Single cell transcriptomic analysis of human pluripotent stem cell chondrogenesis

被引:115
作者
Wu, Chia-Lung [1 ,2 ,5 ]
Dicks, Amanda [1 ,2 ,3 ]
Steward, Nancy [1 ,2 ]
Tang, Ruhang [1 ,2 ]
Katz, Dakota B. [1 ,2 ,3 ]
Choi, Yun-Rak [1 ,2 ,4 ]
Guilak, Farshid [1 ,2 ,3 ]
机构
[1] Washington Univ, Dept Orthopaed Surg, St Louis, MO 63110 USA
[2] Shriners Hosp Children, St Louis, MO 63110 USA
[3] Washington Univ, Dept Biomed Engn, St Louis, MO 63110 USA
[4] Yonsei Univ, Dept Orthopaed Surg, Seoul, South Korea
[5] Univ Rochester, Ctr Musculoskeletal Res, Dept Orthopaed & Rehabil, Rochester, NY 14627 USA
关键词
CHONDROCYTES; DIFFERENTIATION; IDENTIFICATION; EXPRESSION; GENERATION; TISSUE; BONE;
D O I
10.1038/s41467-020-20598-y
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
The therapeutic application of human induced pluripotent stem cells (hiPSCs) for cartilage regeneration is largely hindered by the low yield of chondrocytes accompanied by unpredictable and heterogeneous off-target differentiation of cells during chondrogenesis. Here, we combine bulk RNA sequencing, single cell RNA sequencing, and bioinformatic analyses, including weighted gene co-expression analysis (WGCNA), to investigate the gene regulatory networks regulating hiPSC differentiation under chondrogenic conditions. We identify specific WNTs and MITF as hub genes governing the generation of off-target differentiation into neural cells and melanocytes during hiPSC chondrogenesis. With heterocellular signaling models, we further show that WNT signaling produced by off-target cells is responsible for inducing chondrocyte hypertrophy. By targeting WNTs and MITF, we eliminate these cell lineages, significantly enhancing the yield and homogeneity of hiPSC-derived chondrocytes. Collectively, our findings identify the trajectories and molecular mechanisms governing cell fate decision in hiPSC chondrogenesis, as well as dynamic transcriptome profiles orchestrating chondrocyte proliferation and differentiation. Application of human induced pluripotent stem cells (hiPSCs) for tissue regeneration is hindered by off-target cell differentiation. Here, the authors use bulk and single cell RNA-sequencing to identify WNT and MITF as off-target hubs during chondrogenic differentiation; inhibiting these pathways enhanced homogeneity and yield.
引用
收藏
页数:18
相关论文
共 63 条
[31]   WGCNA: an R package for weighted correlation network analysis [J].
Langfelder, Peter ;
Horvath, Steve .
BMC BIOINFORMATICS, 2008, 9 (1)
[32]   The Subread aligner: fast, accurate and scalable read mapping by seed-and-vote [J].
Liao, Yang ;
Smyth, Gordon K. ;
Shi, Wei .
NUCLEIC ACIDS RESEARCH, 2013, 41 (10) :e108
[33]   Mapping the Pairwise Choices Leading from Pluripotency to Human Bone, Heart, and Other Mesoderm Cell Types [J].
Loh, Kyle M. ;
Chen, Angela ;
Koh, Pang Wei ;
Deng, Tianda Z. ;
Sinha, Rahul ;
Tsai, Jonathan M. ;
Barkal, Amira A. ;
Shen, Kimberle Y. ;
Jain, Rajan ;
Morganti, Rachel M. ;
Shyh-Chang, Ng ;
Fernhoff, Nathaniel B. ;
George, Benson M. ;
Wernig, Gerlinde ;
Salomon, Rachel E. A. ;
Chen, Zhenghao ;
Vogel, Hannes ;
Epstein, Jonathan A. ;
Kundaje, Anshul ;
Talbot, William S. ;
Beachy, Philip A. ;
Ang, Lay Teng ;
Weissman, Irving L. .
CELL, 2016, 166 (02) :451-467
[34]   Moderated estimation of fold change and dispersion for RNA-seq data with DESeq2 [J].
Love, Michael I. ;
Huber, Wolfgang ;
Anders, Simon .
GENOME BIOLOGY, 2014, 15 (12)
[35]   GAGE: generally applicable gene set enrichment for pathway analysis [J].
Luo, Weijun ;
Friedman, Michael S. ;
Shedden, Kerby ;
Hankenson, Kurt D. ;
Woolf, Peter J. .
BMC BIOINFORMATICS, 2009, 10
[36]  
Martin M., 2011, EMBnet.J, DOI DOI 10.14806/EJ.17.1.200
[37]   Modeling human somite development and fibrodysplasia ossificans progressiva with induced pluripotent stem cells [J].
Nakajima, Taiki ;
Shibata, Mitsuaki ;
Nishio, Megumi ;
Negata, Sanae ;
Alev, Cantas ;
Sakurai, Hidetoshi ;
Toguchida, Junya ;
Ikeya, Makoto .
DEVELOPMENT, 2018, 145 (16)
[38]   Cord blood cell-derived iPSCs as a new candidate for chondrogenic differentiation and cartilage regeneration [J].
Nam, Yoojun ;
Rim, Yeri Alice ;
Jung, Seung Min ;
Ju, Ji Hyeon .
STEM CELL RESEARCH & THERAPY, 2017, 8 :1-13
[39]   Long-Term Expansion, Enhanced Chondrogenic Potential, and Suppression of Endochondral Ossification of Adult Human MSCs via WNT Signaling Modulation [J].
Narcisi, Roberto ;
Cleary, Mairead A. ;
Brama, Pieter A. J. ;
Hoogduijn, Martin J. ;
Tuysuz, Nesrin ;
ten Berge, Derk ;
van Osch, Gerjo J. V. M. .
STEM CELL REPORTS, 2015, 4 (03) :459-472
[40]  
Qiu XJ, 2017, NAT METHODS, V14, P309, DOI [10.1038/NMETH.4150, 10.1038/nmeth.4150]