Mechanisms of resistance to CAR-T cell immunotherapy: Insights from a mathematical model
被引:6
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作者:
Santurio, Daniela Silva
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Inst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, BrazilInst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
Santurio, Daniela Silva
[1
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Paixao, Emanuelle A.
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Grad Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, BrazilInst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
Paixao, Emanuelle A.
[2
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Barros, Luciana R. C.
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机构:
Univ Sao Paulo, Hosp Clin, Ctr Translat Res Oncol, Inst Canc Estado Sao Paulo,Fac Med, BR-01246000 Sao Paulo, BrazilInst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
Barros, Luciana R. C.
[3
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Almeida, Regina C.
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Lab Nacl Computacao Cient, Computat Modeling Program, BR-25651075 Petropolis, BrazilInst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
Almeida, Regina C.
[4
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Fassoni, Artur C.
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Univ Fed Itajuba, Inst Math & Comp Sci, BR-37500903 Itajuba, BrazilInst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
Fassoni, Artur C.
[5
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机构:
[1] Inst Training Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
[2] Grad Program, Lab Nacl Computacao Cient, BR-25651075 Petropolis, Brazil
[3] Univ Sao Paulo, Hosp Clin, Ctr Translat Res Oncol, Inst Canc Estado Sao Paulo,Fac Med, BR-01246000 Sao Paulo, Brazil
Chimeric Antigen Receptor (CAR)-T cell therapy long-term follow-up studies revealed nondurable remissions in a significant number of patients. Some of the mechanisms underlying these relapses include poor CAR T cell cytotoxicity or persistence, as well as antigen loss or lineage switching in tumor cells. In order to investigate how antigen-mediated resistance mechanisms affect therapy outcomes, we develop a mathematical model based on a set of integral-partial differential equations. Using a continuous variable to describe the level of antigen expression of tumor cells, we recapitulated important cellular mechanisms across patients with different therapeutic responses. Fitted with clinical data, the model successfully captured the dynamics of tumor and CAR-T cells for several hematological cancers. Furthermore, the role played by these mechanisms are explored with regard to different biological scenarios, such as pre-existing or aquired mutations, providing a deeper understanding of key factors underlying resistance to CAR-T cell immunotherapy.
机构:
Washington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Singh, Nathan
Orlando, Elena
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Novartis Inst Biomed Res, Cambridge, MA 02139 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Orlando, Elena
Xu, Jun
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机构:
Univ Penn, Perelman Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Xu, Jun
Xu, Jie
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Univ Penn, Perelman Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Xu, Jie
Binder, Zev
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机构:
Univ Penn, Dept Neurosurg, Perelman Sch Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Binder, Zev
Collins, McKensie A.
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Univ Penn, Perelman Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
Collins, McKensie A.
O'Rourke, Donald M.
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Univ Penn, Dept Neurosurg, Perelman Sch Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA
O'Rourke, Donald M.
Melenhorst, J. Joseph
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机构:
Univ Penn, Perelman Sch Med, Dept Pathol & Lab Med, Philadelphia, PA 19104 USAWashington Univ, Sch Med, Div Oncol Sect Stem Cell Biol, St Louis, MO 63105 USA