Literature DB >> 24706886

Mathematical approaches to modeling development and reprogramming.

Rob Morris1, Ignacio Sancho-Martinez, Tatyana O Sharpee, Juan Carlos Izpisua Belmonte.   

Abstract

Induced pluripotent stem cells (iPSCs) are created by the reprogramming of somatic cells via overexpression of certain transcription factors, such as the originally described Yamanaka factors: Oct4, Sox2, Klf4, and c-Myc (OSKM). Here we discuss recent advancements in iPSC reprogramming and introduce mathematical approaches to help map the landscape between cell states during reprogramming. Our modelization indicates that OSKM expression diminishes and/or changes potential barriers between cell states and that epigenetic remodeling facilitate these transitions. From a practical perspective, the modeling approaches outlined here allow us to predict the time necessary to create a given number of iPSC colonies or the number of reprogrammed cells generated in a given time. Additional investigations will help to further refine modeling strategies, rendering them applicable toward the study of the development and stability of cancer cells or even other reprogramming processes such as lineage conversion. Ultimately, a quantitative understanding of cell state transitions might facilitate the establishment of regenerative medicine strategies and enhance the translation of reprogramming technologies into the clinic.

Entities:  

Keywords:  Waddington landscape; dedifferentiation; elite model; stochastic model

Mesh:

Substances:

Year:  2014        PMID: 24706886      PMCID: PMC3986203          DOI: 10.1073/pnas.1317150111

Source DB:  PubMed          Journal:  Proc Natl Acad Sci U S A        ISSN: 0027-8424            Impact factor:   11.205


  54 in total

1.  H3K9 methylation is a barrier during somatic cell reprogramming into iPSCs.

Authors:  Jiekai Chen; He Liu; Jing Liu; Jing Qi; Bei Wei; Jiaqi Yang; Hanquan Liang; You Chen; Jing Chen; Yaran Wu; Lin Guo; Jieying Zhu; Xiangjie Zhao; Tianran Peng; Yixin Zhang; Shen Chen; Xuejia Li; Dongwei Li; Tao Wang; Duanqing Pei
Journal:  Nat Genet       Date:  2012-12-02       Impact factor: 38.330

2.  Predicting rates of cell state change caused by stochastic fluctuations using a data-driven landscape model.

Authors:  Daniel R Sisan; Michael Halter; Joseph B Hubbard; Anne L Plant
Journal:  Proc Natl Acad Sci U S A       Date:  2012-10-30       Impact factor: 11.205

Review 3.  Epigenetic regulation in pluripotent stem cells: a key to breaking the epigenetic barrier.

Authors:  Akira Watanabe; Yasuhiro Yamada; Shinya Yamanaka
Journal:  Philos Trans R Soc Lond B Biol Sci       Date:  2013-01-05       Impact factor: 6.237

4.  A late transition in somatic cell reprogramming requires regulators distinct from the pluripotency network.

Authors:  Azadeh Golipour; Laurent David; Yu Liu; Gowtham Jayakumaran; Calley L Hirsch; Dan Trcka; Jeffrey L Wrana
Journal:  Cell Stem Cell       Date:  2012-12-07       Impact factor: 24.633

Review 5.  A dynamical-systems view of stem cell biology.

Authors:  Chikara Furusawa; Kunihiko Kaneko
Journal:  Science       Date:  2012-10-12       Impact factor: 47.728

6.  Facilitators and impediments of the pluripotency reprogramming factors' initial engagement with the genome.

Authors:  Abdenour Soufi; Greg Donahue; Kenneth S Zaret
Journal:  Cell       Date:  2012-11-15       Impact factor: 41.582

7.  Single-cell expression analyses during cellular reprogramming reveal an early stochastic and a late hierarchic phase.

Authors:  Yosef Buganim; Dina A Faddah; Albert W Cheng; Elena Itskovich; Styliani Markoulaki; Kibibi Ganz; Sandy L Klemm; Alexander van Oudenaarden; Rudolf Jaenisch
Journal:  Cell       Date:  2012-09-14       Impact factor: 41.582

8.  Highly coordinated proteome dynamics during reprogramming of somatic cells to pluripotency.

Authors:  Jenny Hansson; Mahmoud Reza Rafiee; Sonja Reiland; Jose M Polo; Julian Gehring; Satoshi Okawa; Wolfgang Huber; Konrad Hochedlinger; Jeroen Krijgsveld
Journal:  Cell Rep       Date:  2012-12-27       Impact factor: 9.423

9.  A molecular roadmap of reprogramming somatic cells into iPS cells.

Authors:  Jose M Polo; Endre Anderssen; Ryan M Walsh; Benjamin A Schwarz; Christian M Nefzger; Sue Mei Lim; Marti Borkent; Effie Apostolou; Sara Alaei; Jennifer Cloutier; Ori Bar-Nur; Sihem Cheloufi; Matthias Stadtfeld; Maria Eugenia Figueroa; Daisy Robinton; Sridaran Natesan; Ari Melnick; Jinfang Zhu; Sridhar Ramaswamy; Konrad Hochedlinger
Journal:  Cell       Date:  2012-12-21       Impact factor: 41.582

10.  Conversion of human fibroblasts to angioblast-like progenitor cells.

Authors:  Leo Kurian; Ignacio Sancho-Martinez; Emmanuel Nivet; Aitor Aguirre; Krystal Moon; Caroline Pendaries; Cecile Volle-Challier; Francoise Bono; Jean-Marc Herbert; Julian Pulecio; Yun Xia; Mo Li; Nuria Montserrat; Sergio Ruiz; Ilir Dubova; Concepcion Rodriguez; Ahmet M Denli; Francesca S Boscolo; Rathi D Thiagarajan; Fred H Gage; Jeanne F Loring; Louise C Laurent; Juan Carlos Izpisua Belmonte
Journal:  Nat Methods       Date:  2012-12-02       Impact factor: 28.547

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  14 in total

1.  Bifurcation analysis of single-cell gene expression data reveals epigenetic landscape.

Authors:  Eugenio Marco; Robert L Karp; Guoji Guo; Paul Robson; Adam H Hart; Lorenzo Trippa; Guo-Cheng Yuan
Journal:  Proc Natl Acad Sci U S A       Date:  2014-12-15       Impact factor: 11.205

2.  Probabilistic Modeling of Reprogramming to Induced Pluripotent Stem Cells.

Authors:  Lin L Liu; Justin Brumbaugh; Ori Bar-Nur; Zachary Smith; Matthias Stadtfeld; Alexander Meissner; Konrad Hochedlinger; Franziska Michor
Journal:  Cell Rep       Date:  2016-12-20       Impact factor: 9.423

Review 3.  Reprogramming by lineage specifiers: blurring the lines between pluripotency and differentiation.

Authors:  Ignacio Sancho-Martinez; Alejandro Ocampo; Juan Carlos Izpisua Belmonte
Journal:  Curr Opin Genet Dev       Date:  2014-10-14       Impact factor: 5.578

4.  Increased robustness of early embryogenesis through collective decision-making by key transcription factors.

Authors:  Ali Sharifi-Zarchi; Mehdi Totonchi; Keynoush Khaloughi; Razieh Karamzadeh; Marcos J Araúzo-Bravo; Hossein Baharvand; Ruzbeh Tusserkani; Hamid Pezeshk; Hamidreza Chitsaz; Mehdi Sadeghi
Journal:  BMC Syst Biol       Date:  2015-06-02

Review 5.  Metabostemness: a new cancer hallmark.

Authors:  Javier A Menendez; Tomás Alarcón
Journal:  Front Oncol       Date:  2014-09-29       Impact factor: 6.244

6.  Oncometabolic Nuclear Reprogramming of Cancer Stemness.

Authors:  Javier A Menendez; Bruna Corominas-Faja; Elisabet Cuyàs; María G García; Salvador Fernández-Arroyo; Agustín F Fernández; Jorge Joven; Mario F Fraga; Tomás Alarcón
Journal:  Stem Cell Reports       Date:  2016-02-11       Impact factor: 7.765

7.  Fundamental limits on dynamic inference from single-cell snapshots.

Authors:  Caleb Weinreb; Samuel Wolock; Betsabeh K Tusi; Merav Socolovsky; Allon M Klein
Journal:  Proc Natl Acad Sci U S A       Date:  2018-02-20       Impact factor: 11.205

8.  The role of fluctuations in determining cellular network thermodynamics.

Authors:  Joseph B Hubbard; Michael Halter; Swarnavo Sarkar; Anne L Plant
Journal:  PLoS One       Date:  2020-03-11       Impact factor: 3.240

9.  Effects of Collective Histone State Dynamics on Epigenetic Landscape and Kinetics of Cell Reprogramming.

Authors:  S S Ashwin; Masaki Sasai
Journal:  Sci Rep       Date:  2015-11-19       Impact factor: 4.379

10.  Lineage marker synchrony in hematopoietic genealogies refutes the PU.1/GATA1 toggle switch paradigm.

Authors:  Michael K Strasser; Philipp S Hoppe; Dirk Loeffler; Konstantinos D Kokkaliaris; Timm Schroeder; Fabian J Theis; Carsten Marr
Journal:  Nat Commun       Date:  2018-07-12       Impact factor: 14.919

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