Estimation of the iVAE Model with Generative Adversarial Networks

In independent component analysis the data is decomposed into its statistically independent components. In recent years, statistical models have been developed that solve a non-linear version of the independent component analysis. This thesis focuses on the estimation methods of a particular non-linear independent component analysis model called iVAE. It is shown on simulated data that the generative adversarial networks can significantly improve the iVAE model estimation compared with the previously used default iVAE estimation method. The improved model estimation might enable new applications for the iVAE model

Estimation of the iVAE Model with Generative Adversarial Networks

In independent component analysis the data is decomposed into its statistically independent components. In recent years, statistical models have been developed that solve a non-linear version of the independent component analysis. This thesis focuses on the estimation methods of a particular non-linear independent component analysis model called iVAE. It is shown on simulated data that the generative adversarial networks can significantly improve the iVAE model estimation compared with the previously used default iVAE estimation method. The improved model estimation might enable new applications for the iVAE model

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Notum produced by Paneth cells attenuates regeneration of aged intestinal epithelium

A decline in stem cell function impairs tissue regeneration during ageing, but the role of the stem-cell-supporting niche in ageing is not well understood. The small intestine is maintained by actively cycling intestinal stem cells that are regulated by the Paneth cell niche(1,2). Here we show that the regenerative potential of human and mouse intestinal epithelium diminishes with age owing to defects in both stem cells and their niche. The functional decline was caused by a decrease in stemness-maintaining Wnt signalling due to production of Notum, an extracellular Wnt inhibitor, in aged Paneth cells. Mechanistically, high activity of mammalian target of rapamycin complex 1 (mTORC1) in aged Paneth cells inhibits activity of peroxisome proliferator activated receptor alpha (PPAR-alpha)(3), and lowered PPAR-a activity increased Notum expression. Genetic targeting of Notum or Wnt supplementation restored function of aged intestinal organoids. Moreover, pharmacological inhibition of Notum in mice enhanced the regenerative capacity of aged stem cells and promoted recovery from chemotherapy-induced damage. Our results reveal a role of the stem cell niche in ageing and demonstrate that targeting of Notum can promote regeneration of aged tissues.Peer reviewe

NOTUM from Apc-mutant cells biases clonal competition to initiate cancer

Funding Information: Acknowledgements We thank the Core Services and Advanced Technologies at the Cancer Research UK Beatson Institute (C596/A17196 and A31287), and particularly the Biological Services Unit, Histology Service and Molecular Technologies; members of the Sansom and Katajisto laboratories for discussions of the data and manuscript; and BRC Oxford for supplying patient material. O.J.S. and his laboratory members were supported by Cancer Research UK (A28223, A21139, A12481 and A17196). D.J.F. and M.C.H. were supported by the UK Medical Research Council (MR/R017247/1 and MR/J50032X/1, respectively). SpecifiCancer CRUK Grand Challenge (C7932/A29055) is funded by Cancer Research UK and the Mark Foundation for Cancer Research. P.K. and his laboratory members were supported by the Academy of Finland Centre of Excellence MetaStem (266869, 304591 and 320185), the ERC Starting Grant 677809, the Swedish Research Council 2018-03078, the Cancerfonden 190634, the Jane and Aatos Erkko Foundation and the Cancer Foundation Finland. N.P. was supported by the Finnish Cultural Foundation, the Biomedicum Helsinki Foundation, the Orion Research Foundation sr and The Paulo Foundation. P.V.F. was supported by Alzheimer’s Research UK and The Francis Crick Institute. The ARUK UCL Drug Discovery Institute receives its core funding from Alzheimer’s Research UK (520909). The Francis Crick Institute receives its core funding from Cancer Research UK (FC001002), the UK Medical Research Council (FC001002) and the Wellcome Trust (FC001002). Publisher Copyright: © 2021, The Author(s), under exclusive licence to Springer Nature Limited.The tumour suppressor APC is the most commonly mutated gene in colorectal cancer. Loss of Apc in intestinal stem cells drives the formation of adenomas in mice via increased WNT signalling(1), but reduced secretion of WNT ligands increases the ability of Apc-mutant intestinal stem cells to colonize a crypt (known as fixation)(2). Here we investigated how Apc-mutant cells gain a clonal advantage over wild-type counterparts to achieve fixation. We found that Apc-mutant cells are enriched for transcripts that encode several secreted WNT antagonists, with Notum being the most highly expressed. Conditioned medium from Apc-mutant cells suppressed the growth of wild-type organoids in a NOTUM-dependent manner. Furthermore, NOTUM-secreting Apc-mutant clones actively inhibited the proliferation of surrounding wild-type crypt cells and drove their differentiation, thereby outcompeting crypt cells from the niche. Genetic or pharmacological inhibition of NOTUM abrogated the ability of Apc-mutant cells to expand and form intestinal adenomas. We identify NOTUM as a key mediator during the early stages of mutation fixation that can be targeted to restore wild-type cell competitiveness and provide preventative strategies for people at a high risk of developing colorectal cancer.Peer reviewe