An understanding of how pathogens colonize their hosts is crucial for the rational design of vaccines or therapy. While the molecular factors facilitating the invasion and systemic infection by pathogens are a central focus of research in microbiology, the population biological aspects of colonization are still poorly understood. Here, we investigated the early colonization dynamics of Salmonella enterica subspecies 1 serovar Typhimurium (S. Tm) in the streptomycin mouse model for diarrhea. We focused on the first step on the way to systemic infection — the colonization of the cecal lymph node (cLN) from the gut — and studied roles of inflammation, dendritic cells and innate immune effectors in the colonization process. To this end, we inoculated mice with mixtures of seven wild type isogenic tagged strains (WITS) of S. Tm. The experimental data were analyzed with a newly developed mathematical model describing the stochastic immigration, replication and clearance of bacteria in the cLN. We estimated that in the beginning of infection only 300 bacterial cells arrive in the cLN per day. We further found that inflammation decreases the net replication rate in the cLN by 23%. In mice, in which dendritic cell movement is impaired, the bacterial migration rate was reduced 10-fold. In contrast, mice that cannot generate toxic reactive oxygen species displayed a 4-fold higher migration rate from gut to cLN than wild type mice. Thus, combining infections with mixed inocula of barcoded strains and mathematical analysis represents a powerful method for disentangling immigration into the cLN from replication in this compartment. The estimated parameters provide an important baseline to assess and predict the efficacy of interventions.
References
[1]
Haase AT (2005) Perils at mucosal front lines for HIV and SIV and their hosts. Nat Rev Immunol 5: 783–92. doi: 10.1038/nri1706
[2]
Shankarappa R, Margolick JB, Gange SJ, Rodrigo AG, Upchurch D, et al. (1999) Consistent viral evolutionary changes associated with the progression of human immunodeficiency virus type 1 infection. J Virol 73: 10489–502.
[3]
Keele BF, Giorgi EE, Salazar-Gonzalez JF, Decker JM, Pham KT, et al. (2008) Identification and characterization of transmitted and early founder virus envelopes in primary HIV-1 infection. Proc Natl Acad Sci U S A 105: 7552–7. doi: 10.1073/pnas.0802203105
[4]
Schmitz JE, Kuroda MJ, Santra S, Sasseville VG, Simon MA, et al. (1999) Control of viremia in simian immunodeficiency virus infection by CD8(+) lymphocytes. Science 283: 857–860. doi: 10.1126/science.283.5403.857
[5]
Regoes RR, Antia R, Garber DA, Silvestri G, Feinberg MB, et al. (2004) Roles of target cells and virus-specific cellular immunity in primary simian immunodeficiency virus infection. J Virol 78: 4866–4875. doi: 10.1128/jvi.78.9.4866-4875.2004
[6]
Fernandez CS, Stratov I, De Rose R, Walsh K, Dale CJ, et al. (2005) Rapid viral escape at an immunodominant simian-human immunodeficiency virus cytotoxic T-lymphocyte epitope exacts a dramatic fitness cost. J Virol 79: 5721–31. doi: 10.1128/jvi.79.9.5721-5731.2005
[7]
Mandl JN, Regoes RR, Garber DA, Feinberg MB (2007) Estimating the effectiveness of SIV specific CD8+ T cells from the dynamics of viral immune escape. J Virol 81: 11982–11991. doi: 10.1128/jvi.00946-07
[8]
Goonetilleke N, Liu MKP, Salazar-Gonzalez JF, Ferrari G, Giorgi E, et al. (2009) The first T cell response to transmitted/founder virus contributes to the control of acute viremia in HIV-1 infection. J Exp Med 206: 1253–72. doi: 10.1084/jem.20090365
[9]
Lay MD, Petravic J, Gordon SN, Engram J, Silvestri G, et al. (2009) Is the gut the major source of virus in early simian immunodeficiency virus infection? J Virol 83: 7517–23. doi: 10.1128/jvi.00552-09
[10]
Baccam P, Beauchemin C, Macken CA, Hayden FG, Perelson AS (2006) Kinetics of influenza A virus infection in humans. J Virol 80: 7590–9. doi: 10.1128/jvi.01623-05
[11]
Bull RA, Luciani F, McElroy K, Gaudieri S, Pham ST, et al. (2011) Sequential bottlenecks drive viral evolution in early acute hepatitis C virus infection. PLoS Pathog 7: e1002243. doi: 10.1371/journal.ppat.1002243
[12]
Meynell GG (1957) The applicability of the hypothesis of independent action to fatal infections in mice given Salmonella typhimurium by mouth. J Gen Microbiol 16: 396–404. doi: 10.1099/00221287-16-2-396
[13]
Meynell GG, Stocker BA (1957) Some hypotheses on the aetiology of fatal infections in partially resistant hosts and their application to mice challenged with Salmonella paratyphi-B or Salmonella typhimurium by intraperitoneal injection. J Gen Microbiol 16: 38–58. doi: 10.1099/00221287-16-1-38
[14]
Moxon ER, Murphy PA (1978) Haemophilus inuenzae bacteremia and meningitis resulting from survival of a single organism. Proc Natl Acad Sci USA 75: 1534–6. doi: 10.1073/pnas.75.3.1534
[15]
Levin BR, Lipsitch M, Bonhoeffer S (1999) Population biology, evolution, and infectious disease: convergence and synthesis. Science 283: 806–9. doi: 10.1126/science.283.5403.806
[16]
Margolis E, Levin BR (2007) Within-host evolution for the invasiveness of commensal bacteria: an experimental study of bacteremias resulting from Haemophilus inuenzae nasal carriage. J Infect Dis 196: 1068–75. doi: 10.1086/520934
[17]
Barnes PD, Bergman MA, Mecsas J, Isberg RR (2006) Yersinia pseudotuberculosis disseminates directly from a replicating bacterial pool in the intestine. J Exp Med 203: 1591–601. doi: 10.1084/jem.20060905
[18]
Grant AJ, Restif O, McKinley TJ, Sheppard M, Maskell DJ, et al. (2008) Modelling within-host spatiotemporal dynamics of invasive bacterial disease. PLoS Biol 6: e74. doi: 10.1371/journal.pbio.0060074
[19]
Barthel M, Hapfelmeier S, Quintanilla-Martinez L, Kremer M, Rohde M, et al. (2003) Pretreatment of mice with streptomycin provides a Salmonella enterica serovar Typhimurium colitis model that allows analysis of both pathogen and host. Infect Immun 71: 2839–58. doi: 10.1128/iai.71.5.2839-2858.2003
[20]
Kaiser P, Diard M, Stecher B, Hardt WD (2012) The streptomycin mouse model for Salmonella diarrhea: functional analysis of the microbiota, the pathogen's virulence factors, and the host's mucosal immune response. Immunol Rev 245: 56–83. doi: 10.1111/j.1600-065x.2011.01070.x
[21]
Kaniga K, Bossio JC, Galán JE (1994) The Salmonella typhimurium invasion genes invF and invG encode homologues of the AraC and PulD family of proteins. Mol Microbiol 13: 555–68. doi: 10.1111/j.1365-2958.1994.tb00450.x
[22]
Hapfelmeier S, Stecher B, Barthel M, Kremer M, Müller AJ, et al. (2005) The Salmonella pathogenicity island (SPI)-2 and SPI-1 type III secretion systems allow Salmonella serovar typhimurium to trigger colitis via MyD88-dependent and MyD88-independent mechanisms. J Immunol 174: 1675–85. doi: 10.4049/jimmunol.174.3.1675
[23]
Martinoli C, Chiavelli A, Rescigno M (2007) Entry route of Salmonella typhimurium directs the type of induced immune response. Immunity 27: 975–84. doi: 10.1016/j.immuni.2007.10.011
[24]
Ackermann M, Stecher B, Freed NE, Songhet P, Hardt WD, et al. (2008) Self-destructive cooperation mediated by phenotypic noise. Nature 454: 987–90. doi: 10.1038/nature07067
[25]
Macpherson AJ, Uhr T (2004) Induction of protective IgA by intestinal dendritic cells carrying commensal bacteria. Science 303: 1662–5. doi: 10.1126/science.1091334
[26]
Hapfelmeier S, Müller AJ, Stecher B, Kaiser P, Barthel M, et al. (2008) Microbe sampling by mucosal dendritic cells is a discrete, MyD88-independent step in DeltainvG S. Typhimurium colitis. J Exp Med 205: 437–50. doi: 10.1084/jem.20070633
[27]
Müller AJ, Kaiser P, Dittmar KEJ, Weber TC, Haueter S, et al. (2012) Salmonella gut invasion involves TTSS-2-dependent epithelial traversal, basolateral exit, and uptake by epithelium-sampling lamina propria phagocytes. Cell Host Microbe 11: 19–32. doi: 10.1016/j.chom.2011.11.013
[28]
F?rster R, Schubel A, Breitfeld D, Kremmer E, Renner-Müller I, et al. (1999) CCR7 coordinates the primary immune response by establishing functional microenvironments in secondary lymphoid organs. Cell 99: 23–33. doi: 10.1016/s0092-8674(00)80059-8
[29]
Niess JH, Brand S, Gu X, Landsman L, Jung S, et al. (2005) CX3CR1-mediated dendritic cell access to the intestinal lumen and bacterial clearance. Science 307: 254–8. doi: 10.1126/science.1102901
[30]
Diehl GE, Longman RS, Zhang JX, Breart B, Galan C, et al. (2013) Microbiota restricts traffcking of bacteria to mesenteric lymph nodes by CX(3)CR1(hi) cells. Nature 494: 116–20. doi: 10.1038/nature11809
[31]
Helaine S, Thompson JA, Watson KG, Liu M, Boyle C, et al. (2010) Dynamics of intracellular bacterial replication at the single cell level. Proc Natl Acad Sci USA 107: 3746–51. doi: 10.1073/pnas.1000041107
[32]
Brown SP, Cornell SJ, Sheppard M, Grant AJ, Maskell DJ, et al. (2006) Intracellular demography and the dynamics of Salmonella enterica infections. PLoS Biol 4: e349. doi: 10.1371/journal.pbio.0040349
[33]
Gog JR, Murcia A, Osterman N, Restif O, McKinley TJ, et al. (2012) Dynamics of Salmonella infection of macrophages at the single cell level. J R Soc Interface 9: 2696–707. doi: 10.1098/rsif.2012.0163
[34]
Druett HA (1952) Bacterial invasion. Nature 170: 288. doi: 10.1038/170288a0
[35]
Halvorson HO (1935) The effect of chance on the mortality of experimentally infected animals. J Bact 30: 330–331.
[36]
Levin BR, Bull JJ (1994) Short-sighted evolution and the virulence of pathogenic microorganisms. Trends Microbiol 2: 76–81. doi: 10.1016/0966-842x(94)90538-x
[37]
Hoiseth SK, Stocker BA (1981) Aromatic-dependent Salmonella typhimurium are non-virulent and effective as live vaccines. Nature 291: 238–9. doi: 10.1038/291238a0
[38]
Hapfelmeier S, Ehrbar K, Stecher B, Barthel M, Kremer M, et al. (2004) Role of the Salmonella pathogenicity island 1 effector proteins SipA, SopB, SopE, and SopE2 in Salmonella enterica subspecies 1 serovar Typhimurium colitis in streptomycin-pretreated mice. Infect Immun 72: 795–809. doi: 10.1128/iai.72.2.795-809.2004
[39]
Suar M, Periaswamy B, Songhet P, Misselwitz B, Müller A, et al. (2009) Accelerated type III secretion system 2-dependent enteropathogenesis by a Salmonella enterica serovar enteritidis PT4/6 strain. Infect Immun 77: 3569–77. doi: 10.1128/iai.00511-09
[40]
Pollock JD, Williams DA, Gifford MA, Li LL, Du X, et al. (1995) Mouse model of X-linked chronic granulomatous disease, an inherited defect in phagocyte superoxide production. Nat Genet 9: 202–9. doi: 10.1038/ng0295-202
[41]
Karlin S, Taylor HM (1975) A first course in stochastic processes, Academic Press, chapter 4. Second edition.
[42]
Debnath L (2012) Nonlinear Partial Differential Equations for Scientists and Engineers. Birkh?user Boston, third edition.
[43]
Read T, Cressie N (1988) Goodness-of-Fit Statistics for Discrete Multivariate Data. Springer Series in Statistics. Springer.
[44]
R Development Core Team (2010) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria. URL http://www.R-project.org. ISBN 3-900051-07-0.
[45]
Pineda-Krch M (2010) GillespieSSA: a stochastic simulation package for R .