
Cell, Journal Year: 2018, Volume and Issue: 172(4), P. 683 - 695.e15
Published: Feb. 1, 2018
Language: Английский
Cell, Journal Year: 2018, Volume and Issue: 172(4), P. 683 - 695.e15
Published: Feb. 1, 2018
Language: Английский
Nature, Journal Year: 2020, Volume and Issue: 586(7829), P. 417 - 423
Published: Sept. 30, 2020
Language: Английский
Citations
738eLife, Journal Year: 2018, Volume and Issue: 7
Published: Feb. 22, 2018
In vivo calcium imaging through microendoscopic lenses enables of previously inaccessible neuronal populations deep within the brains freely moving animals. However, it is computationally challenging to extract single-neuronal activity from data, because very large background fluctuations and high spatial overlaps intrinsic this recording modality. Here, we describe a new constrained matrix factorization approach accurately separate then demix denoise signals interest. We compared proposed method against previous independent components analysis nonnegative approaches. On both simulated experimental data recorded mice, our substantially improved quality extracted cellular detected more well-isolated neural signals, especially in noisy regimes. These advances can turn significantly enhance statistical power downstream analyses, ultimately improve scientific conclusions derived data.
Language: Английский
Citations
693Nature, Journal Year: 2018, Volume and Issue: 554(7691), P. 244 - 248
Published: Jan. 31, 2018
Language: Английский
Citations
554Nature reviews. Neuroscience, Journal Year: 2019, Volume and Issue: 20(8), P. 482 - 494
Published: June 6, 2019
Language: Английский
Citations
484Neuron, Journal Year: 2019, Volume and Issue: 101(6), P. 1042 - 1056
Published: March 1, 2019
Language: Английский
Citations
445Cell, Journal Year: 2018, Volume and Issue: 174(1), P. 44 - 58.e17
Published: May 17, 2018
Language: Английский
Citations
404Neuron, Journal Year: 2019, Volume and Issue: 104(1), P. 11 - 24
Published: Oct. 1, 2019
Language: Английский
Citations
392Nature, Journal Year: 2018, Volume and Issue: 557(7704), P. 177 - 182
Published: April 30, 2018
Language: Английский
Citations
328Nature Neuroscience, Journal Year: 2020, Volume and Issue: 23(12), P. 1537 - 1549
Published: Nov. 9, 2020
Language: Английский
Citations
258Nature Neuroscience, Journal Year: 2020, Volume and Issue: 23(11), P. 1433 - 1443
Published: Sept. 21, 2020
Language: Английский
Citations
251