
    Granada, Isabel
    Rodriguez-Luaces, Marta
    Diez-Campelo, Maria
    Zamora, Lurdes
    Sole, Francesc
    [J]. CANCERS, 2021, 13 (04) : 1 - 17
  • [3] scPred: accurate supervised method for cell-type classification from single-cell RNA-seq data
    Alquicira-Hernandez, Jose
    Sathe, Anuja
    Ji, Hanlee P.
    Quan Nguyen
    Powell, Joseph E.
    [J]. GENOME BIOLOGY, 2019, 20 (01)
  • [4] The immune cell landscape in kidneys of patients with lupus nephritis
    Arazi, Arnon
    Rao, Deepak A.
    Berthier, Celine C.
    Davidson, Anne
    Liu, Yanyan
    Hoover, Paul J.
    Chicoine, Adam
    Eisenhaure, Thomas M.
    Jonsson, A. Helena
    Li, Shuqiang
    Lieb, David J.
    Zhang, Fan
    Slowikowski, Kamil
    Browne, Edward P.
    Noma, Akiko
    Sutherby, Danielle
    Steelman, Scott
    Smilek, Dawn E.
    Tosta, Patti
    Apruzzese, William
    Massarotti, Elena
    Dall'Era, Maria
    Park, Meyeon
    Kamen, Diane L.
    Furie, Richard A.
    Payan-Schober, Fernanda
    Pendergraft, William F., III
    McInnis, Elizabeth A.
    Buyon, Jill P.
    Petri, Michelle A.
    Putterman, Chaim
    Kalunian, Kenneth C.
    Woodle, E. Steve
    Lederer, James A.
    Hildeman, David A.
    Nusbaum, Chad
    Raychaudhuri, Soumya
    Kretzler, Matthias
    Anolik, Jennifer H.
    Brenner, Michael B.
    Wofsy, David
    Hacohen, Nir
    Diamond, Betty
    Waguespack, Dia
    Connery, Sean M.
    McMahon, Maureen A.
    McCune, William J.
    Kado, Ruba B.
    Hsu, Raymond
    Cunningham, Melissa A.
    [J]. NATURE IMMUNOLOGY, 2019, 20 (07) : 902 - +
  • [5] Single-Cell Map of Diverse Immune Phenotypes in the Breast Tumor Microenvironment
    Azizi, Elham
    Carr, Ambrose J.
    Plitas, George
    Cornish, Andrew E.
    Konopacki, Catherine
    Prabhakaran, Sandhya
    Nainys, Juozas
    Wu, Kenmin
    Kiseliovas, Vaidotas
    Setty, Manu
    Choi, Kristy
    Fromme, Rachel M.
    Phuong Dao
    McKenney, Peter T.
    Wasti, Ruby C.
    Kadaveru, Krishna
    Mazutis, Linas
    Rudensky, Alexander Y.
    Pe'er, Dana
    [J]. CELL, 2018, 174 (05) : 1293 - +
  • [6] Bang YJ, 2010, LANCET, V376, P1302
  • [7] Molecular Characterization of Circulating Tumor Cells in Human Metastatic Colorectal Cancer
    Barbazan, Jorge
    Alonso-Alconada, Lorena
    Muinelo-Romay, Laura
    Vieito, Maria
    Abalo, Alicia
    Alonso-Nocelo, Marta
    Candamio, Sonia
    Gallardo, Elena
    Fernandez, Beatriz
    Abdulkader, Ihab
    de los Angeles Casares, Maria
    Gomez-Tato, Antonio
    Lopez-Lopez, Rafael
    Abal, Miguel
    [J]. PLOS ONE, 2012, 7 (07):
  • [8] Heterogeneity and clonal relationships of adaptive immune cells in ulcerative colitis revealed by single-cell analyses
    Boland, Brigid S.
    He, Zhaoren
    Tsai, Matthew S.
    Olvera, Jocelyn G.
    Omilusik, Kyla D.
    Duong, Han G.
    Kim, Eleanor S.
    Limary, Abigail E.
    Jin, Wenhao
    Milner, J. Justin
    Yu, Bingfei
    Patel, Shefali A.
    Louis, Tiani L.
    Tysl, Tiffani
    Kurd, Nadia S.
    Bortnick, Alexandra
    Quezada, Lauren K.
    Kanbar, Jad N.
    Miralles, Ara
    Huylebroeck, Danny
    Valasek, Mark A.
    Dulai, Parambir S.
    Singh, Siddharth
    Lu, Li-Fan
    Bui, Jack D.
    Murre, Cornelis
    Sandborn, William J.
    Goldrath, Ananda W.
    Yeo, Gene W.
    Chang, John T.
    [J]. SCIENCE IMMUNOLOGY, 2020, 5 (50)
  • [9] Advancing T cell-based cancer therapy with single-cell technologies
    Bucktrout, Samantha L.
    Banovich, Nicholas E.
    Butterfield, Lisa H.
    Cimen-Bozkus, Cansu
    Giles, Josephine R.
    Good, Zinaida
    Goodman, Daniel
    Jonsson, Vanessa D.
    Lareau, Caleb
    Marson, Alexander
    Maurer, Denna M.
    Munson, Paul, V
    Stubbington, Mike
    Taylor, Sarah
    Cutchin, Abbey
    [J]. NATURE MEDICINE, 2022, 28 (09) : 1761 - 1764
  • [10] The impact of recent next generation sequencing and the need for a new classification in gastric cancer
    Businello, Gianluca
    Galuppini, Francesca
    Fassan, Matteo
    [J]. BEST PRACTICE & RESEARCH CLINICAL GASTROENTEROLOGY, 2021, 50-51