•Statistical physics

Statistical physics and inference for biology

Publications

Statistical physics and inference for biology

51 Searching for long timescales without fine tuning
Xiaowen Chen, William Bialek
2024 - Physical Review E

52 Preschool-age children maintain a distinct memory CD4 + T cell and memory B cell response after SARS-CoV-2 infection
Benoît Manfroi, Bui Thi Cuc, Aurélien Sokal, Alexis Vandenberghe, Sarah Temmam, Mikaël Attia, Mohamed El Behi, Francesco Camaglia, Ngan Thu Nguyen, Jelka Pohar, Layale Salem-Wehbe, Valentine Pottez-Jouatte, Sibyline Borzakian, Narcisse Elenga, Caroline Galeotti, Guillaume Morelle, Camille de Truchis de Lays, Michaela Semeraro, Anne-Sophie Romain, Mélodie Aubart, Naim Ouldali, Florence Mahuteau-Betzer, Claire Beauvineau, Elsa Amouyal, Romain Berthaud, Célia Crétolle, Marc Duval Arnould, Albert Faye, Mathie Lorrot, Grégoire Benoist, Nelly Briand, Marie Courbebaisse, Roland Martin, Peter van Endert, Jean-Sébastien Hulot, Anne Blanchard, Eric Tartour, Maria Leite-De-Moraes, Guillaume Lezmi, Mickael Ménager, Marine Luka, Claude-Agnès Reynaud, Jean-Claude Weill, Laetitia Languille, Marc Michel, Pascal Chappert, Thierry Mora, Aleksandra Walczak, Marc Eloit, Petra Bacher, Alexander Scheffold, Matthieu Mahévas, Isabelle Sermet-Gaudelus, Simon Fillatreau
2024 - Science Translational Medicine

53 Computational detection of antigen-specific B cell receptors following immunization
Maria Francesca Abbate, Thomas Dupic, Emmanuelle Vigne, Melody Shahsavarian, Aleksandra Walczak, Thierry Mora
2024 - Proceedings of the National Academy of Sciences of the United States of America

54 Unlearning regularization for Boltzmann machines
Enrico Ventura, Simona Cocco, Rémi Monasson, Francesco Zamponi
2024 - Machine Learning : Science and Technology

55 Accelerated Sampling with Stacked Restricted Boltzmann Machines
Jorge Fernandez-De-Cossio-Diaz, Clément Roussel, Simona Cocco, Rémi Monasson
2024 -

56 Innate-like T cell subset commitment in the murine thymus is independent of TCR characteristics and occurs during proliferation
Vadim K. Karnaukhov, Anne‐laure Le Gac, Linda Bilonda Mutala, Aurelie Darbois, Laetitia Perrin, Francois Legoux, Walczak Aleksandra, Thierry Mora, Olivier Lantz
2024 - Proceedings of the National Academy of Sciences of the United States of America

57 Local and Global Variability in Developing Human T-Cell Repertoires
Giulio Isacchini, Valentin Quiniou, Pierre Barennes, Vanessa Mhanna, Hélène Vantomme, Paul Stys, Encarnita Mariotti-Ferrandiz, David Klatzmann, Aleksandra Walczak, Thierry Mora, Armita Nourmohammad
2024 - PRX Life

58 Inference of annealed protein fitness landscapes with AnnealDCA
Luca Sesta, Andrea Pagnani, Jorge Fernandez-De-Cossio-Diaz, Guido Uguzzoni
2024 - PLoS Computational Biology

59 Unsupervised modeling of mutational landscapes of adeno-associated viruses viability
Matteo de Leonardis, Jorge Fernandez-De-Cossio-Diaz, Guido Uguzzoni, Andrea Pagnani
2024 - BMC Bioinformatics

60 Functional effects of mutations in proteins can be predicted and interpreted by guided selection of sequence covariation information
Simona Cocco, Lorenzo Posani, Rémi Monasson
2024 - Proceedings of the National Academy of Sciences of the United States of America

61 A statistical mechanics framework for Bayesian deep neural networks beyond the infinite-width limit
R. Pacelli, S. Ariosto, M. Pastore, F. Ginelli, M. Gherardi, P. Rotondo
2023 - Nature Machine Intelligence

62 Probabilities of developing HIV-1 bNAb sequence features in uninfected and chronically infected individuals
Christoph Kreer, Cosimo Lupo, Meryem Ercanoglu, Lutz Gieselmann, Natanael Spisak, Jan Grossbach, Maike Schlotz, Philipp Schommers, Henning Gruell, Leona Dold, Andreas Beyer, Armita Nourmohammad, Thierry Mora, Aleksandra Walczak, Florian Klein
2023 - Nature Communications

63 Evolutionary stability of antigenically escaping viruses
Victor Chardès, Andrea Mazzolini, Thierry Mora, Aleksandra Walczak
2023 - Proceedings of the National Academy of Sciences of the United States of America

64 Evolutionary dynamics of a lattice dimer: a toy model for stability vs. affinity trade-offs in proteins
E Loffredo, E Vesconi, R Razban, O Peleg, E Shakhnovich, Simona Cocco, Rémi Monasson
2023 - Journal of Physics A: Mathematical and Theoretical

65 HEK293 producing the extracellular domain HER1: Full datasets of continuous fermentation process and metabolites analysis
Lisandra Calzadilla, Erick Hernández, Julio Dustet, Jorge Fernandez-De-Cossio-Diaz, Kalet León, Matthias Pietzke, Alexei Vazquez, Roberto Mulet, Tammy Boggiano
2023 - Data in Brief

66 Dynamical Information Synergy in Biochemical Signaling Networks
Lauritz Hahn, Walczak Aleksandra, Thierry Mora
2023 - Physical Review Letters

67 A transfer-learning approach to predict antigen immunogenicity and T-cell receptor specificity
Barbara Bravi, Andrea Di Gioacchino, Jorge Fernandez-De-Cossio-Diaz, Aleksandra Walczak, Thierry Mora, Simona Cocco, Rémi Monasson
2023 - eLife

68 Multiple steady states and metabolic switches in continuous cultures of HEK293: Experimental evidences and metabolomics
Lisandra Calzadilla, Erick Hernández, Julio Dustet, Jorge Fernandez-De-Cossio-Diaz, Kalet León, Matthias Pietzke, Alexei Vazquez, Roberto Mulet, Tammy Boggiano
2023 - Biochemical Engineering Journal

69 Transition paths in Potts-like energy landscapes: General properties and application to protein sequence models
Eugenio Mauri, Simona Cocco, Remi Monasson
2023 - Physical Review E

70 Small-correlation expansion to quantify information in noisy sensory systems
Gabriel Mahuas, Olivier Marre, Thierry Mora, Ulisse Ferrari
2023 - Physical Review E

71 Quantitative Theory of Viral-Immune Coevolution May Be within Reach
Thierry Mora, Aleksandra Walczak
2023 - PRX Life

72 TULIP — a Transformer based Unsupervised Language model for Interacting Peptides and T-cell receptors that generalizes to unseen epitopes
Barthelemy Meynard-Piganeau, Christoph Feinauer, Martin Weigt, Aleksandra Walczak, Thierry Mora
2023 - Proceedings of the National Academy of Sciences of the United States of America

73 Bayesian estimation of the Kullback-Leibler divergence for categorical sytems using mixtures of Dirichlet priors
Francesco Camaglia, Ilya Nemenman, Thierry Mora, Aleksandra Walczak
2023 - Physical Review E

74 Towards a quantitative theory of tolerance
Thierry Mora, Aleksandra Walczak
2023 - Trends in Immunology

75 Machine learning for evolutionary-based and physics-inspired protein design: Current and future synergies
Cyril Malbranke, David Bikard, Simona Cocco, Rémi Monasson, Jérôme Tubiana
2023 - Current Opinion in Structural Biology

76 Inspecting the interaction between human immunodeficiency virus and the immune system through genetic turnover
Andrea Mazzolini, Thierry Mora, Aleksandra Walczak
2023 - Philosophical Transactions of the Royal Society B: Biological Sciences

77 Emergence of time persistence in an interpretable data-driven neural network model
Sebastien Wolf, Guillaume Le Goc, Simona Cocco, Georges Debrégeas, Rémi Monasson
2023 - eLife

78 Information content in continuous attractor neural networks is preserved in the presence of moderate disordered background connectivity
Tobias Kühn, Rémi Monasson
2023 - Physical Review E

79 Mutational Paths with Sequence-Based Models of Proteins: From Sampling to Mean-Field Characterization
Eugenio Mauri, Simona Cocco, Rémi Monasson
2023 - Physical Review Letters

80 Collective response to local perturbations: how to evade threats without losing coherence
Emanuele Loffredo, Davide Venturelli, Irene Giardina
2023 - Physical Biology

81 Disentangling Representations in Restricted Boltzmann Machines without Adversaries
Jorge Fernandez-De-Cossio-Diaz, Simona Cocco, Rémi Monasson
2023 - Physical Review X

82 Granger causality analysis for calcium transients in neuronal networks, challenges and improvements
Xiaowen Chen, Faustine Ginoux, Martin Carbo-Tano, Thierry Mora, Aleksandra Walczak, Claire Wyart
2023 - eLife

83 Benchmarking solutions to the T-cell receptor epitope prediction problem: IMMREP22 workshop report
Pieter Meysman, Justin Barton, Barbara Bravi, Liel Cohen-Lavi, Vadim Karnaukhov, Elias Lilleskov, Alessandro Montemurro, Morten Nielsen, Thierry Mora, Paul Pereira, Anna Postovskaya, María Rodríguez Martínez, Jorge Fernandez-De-Cossio-Diaz, Alexandra Vujkovic, Aleksandra Walczak, Anna Weber, Rose Yin, Anne Eugster, Virag Sharma
2023 - ImmunoInformatics

84 Modeling and predicting the overlap of B- and T-cell receptor repertoires in healthy and SARS-CoV-2 infected individuals
María Ruiz Ortega, Natanael Spisak, Thierry Mora, Aleksandra Walczak
2023 - PLoS Genetics

85 Quantifying changes in the T cell receptor repertoire during thymic development
Francesco Camaglia, Arie Ryvkin, Erez Greenstein, Shlomit Reich-Zeliger, Benny Chain, Thierry Mora, Aleksandra Walczak, Nir Friedman
2023 - eLife

86 Granger causality analysis for calcium transients in neuronal networks: challenges and improvements
Xiaowen Chen, Faustine Ginoux, Martin Carbo-Tano, Thierry Mora, Aleksandra Walczak, Claire Wyart
2023 - eLife

87 Inferring the T cell repertoire dynamics of healthy individuals
Meriem Bensouda Koraichi, Silvia Ferri, Aleksandra Walczak, Thierry Mora
2023 - Proceedings of the National Academy of Sciences of the United States of America

88 DRAG in situ barcoding reveals an increased number of HSPCs contributing to myelopoiesis with age
Jos Urbanus, Jason Cosgrove, Joost Beltman, Yuval Elhanati, Rafael Moral, Cecile Conrad, Jeroen van Heijst, Emilie Tubeuf, Arno Velds, Lianne Kok, Candice Merle, Jens Magnusson, Léa Guyonnet, Jonas Frisén, Silvia Fre, Aleksandra Walczak, Thierry Mora, Heinz Jacobs, Ton Schumacher, Leïla Perié
2023 - Nature Communications

89 Computational design of novel Cas9 PAM-interacting domains using evolution-based modelling and structural quality assessment
Cyril Malbranke, William Rostain, Florence Depardieu, Simona Cocco, Rémi Monasson, David Bikard
2023 - PLoS Computational Biology

90 Infer global, predict local: Quantity-relevance trade-off in protein fitness predictions from sequence data
Lorenzo Posani, Francesca Rizzato, Rémi Monasson, Simona Cocco
2023 - PLoS Computational Biology

91 Generalized Glauber dynamics for inference in biology
Xiaowen Chen, Maciej Winiarski, Alicja Puscian, Ewelina Knapska, Aleksandra M. Walczak, Thierry Mora
2023 - Physical Review X

92 Inference of metabolic fluxes in nutrient-limited continuous cultures: A Maximum Entropy approach with the minimum information
José Antonio Pereiro-Morejon, Jorge Fernandez-De-Cossio-Diaz, Roberto Mulet
2022 - iScience

93 Context-dependent selectivity to natural images in the retina
Matías Goldin, Baptiste Lefebvre, Samuele Virgili, Mathieu Kim Pham van Cang, Alexander Ecker, Thierry Mora, Ulisse Ferrari, Olivier Marre
2022 - Nature Communications

94 Nonequilibrium dynamics of adaptation in sensory systems
Daniele Conti, Thierry Mora
2022 - Physical Review E

95 NoisET: Noise learning and Expansion detection of T-cell receptors with Python
Meriem Bensouda Koraichi, Maximilian Puelma Touzel, Andrea Mazzolini, Thierry Mora, Aleksandra Walczak
2022 - Journal of Physical Chemistry A

96 Generative and interpretable machine learning for aptamer design and analysis of in vitro sequence selection
Andrea Di Gioacchino, Jonah Procyk, Marco Molari, John Schreck, Yu Zhou, Yan Liu, Rémi Monasson, Simona Cocco, Petr Šulc
2022 - PLoS Computational Biology

97 What are the current driving questions in immune repertoire research?
Victor Greiff, Eline Luning Prak, Tim O’donnell, Francesca Finotello, Sai Reddy, Walczak Aleksandra, Thierry Mora
2022 - Cell Systems

98 Signatures of irreversibility in microscopic models of flocking
Federica Ferretti, Simon Grosse-Holz, Caroline Holmes, Jordan Shivers, Irene Giardina, Thierry Mora, Aleksandra Walczak
2022 - Physical Review E

99 A synaptic signal for novelty processing in the hippocampus
Ruy Gómez-Ocádiz, Massimiliano Trippa, Chun-Lei Zhang, Lorenzo Posani, Simona Cocco, Rémi Monasson, Christoph Schmidt-Hieber
2022 - Nature Communications

100 Neoantigen quality predicts immunoediting in survivors of pancreatic cancer
Marta Łuksza, Zachary Sethna, Luis Rojas, Jayon Lihm, Barbara Bravi, Yuval Elhanati, Kevin Soares, Masataka Amisaki, Anton Dobrin, David Hoyos, Pablo Guasp, Abderezak Zebboudj, Rebecca Yu, Adrienne Kaya Chandra, Theresa Waters, Zagaa Odgerel, Joanne Leung, Rajya Kappagantula, Alvin Makohon-Moore, Amber Johns, Anthony Gill, Mathieu Gigoux, Jedd Wolchok, Taha Merghoub, Michel Sadelain, Erin Patterson, Remi Monasson, Thierry Mora, Aleksandra Walczak, Simona Cocco, Christine Iacobuzio-Donahue, Benjamin Greenbaum, Vinod Balachandran
2022 - Nature

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186

Publications

8

Years

Statistical physics