Literature DB >> 26688192

Dynamical System Modeling to Simulate Donor T Cell Response to Whole Exome Sequencing-Derived Recipient Peptides Demonstrates Different Alloreactivity Potential in HLA-Matched and -Mismatched Donor-Recipient Pairs.

Badar Abdul Razzaq1, Allison Scalora2, Vishal N Koparde3, Jeremy Meier2, Musa Mahmood1, Salman Salman1, Max Jameson-Lee2, Myrna G Serrano3, Nihar Sheth3, Mark Voelkner4, David J Kobulnicky2, Catherine H Roberts2, Andrea Ferreira-Gonzalez4, Masoud H Manjili5, Gregory A Buck3, Michael C Neale6, Amir A Toor7.   

Abstract

Immune reconstitution kinetics and subsequent clinical outcomes in HLA-matched recipients of allogeneic stem cell transplantation (SCT) are variable and difficult to predict. Considering SCT as a dynamical system may allow sequence differences across the exomes of the transplant donors and recipients to be used to simulate an alloreactive T cell response, which may allow better clinical outcome prediction. To accomplish this, whole exome sequencing was performed on 34 HLA-matched SCT donor-recipient pairs (DRPs) and the nucleotide sequence differences translated to peptides. The binding affinity of the peptides to the relevant HLA in each DRP was determined. The resulting array of peptide-HLA binding affinity values in each patient was considered as an operator modifying a hypothetical T cell repertoire vector, in which each T cell clone proliferates in accordance with the logistic equation of growth. Using an iterating system of matrices, each simulated T cell clone's growth was calculated with the steady-state population being proportional to the magnitude of the binding affinity of the driving HLA-peptide complex. Incorporating competition between T cell clones responding to different HLA-peptide complexes reproduces a number of features of clinically observed T cell clonal repertoire in the simulated repertoire, including sigmoidal growth kinetics of individual T cell clones and overall repertoire, Power Law clonal frequency distribution, increase in repertoire complexity over time with increasing clonal diversity, and alteration of clonal dominance when a different antigen array is encountered, such as in SCT. The simulated, alloreactive T cell repertoire was markedly different in HLA-matched DRPs. The patterns were differentiated by rate of growth and steady-state magnitude of the simulated T cell repertoire and demonstrate a possible correlation with survival. In conclusion, exome wide sequence differences in DRPs may allow simulation of donor alloreactive T cell response to recipient antigens and may provide a quantitative basis for refining donor selection and titration of immunosuppression after SCT.
Copyright © 2016 American Society for Blood and Marrow Transplantation. Published by Elsevier Inc. All rights reserved.

Entities:  

Keywords:  Dynamic system; GVHD; HLA; Histocompatibility; Logistic equation; Operators; Stem cell transplantation; Vectors; Whole exome sequencing

Mesh:

Substances:

Year:  2015        PMID: 26688192      PMCID: PMC4955725          DOI: 10.1016/j.bbmt.2015.11.1103

Source DB:  PubMed          Journal:  Biol Blood Marrow Transplant        ISSN: 1083-8791            Impact factor:   5.742


  41 in total

1.  Profiling the T-cell receptor beta-chain repertoire by massively parallel sequencing.

Authors:  J Douglas Freeman; René L Warren; John R Webb; Brad H Nelson; Robert A Holt
Journal:  Genome Res       Date:  2009-06-18       Impact factor: 9.043

2.  Simple mathematical models with very complicated dynamics.

Authors:  R M May
Journal:  Nature       Date:  1976-06-10       Impact factor: 49.962

3.  Dynamical System Modeling of Immune Reconstitution after Allogeneic Stem Cell Transplantation Identifies Patients at Risk for Adverse Outcomes.

Authors:  Amir A Toor; Roy T Sabo; Catherine H Roberts; Bonny L Moore; Salman R Salman; Allison F Scalora; May T Aziz; Ali S Shubar Ali; Charles E Hall; Jeremy Meier; Radhika M Thorn; Elaine Wang; Shiyu Song; Kristin Miller; Kathryn Rizzo; William B Clark; John M McCarty; Harold M Chung; Masoud H Manjili; Michael C Neale
Journal:  Biol Blood Marrow Transplant       Date:  2015-04-04       Impact factor: 5.742

4.  Biological populations with nonoverlapping generations: stable points, stable cycles, and chaos.

Authors:  R M May
Journal:  Science       Date:  1974-11-15       Impact factor: 47.728

5.  Global models of growth and competition.

Authors:  M E Gilpin; F J Ayala
Journal:  Proc Natl Acad Sci U S A       Date:  1973-12       Impact factor: 11.205

6.  Effects of mismatching for minor histocompatibility antigens on clinical outcomes in HLA-matched, unrelated hematopoietic stem cell transplants.

Authors:  Stephen Spellman; Melissa B Warden; Michael Haagenson; Bradley C Pietz; Els Goulmy; Edus H Warren; Tao Wang; Thomas M Ellis
Journal:  Biol Blood Marrow Transplant       Date:  2009-07       Impact factor: 5.742

7.  High-resolution donor-recipient HLA matching contributes to the success of unrelated donor marrow transplantation.

Authors:  Stephanie J Lee; John Klein; Michael Haagenson; Lee Ann Baxter-Lowe; Dennis L Confer; Mary Eapen; Marcelo Fernandez-Vina; Neal Flomenberg; Mary Horowitz; Carolyn K Hurley; Harriet Noreen; Machteld Oudshoorn; Effie Petersdorf; Michelle Setterholm; Stephen Spellman; Daniel Weisdorf; Thomas M Williams; Claudio Anasetti
Journal:  Blood       Date:  2007-09-04       Impact factor: 22.113

8.  T cell repertoire following autologous stem cell transplantation for multiple sclerosis.

Authors:  Paolo A Muraro; Harlan Robins; Sachin Malhotra; Michael Howell; Deborah Phippard; Cindy Desmarais; Alessandra de Paula Alves Sousa; Linda M Griffith; Noha Lim; Richard A Nash; Laurence A Turka
Journal:  J Clin Invest       Date:  2014-02-17       Impact factor: 14.808

Review 9.  In silico Derivation of HLA-Specific Alloreactivity Potential from Whole Exome Sequencing of Stem-Cell Transplant Donors and Recipients: Understanding the Quantitative Immunobiology of Allogeneic Transplantation.

Authors:  Max Jameson-Lee; Vishal Koparde; Phil Griffith; Allison F Scalora; Juliana K Sampson; Haniya Khalid; Nihar U Sheth; Michael Batalo; Myrna G Serrano; Catherine H Roberts; Michael L Hess; Gregory A Buck; Michael C Neale; Masoud H Manjili; Amir Ahmed Toor
Journal:  Front Immunol       Date:  2014-11-06       Impact factor: 7.561

Review 10.  Stem cell transplantation as a dynamical system: are clinical outcomes deterministic?

Authors:  Amir A Toor; Jared D Kobulnicky; Salman Salman; Catherine H Roberts; Max Jameson-Lee; Jeremy Meier; Allison Scalora; Nihar Sheth; Vishal Koparde; Myrna Serrano; Gregory A Buck; William B Clark; John M McCarty; Harold M Chung; Masoud H Manjili; Roy T Sabo; Michael C Neale
Journal:  Front Immunol       Date:  2014-12-03       Impact factor: 7.561

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  10 in total

1.  The H-Y Antigen in Embryonic Stem Cells Causes Rejection in Syngeneic Female Recipients.

Authors:  Xiaomeng Hu; Simon T Kueppers; Nigel G Kooreman; Alessia Gravina; Dong Wang; Grigol Tediashvili; Stephan Schlickeiser; Marco Frentsch; Christos Nikolaou; Andreas Thiel; Sivan Marcus; Sigrid Fuchs; Joachim Velden; Hermann Reichenspurner; Hans-Dieter Volk; Tobias Deuse; Sonja Schrepfer
Journal:  Stem Cells Dev       Date:  2020-08-25       Impact factor: 3.272

2.  T Cell Repertoire Evolution after Allogeneic Bone Marrow Transplantation: An Organizational Perspective.

Authors:  Jeremy A Meier; Mahdee Haque; Mohamed Fawaz; Hamdi Abdeen; David Coffey; Andrea Towlerton; Ahmed Abdeen; Abdullah Toor; Edus Warren; Jason Reed; Christopher G Kanakry; Armand Keating; Leo Luznik; Amir A Toor
Journal:  Biol Blood Marrow Transplant       Date:  2019-01-21       Impact factor: 5.742

3.  Chromosome Y-encoded antigens associate with acute graft-versus-host disease in sex-mismatched stem cell transplant.

Authors:  Wei Wang; Hu Huang; Michael Halagan; Cynthia Vierra-Green; Michael Heuer; Jason E Brelsford; Michael Haagenson; Richard H Scheuermann; Amalio Telenti; William Biggs; Nathaniel M Pearson; Julia Udell; Stephen Spellman; Martin Maiers; Caleb J Kennedy
Journal:  Blood Adv       Date:  2018-10-09

4.  Dynamical Systems Modeling of Early-Term Immune Reconstitution with Different Antithymocyte Globulin Administration Schedules in Allogeneic Stem Cell Transplantation.

Authors:  Viktoriya Zelikson; Gary Simmons; Natasha Raman; Elizabeth Krieger; Anatevka Rebiero; Kelly Hawks; May Aziz; Catherine Roberts; Alden Chesney; Jason Reed; Ronald Gress; Amir Toor
Journal:  Transplant Cell Ther       Date:  2021-10-21

5.  Killer Immunoglobulin-Like Receptor-Ligand Interactions Predict Clinical Outcomes following Unrelated Donor Transplantations.

Authors:  Elizabeth Krieger; Roy Sabo; Sanauz Moezzi; Caitlin Cain; Catherine Roberts; Pamela Kimball; Alden Chesney; John McCarty; Armand Keating; Rizwan Romee; Christina Wiedl; Rehan Qayyum; Amir Toor
Journal:  Biol Blood Marrow Transplant       Date:  2019-10-30       Impact factor: 5.742

6.  Sequence homology between HLA-bound cytomegalovirus and human peptides: A potential trigger for alloreactivity.

Authors:  Charles E Hall; Vishal N Koparde; Maximilian Jameson-Lee; Abdelrhman G Elnasseh; Allison F Scalora; David J Kobulnicky; Myrna G Serrano; Catherine H Roberts; Gregory A Buck; Michael C Neale; Daniel E Nixon; Amir A Toor
Journal:  PLoS One       Date:  2017-08-11       Impact factor: 3.240

Review 7.  Genetic Association of Hematopoietic Stem Cell Transplantation Outcome beyond Histocompatibility Genes.

Authors:  Rihab Gam; Pranali Shah; Rachel E Crossland; Jean Norden; Anne M Dickinson; Ralf Dressel
Journal:  Front Immunol       Date:  2017-04-03       Impact factor: 7.561

8.  Can Graft vs. Leukemia Effect Be Uncoupled From Graft vs. Host Disease? An Examination of Proportions.

Authors:  Elizabeth Krieger; Amir Ahmed Toor
Journal:  Front Immunol       Date:  2020-04-28       Impact factor: 7.561

9.  Dynamical system modeling to simulate donor T cell response to whole exome sequencing-derived recipient peptides: Understanding randomness in alloreactivity incidence following stem cell transplantation.

Authors:  Vishal Koparde; Badar Abdul Razzaq; Tara Suntum; Roy Sabo; Allison Scalora; Myrna Serrano; Max Jameson-Lee; Charles Hall; David Kobulnicky; Nihar Sheth; Juliana Feltz; Daniel Contaifer; Dayanjan Wijesinghe; Jason Reed; Catherine Roberts; Rehan Qayyum; Gregory Buck; Michael Neale; Amir Toor
Journal:  PLoS One       Date:  2017-12-01       Impact factor: 3.240

Review 10.  Determining the Quantitative Principles of T Cell Response to Antigenic Disparity in Stem Cell Transplantation.

Authors:  Ali Salman; Vishal Koparde; Charles E Hall; Max Jameson-Lee; Catherine Roberts; Myrna Serrano; Badar AbdulRazzaq; Jeremy Meier; Caleb Kennedy; Masoud H Manjili; Stephen R Spellman; Dayanjan Wijesinghe; Shahrukh Hashmi; Greg Buck; Rehan Qayyum; Michael Neale; Jason Reed; Amir A Toor
Journal:  Front Immunol       Date:  2018-10-11       Impact factor: 7.561

  10 in total

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