journal article·2026-01Open access

Temporal Transcriptional Regulation of Human Neuronal Differentiation via Forward Programming

Lingling Zhu, Weiguang Wang, Jian Zhang, Lei Liu, Minpeng Huang, Lei Diao, Shuang Feng, Qiong Yang, Hao Qiu, Bing Pan, Renee A Reijo Pera, Ji Liu, Ninuo Xia, Fang Fang

Advanced Science· Volume 13· Issue 6

Abstract

Abstract Human pluripotent stem cells (hPSCs) serve as a powerful model for studying human neuronal differentiation, yet the temporal control of this process remains poorly understood. This study compares two differentiation systems with distinct timing of differentiation: transcription factor (TF)‐induced forward programming and stepwise cellular differentiation by dual‐SMAD (DS) inhibition. The analyses reveal that divergent cellular trajectories drive distinct neurogenesis timing. Multi‐omic analysis identifies crucial gene regulatory networks (GRNs) that govern cell fate determination and timing control. Perturbation of these GRNs modulates the timing of neurogenesis and neuronal maturation. Specifically, OLIG family TFs, enriched in the TF‐induced system, promoted cell cycle exit via NOTCH signaling regulation; their ablation delays neurogenesis in this system. Additionally, NEUROD2 overexpression after neurogenesis accelerated in vitro neuronal maturation in both TF‐ and DS‐induced differentiating cells by enhanced activation of maturation gene modules. These findings elucidate transcriptional mechanisms governing differentiation timing and provide a framework for rationally designing timing‐controlled in vitro differentiation strategies.
Source: crossref · Quality: baseline

Research context

OpenAlex topics: Pluripotent Stem Cells Research · Neurogenesis and neuroplasticity mechanisms · Planarian Biology and Electrostimulation

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

Affiliations

Center for Reproduction and Genetics Department of Obstetrics and Gynecology The First Affiliated Hospital of USTC Center for Advanced Interdisciplinary Science and Biomedicine of IHM Division of Life Sciences and Medicine University of Science and Technology of China Hefei 230001 China

Medical School Fuyang Normal University Fuyang Anhui 230031 China

CodeR Therapeutics, Ltd. Hefei Anhui 230027 China

McLaughlin Research Institute Great Falls MT 59405 USA

Faculty of Life and Health Sciences Shenzhen University of Advanced Technology Shenzhen Guangdong 518000 China

Funding

National Key Research and Development Program of China · National Natural Science Foundation of China · Natural Science Foundation of Anhui Province · China Postdoctoral Science Foundation

References (100+)

Show source-provided references
1. 10.1016/j.semcdb.2022.05.00410.1016/j.semcdb.2022.05.004 ↗
2. 10.1016/j.ydbio.2021.01.00610.1016/j.ydbio.2021.01.006 ↗
3. Schoenwolf G. C. · Larsen's Human Embryology · 2014
4. O'Rahilly R. · 1987
5. 10.3389/fncel.2017.0038410.3389/fncel.2017.00384 ↗
6. 10.1038/nn169410.1038/nn1694 ↗
7. 10.1007/s11065-010-9148-410.1007/s11065-010-9148-4 ↗
8. 10.1038/s41583-023-00675-z10.1038/s41583-023-00675-z ↗
9. J.Lange J.Polos Y.Aquino et al. General Human Anatomy2022.
10. 10.1016/j.neuron.2023.05.02110.1016/j.neuron.2023.05.021 ↗
11. 10.1038/s41556-024-01393-z10.1038/s41556-024-01393-z ↗
12. 10.1038/s41467-018-07055-710.1038/s41467-018-07055-7 ↗
13. 10.1038/s41586-022-05495-210.1038/s41586-022-05495-2 ↗
14. 10.1038/npp.2009.11510.1038/npp.2009.115 ↗
15. 10.1289/ehp.02110s333710.1289/ehp.02110s3337 ↗
16. 10.1289/ehp.00108s351110.1289/ehp.00108s3511 ↗
17. 10.1038/s41586-023-06984-810.1038/s41586-023-06984-8 ↗
18. 10.1038/s41586-020-2144-910.1038/s41586-020-2144-9 ↗
19. 10.1371/journal.pbio.200312710.1371/journal.pbio.2003127 ↗
20. 10.1126/sciadv.abj159810.1126/sciadv.abj1598 ↗
21. 10.2183/pjab.96.02610.2183/pjab.96.026 ↗
22. 10.1101/gad.323196.11810.1101/gad.323196.118 ↗
23. 10.1016/j.tins.2014.07.00610.1016/j.tins.2014.07.006 ↗
24. 10.3389/fnins.2022.84441010.3389/fnins.2022.844410 ↗
25. 10.1242/dev.15771910.1242/dev.157719 ↗
26. 10.1016/j.stemcr.2021.11.01510.1016/j.stemcr.2021.11.015 ↗
27. 10.4252/wjsc.v15.i6.53010.4252/wjsc.v15.i6.530 ↗
28. 10.1016/j.stem.2016.10.01510.1016/j.stem.2016.10.015 ↗
29. 10.1038/nbt.152910.1038/nbt.1529 ↗
30. 10.1038/nbt.377710.1038/nbt.3777 ↗
31. 10.1038/s41587-023-02031-z10.1038/s41587-023-02031-z ↗
32. 10.1038/s41593-019-0399-y10.1038/s41593-019-0399-y ↗
33. 10.1016/j.celrep.2018.04.06610.1016/j.celrep.2018.04.066 ↗
34. 10.1096/fj.201801110RR10.1096/fj.201801110RR ↗
35. 10.1016/j.stemcr.2021.07.00610.1016/j.stemcr.2021.07.006 ↗
36. 10.3389/fncel.2020.0012110.3389/fncel.2020.00121 ↗
37. 10.7554/eLife.2694510.7554/eLife.26945 ↗
38. 10.15252/msb.2014550810.15252/msb.20145508 ↗
39. 10.1016/j.stem.2016.11.00610.1016/j.stem.2016.11.006 ↗
40. 10.1073/pnas.230840112110.1073/pnas.2308401121 ↗
41. 10.1038/s41467-023-43602-710.1038/s41467-023-43602-7 ↗
42. 10.1038/nature1832310.1038/nature18323 ↗
43. 10.1038/s41467-023-40803-y10.1038/s41467-023-40803-y ↗
44. 10.1016/j.neuron.2021.07.00710.1016/j.neuron.2021.07.007 ↗
45. 10.3389/fnmol.2021.66277410.3389/fnmol.2021.662774 ↗
46. 10.1016/j.mcn.2008.10.00610.1016/j.mcn.2008.10.006 ↗
47. 10.1186/s13578-020-00393-410.1186/s13578-020-00393-4 ↗
48. 10.1038/nrn.2016.4610.1038/nrn.2016.46 ↗
49. 10.1016/j.neuron.2013.05.02910.1016/j.neuron.2013.05.029 ↗
50. 10.1016/j.jep.2023.11728910.1016/j.jep.2023.117289 ↗
51. 10.1016/j.ajhg.2016.11.01210.1016/j.ajhg.2016.11.012 ↗
52. 10.1128/MCB.23.19.6922-6935.200310.1128/MCB.23.19.6922-6935.2003 ↗
53. 10.1073/pnas.201545411810.1073/pnas.2015454118 ↗
54. 10.3389/fcell.2023.103460410.3389/fcell.2023.1034604 ↗
55. 10.1016/j.tem.2013.04.00310.1016/j.tem.2013.04.003 ↗
56. 10.1038/s41467-020-17890-210.1038/s41467-020-17890-2 ↗
57. 10.1186/s13059-020-02082-410.1186/s13059-020-02082-4 ↗
58. 10.1101/gad.161620810.1101/gad.1616208 ↗
59. 10.1093/brain/awu37510.1093/brain/awu375 ↗
60. 10.4103/1673-5374.12823210.4103/1673-5374.128232 ↗
61. 10.1016/S0092-8674(02)00678-510.1016/S0092-8674(02)00678-5 ↗
62. 10.1371/journal.pone.003075910.1371/journal.pone.0030759 ↗
63. 10.1038/s41593-020-00794-110.1038/s41593-020-00794-1 ↗
64. 10.1016/j.stem.2023.04.01610.1016/j.stem.2023.04.016 ↗
65. 10.1186/s13059-016-0932-110.1186/s13059-016-0932-1 ↗
66. 10.3389/fnins.2022.100603710.3389/fnins.2022.1006037 ↗
67. 10.1002/stem.306510.1002/stem.3065 ↗
68. 10.1016/j.cell.2023.12.01210.1016/j.cell.2023.12.012 ↗
69. 10.1038/s41467-019-11854-x10.1038/s41467-019-11854-x ↗
70. 10.1111/joa.1293910.1111/joa.12939 ↗
71. 10.1016/j.neuron.2021.10.03610.1016/j.neuron.2021.10.036 ↗
72. 10.1016/j.celrep.2019.04.04410.1016/j.celrep.2019.04.044 ↗
73. 10.7554/eLife.5932310.7554/eLife.59323 ↗
74. 10.1007/s11515-016-1407-110.1007/s11515-016-1407-1 ↗
75. Kaplamadzhiev D. · Bioscience Trends · 2010 · 4 · 119
76. 10.1016/0165-3806(89)90279-410.1016/0165-3806(89)90279-4 ↗
77. 10.3389/fcell.2020.56753710.3389/fcell.2020.567537 ↗
78. 10.1080/20565623.2024.241014610.1080/20565623.2024.2410146 ↗
79. 10.7554/eLife.89903.410.7554/eLife.89903.4 ↗
80. 10.1002/cne.2239910.1002/cne.22399 ↗
81. 10.3390/brainsci1304062610.3390/brainsci13040626 ↗
82. 10.1371/journal.pone.013854110.1371/journal.pone.0138541 ↗
83. 10.1002/cne.2337310.1002/cne.23373 ↗
84. 10.3390/cells1202023110.3390/cells12020231 ↗
85. 10.1016/j.neuron.2007.12.01210.1016/j.neuron.2007.12.012 ↗
86. 10.1038/nrn209710.1038/nrn2097 ↗
87. 10.1242/dev.20027510.1242/dev.200275 ↗
88. 10.1016/j.neuron.2008.02.01410.1016/j.neuron.2008.02.014 ↗
89. 10.1038/ncomms289510.1038/ncomms2895 ↗
90. 10.1083/jcb.20050311310.1083/jcb.200503113 ↗
91. 10.1016/j.stem.2017.06.00410.1016/j.stem.2017.06.004 ↗
92. 10.1016/j.cell.2021.02.05010.1016/j.cell.2021.02.050 ↗
93. 10.1038/nn.333610.1038/nn.3336 ↗
94. 10.1038/s41467-018-04559-010.1038/s41467-018-04559-0 ↗
95. 10.3389/fcell.2023.130244810.3389/fcell.2023.1302448 ↗
96. 10.1016/j.cels.2018.09.00310.1016/j.cels.2018.09.003 ↗
97. 10.1038/srep4236710.1038/srep42367 ↗
98. 10.3389/fcell.2022.95041410.3389/fcell.2022.950414 ↗
99. 10.1126/science.adn612110.1126/science.adn6121 ↗
100. 10.1016/j.xpro.2023.10226610.1016/j.xpro.2023.102266 ↗