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Modeling viral coevolution: HIV multi-clonal persistence and competition dynamics

Populations and Evolution · Submitted 7 Sep 2005

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim The immune response induces a competition among similar phenotypes, leading to differentiation (quasi-speciation), escape dynamics and complex oscillations of viral strain abundance.

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arXiv IDq-bio/0509006 (version 1)
Pith IDQ5SHM4NZ, Pith's permanent record of this paper and its review
CitationFranco Bagnoli, Luca Sguanci, Pietro Lio'. "Modeling viral coevolution: HIV multi-clonal persistence and competition dynamics." arXiv:q-bio/0509006 (2005). https://pith.science/paper/Q5SHM4NZ
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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 5,755 input tokens.

What the abstract itself states, as probabilities: claims first 0.05 · states limitation 0.21 · human participants 0.12 · controlled comparison 0.09 · randomized assignment 0.01 · states quantitative result 0.17 · compares with prior results 0.26 · mentions code or data availability 0.02.

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arXiv listing abstract v1. Results and the main claim are underlined; .

The coexistence of different viral strains (quasispecies) within the same host are nowadays observed for a growing number of viruses, most notably HIV, Marburg and Ebola, but the conditions for the formation and survival of new strains have not yet been understood. We present a model of HIV quasispecies competition, that describes the conditions of viral quasispecies coexistence under different immune system conditions. Our model incorporates both T and B cells responses, and we show that the role of B cells is important and additive to that of T cells. Simulations of coinfection (simultaneous infection) and superinfection (delayed secondary infection) scenarios in the early stages (days) and in the late stages of the infection (years) are in agreement with emerging molecular biology findings. The immune response induces a competition among similar phenotypes, leading to differentiation (quasi-speciation), escape dynamics and complex oscillations of viral strain abundance. We found that the quasispecies dynamics after superinfection or coinfection has time scales of several months and becomes even slower when the immune system response is weak. Our model represents a general framework to study the speed and distribution of HIV quasispecies during disease progression, vaccination and therapy.

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What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 The coexistence of different viral strains (quasispecies) within the same host are nowadays observed for a growing number of viruses, most notably HIV, Marburg and Ebola, but the conditions for the formation and survival of new strains have not yet been understood. background 0.51 0.04 0.03 asserted 1.00
s1 We present a model of HIV quasispecies competition, that describes the conditions of viral quasispecies coexistence under different immune system conditions. contribution 0.84 0.94 0.10 asserted 0.95
s2 Our model incorporates both T and B cells responses, and we show that the role of B cells is important and additive to that of T cells. result 0.57 0.93 0.20 asserted 1.00
s3 Simulations of coinfection (simultaneous infection) and superinfection (delayed secondary infection) scenarios in the early stages (days) and in the late stages of the infection (years) are in agreement with emerging molecular biology findings. result 0.89 0.89 0.09 asserted 0.87
s4 The immune response induces a competition among similar phenotypes, leading to differentiation (quasi-speciation), escape dynamics and complex oscillations of viral strain abundance. result 0.77 0.74 0.36 asserted 1.00
s5 We found that the quasispecies dynamics after superinfection or coinfection has time scales of several months and becomes even slower when the immune system response is weak. result 1.00 0.96 0.19 asserted 1.00
s6 Our model represents a general framework to study the speed and distribution of HIV quasispecies during disease progression, vaccination and therapy. contribution 0.40 0.62 0.16 asserted 1.00

What kind of paper the classifier reports this is: theoretical result 0.66 · evidence from simulation or computation 1.00.

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Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

The coexistence of different viral strains (quasispecies) within the same host are nowadays observed for a growing number of viruses, most notably HIV, Marburg and Ebola, but the conditions for the formation and survival of new strains have not yet been understood. We present a model of HIV quasispecies competition, that describes the conditions of viral quasispecies coexistence under different immune system conditions. Our model incorporates both T and B cells responses, and we show that the role of B cells is important and additive to that of T cells. Simulations of coinfection (simultaneous infection) and superinfection (delayed secondary infection) scenarios in the early stages (days) and in the late stages of the infection (years) are in agreement with emerging molecular biology findings. The immune response induces a competition among similar phenotypes, leading to differentiation (quasi-speciation), escape dynamics and complex oscillations of viral strain abundance. We found that the quasispecies dynamics after superinfection or coinfection has time scales of several months and becomes even slower when the immune system response is weak. Our model represents a general framework to study the speed and distribution of HIV quasispecies during disease progression, vaccination and therapy.

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