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Antimicrobial Agents and Chemotherapy, January 2007, p. 285-295, Vol. 51, No. 1
0066-4804/07/$08.00+0 doi:10.1128/AAC.00601-06
Copyright © 2007, American Society for Microbiology. All Rights Reserved.

School of Medicine, 1.800 Stopford Building, University of Manchester, Oxford Road, Manchester M13 9PT, United Kingdom,1 Emerging Infections and Host Defense Section, Ordway Research Institute, Albany, New York 12208,2 Immunocompromised Host Section, Pediatric Oncology Branch, NCI/NIH, Bethesda, Maryland 20892,3 Wythenshawe Hospital, Manchester M23 9LT, United Kingdom4
Received 16 May 2006/ Returned for modification 15 July 2006/ Accepted 28 October 2006
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Neutrophils play a key role in the prevention of fungal growth and the invasion of tissues. Defects in neutrophil number and function have been consistently implicated in the pathogenesis of disseminated candidiasis (6, 29). This, in part, has provided the clinical impetus to limit the depth and duration of the neutropenic period. Additional clinical and experimental approaches have included the augmentation of neutrophil function and the use of granulocyte infusions (20-23, 26). There remains, however, relatively little understanding of the magnitude of the in vivo anti-C. albicans effect which can be specifically attributed to neutrophils and a paucity of information regarding the in vivo interaction between neutrophils and antifungal agents.
The failure to administer an active anti-infective agent in a timely manner is associated with a suboptimal therapeutic outcome. This has been demonstrated for a range of pathogens including Candida spp. (12, 16). Although timely administration of antifungal therapy may be intuitively apparent to many clinicians, little is known about the period of time for which a therapeutic delay is detrimental to the host and the mechanisms by which delayed treatment is associated with a suboptimal outcome.
Herein, we characterize the effects of neutropenia and delay in the initiation of antifungal therapy on therapeutic response in a well-validated murine model of disseminated candidiasis with C. albicans. Our objectives were as follows: firstly, to develop a mathematical model to describe unrestrained fungal growth and the candidacidal effect of neutrophils and amphotericin B; secondly, to describe the exposure-response relationships following progressively longer delays in the administration of the antifungal agents amphotericin B, micafungin, and flucytosine (5FC); and finally, in order to place the foregoing in a pathological context, we sought to describe the histological changes in the kidneys of neutropenic and nonneutropenic mice with disseminated candidiasis in the first 24 h of infection.
(This work was presented, in part, at the 44th Interscience Conference on Antimicrobial Agents and Chemotherapy, Washington, DC, 30 October to 2 November 2004 [29a].)
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Organism. A well-characterized clinical isolate of Candida albicans (F/6862) was used for all experiments (9, 10). The MICs of F/6862 to amphotericin B and flucytosine were 0.03 and 0.125 mg/liter, respectively, using CLSI M27-A2 methodology (17). The MIC of F/6862 to micafungin was 0.008 mg/liter, determined using a modification of CLSI M27-A2 methodology with antibiotic medium 3 plus 2% glucose. The experimental isolate was retrieved 24 h prior to use from beads stored at minus 70°C, placed in Sabouraud broth (Oxoid, Basingstoke, United Kingdom), and incubated at 35°C on a shaker. Immediately prior to use, the broth was centrifuged at 2,200 x g for 5 min and the pellet washed twice in phosphate-buffered saline (PBS). The final inoculum was obtained by serial dilution in PBS and verified by quantitative culture.
Models of invasive candidiasis. Male CD1 mice, 24 to 26 g in weight, were used. Food and water were provided ad libitum. An established and reproducible pharmacodynamic model of disseminated candidiasis was used (9, 10). Neutropenia was induced with cyclophosphamide (Pharmacia, Milton Keynes, United Kingdom), 200 mg/kg of body weight, administered intravenously (i.v.) in 0.2 ml 0.9% saline, via the lateral tail vein on day 3. The different inocula used in the experiments to study the effect of neutrophils and delay in drug administration are summarized in Table 1; in all cases, blastoconidia were administered in 0.2% PBS, i.v., via the lateral tail vein. The inoculum used in neutropenic mice was based upon previous studies (9, 10). Preliminary studies with nonneutropenic mice demonstrated that 5 x 105 organisms resulted in an established infection, without the induction of mortality within the study period. In the delay experiments, a lower inoculum in the 36-h-delay group was used to ensure that there was no mortality. Neutrophil counts were determined in both nonneutropenic (n = 3) and neutropenic (n = 3) mice. At the conclusion of all experiments, mice were sacrificed; both kidneys were dissected, weighed, homogenized together, and submitted for quantitative culture.
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TABLE 1. Inocula of C. albicans and dosages of antifungal agents used in the various experiments
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Effect of neutropenia on the candidacidal effect of amphotericin B. The dose-response relationships of amphotericin B in groups of neutropenic and nonneutropenic mice were defined in two separate experiments. Three mice per dosage group were used. The C. albicans burden was determined in a control group (n = 3) of neutropenic and nonneutropenic mice just prior to drug administration (i.e., 24 h postinoculation). Amphotericin B was administered intraperitoneally (i.p.) (as described elsewhere [10, 13]) in 0.2 ml 5% dextrose and in dosages summarized in Table 1. The fungal kidney burden was determined for each dosage group after 24 h of therapy (i.e., 48 h postinoculation). The fungal kidney burden was also determined in both neutropenic and nonneutropenic mice receiving 0.63 and 5 mg/kg at 0.5, 6, 10, 14, and 24 h post-drug administration (i.e., 24.5, 30, 40, 44, and 48 h postinoculation) to investigate the rate of drug-induced killing.
Combined mathematical model to describe the candidacidal activity of neutrophils and amphotericin B. In order to obtain an estimate of the rate and extent of the candidacidal effect of neutrophils and amphotericin B, the following data sets were comodeled: (i) the time course of the C. albicans kidney burden in untreated neutropenic and nonneutropenic mice (as above), (ii) the C. albicans kidney burden in neutropenic and nonneutropenic mice observed following a 24-h delay in the administration of amphotericin B (as above), and (iii) the serum amphotericin B levels following the administration of a single dose of 0.63, 1.0, 2.5, and 5.0 mg/kg, i.p., with measurement of serum concentrations at 0.5, 1, 3, 6, 10, 14, and 24 h post-drug administration (details regarding the measurement of amphotericin B and a pharmacokinetic model describing these data have been previously published [10]). Fifty-five data points were analyzed using the Big Nonparametric Adaptive Grid program of Leary, Jelliffe, Schumitzky, and van Guilder (11). The structural pharmacokinetic and pharmacodynamic model is contained within the Appendix. The Bayesian parameter estimates for individual data points were obtained using the mean population parameter values. The fit and predictive performance of candidate models for the data were assessed using a regression of the observed-versus-predicted values after the Bayesian step, log-likelihood values, and measures of precision and bias.
Effect of treatment delay on the dose-response relationships. The effect of a delay in the initiation of treatment for amphotericin B, micafungin, and 5FC was further determined in neutropenic mice. The effects of 5-, 14-, 24-, and 36-h delays in the commencement of treatment from the time of the initiation of infection were determined for amphotericin B, and the effects of 5- and 24-h delays were determined for micafungin and 5FC. Each delay experiment was performed once. Groups of three mice per analysis point were used. Amphotericin B and 5FC were both administered i.p. in their respective diluents; micafungin was administered i.v. in 0.2 ml 5% dextrose.
Pharmacodynamic and statistical analyses.
All dose-response relationships were modeled using an inhibitory sigmoid-Emax model which took the form
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Histological appearances. The histological features of the kidneys of neutropenic and nonneutropenic mice not exposed to antifungal agents were assessed at the 5-, 14-, and 24-h time points. The histological sections were stained with periodic acid-Schiff stain.
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Effect of neutropenia on tissue burden. The fungal burdens in the kidneys of untreated neutropenic and nonneutropenic mice at 24 h postinfection were similar (P = 0.682). At time points beyond 48 h, there was progressive logarithmic growth in the kidneys of neutropenic mice and a decline in the fungal kidney burden in nonneutropenic mice which was statistically different at 52 and 56 h (P = 0.039 and P < 0.001, respectively) (Fig. 1).
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FIG. 1. Time course of the fungal burden of Candida in the kidneys of untreated neutropenic and nonneutropenic mice, showing the decrement in nonneutropenic mice 48 h postinoculation. Data are the means ± standard deviations of three mice. The overall fungal burden in neutropenic mice was greater than that in nonneutropenic mice as determined using analysis of variance (P < 0.001); , P = 0.039; , P < 0.001.
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FIG. 2. Effect of neutropenia on the dose-response relationships of amphotericin B determined in two separate experiments. (A) Dose-response relationships of amphotericin B in neutropenic mice versus nonneutropenic mice. Data points represent the means ± standard deviations of three mice. The C. albicans burden is higher in neutropenic than in nonneutropenic mice treated with amphotericin B (P < 0.001). (B) The fractional candidacidal effects induced by amphotericin B in neutropenic and nonneutropenic mice are similar.
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TABLE 2. Estimates for the mean and median population parameter values and their standard deviations
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FIG. 3. Observed-versus-predicted plots after the Bayesian step. (A) Amphotericin B pharmacokinetics; (B) fungal density of C. albicans within the kidney.
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FIG. 4. Model simulations and raw data depicting (i) the time course of the serum concentrations of amphotericin B following the intraperitoneal administration of 0.63 and 5 mg/kg of amphotericin B and (ii) the associated anti-C. albicans effect in the kidney. Raw data (means ± standard deviations of three mice) from the following experiments are presented: (i) amphotericin B pharmacokinetics (solid circles) and (ii) growth of C. albicans (solid triangles). Model predictions for the pharmacokinetic and fungal burden values are represented by the open circles and triangles, respectively. In the absence of neutrophils, the administration of amphotericin B results only in the suppression of growth rather than effecting net kill (A and C). In nonneutropenic mice, the combination of amphotericin B and neutrophils leads to logarithmic killing and a sustained antifungal effect (B and D).
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FIG. 5. Effect of an increasing delay in the administration of amphotericin B in neutropenic mice. An increased delay in drug administration results in diminished antifungal effect. (A to D) The dosages of amphotericin B in each of these experiments were as follows: (A) 5-h delay, 0, 0.01, 0.06, 0.10, 0.50, and 1.00 mg/kg; (B) 14-h delay, 0, 0.10, 0.50, 1.00, and 2.50 mg/kg; (C) 24-h delay, 0, 0.63, 1.00, 2.50, and 5.00 mg/kg; (D) 36-h delay, 0, 0.63, 1.00, 2.50, and 5.00 mg/kg. Data are the means ± standard deviations of three mice. , P = 0.054; , P = 0.002; , P = 0.013 (all compared with a 5-h delay). (E) Relationship between the maximum effect and a delay in the administration of amphotericin B. Half of the maximal effect of amphotericin B is lost for every 8.6 h of delay.
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FIG. 6. Dose-response relationships with micafungin (A) and flucytosine (B) in neutropenic mice following 5- and 24-h delays in the administration of the respective drugs. Data are the means ± standard deviations of three mice. There was a significant difference between the antifungal effects following a 5-h delay and a 24-h delay in the administration of both micafungin and flucytosine. A delay in the administration of flucytosine by 24 h resulted in no discernible dose-response relationship. , P = 0.002; , P < 0.001 (both compared with a 5-h delay).
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Histological appearances. The histological appearances of renal candidiasis in untreated neutropenic and nonneutropenic mice at time points relevant to the current study are shown in Fig. 7. At 5 hours postinoculation, blastoconidia and hyphae were predominantly confined to the glomeruli. There was evidence at this time point of invasion from the glomeruli across Bowman's space and into contiguous structures, such as the proximal convoluted tubule (Fig. 7A and B). Blastoconidia in the kidneys of nonneutropenic mice 5 h postinoculation were extremely scant (data not shown). In the kidneys of both neutropenic and nonneutropenic mice 14 h postinoculation, hyphae were predominantly found within the tubules (Fig. 7C and D). In nonneutropenic mice, a peritubular neutrophil infiltrate was evident (Fig. 7D). In neutropenic mice 24 h postinoculation, there were progressive growth and invasion of C. albicans with evidence of tubular destruction and infarction (Fig. 7E). In nonneutropenic mice, there were progressive recruitment of neutrophils and evidence of peritubular abscess formation (Fig. 7F).
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FIG. 7. Temporal sequence of histological appearances within the kidneys of both neutropenic and nonneutropenic mice infected with C. albicans. (A) Neutropenic mouse 5 h postinfection showing the transgression of hyphae across Bowman's space (magnification, x630); (B) neutropenic mouse 5 h postinfection showing invasion into periglomerular structures (magnification, x630); (C) neutropenic mouse 14 h postinfection showing tubular invasion (magnification, x400); (D) nonneutropenic mouse 14 h postinfection showing a peritubular neutrophil infiltrate (magnification, x400); (E) neutropenic mouse 24 h postinfection showing progressive hyphal extension and infarction (magnification, x200); (F) nonneutropenic mouse 24 h postinfection showing the formation of a microabscess containing hyphae (magnification, x200).
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The association between neutropenia and disseminated candidiasis was recognized nearly 40 years ago (3). Subsequently, neutropenia has been consistently implicated as a risk factor for the development of disseminated candidiasis and, more recently, has been demonstrated to be an important determinant of the likelihood of breakthrough infections, relapsed disease, chronic dissemination, and a poor prognostic marker for patients with candidemia (1, 4, 8, 19, 24, 27). There is a progressive understanding of critical events in the interaction between Candida and neutrophils including signaling, recruitment, phagocytosis, and intracellular killing (6). The combined pharmacokinetic and pharmacodynamic model used in the current study provides a number of clinically relevant insights. Firstly, the experimental data and the combined mathematical model provide a basis for a further understanding of the clinical adage that antifungal agents merely prevent progressive infection. Although only the antifungal effect following the administration of a single dose of amphotericin B was studied, the data and model simulations support the notion that a critical factor in terms of the elimination of the infection is neutrophil recovery. The model simulations demonstrate the relatively modest antifungal effect of amphotericin B when administered to neutropenic mice compared with the significantly greater killing which results when the drug is administered in the presence of neutrophils. In neutropenic mice, the administration of amphotericin B serves only to prevent progressive growth, while in nonneutropenic mice there is a sustained decrement in the fungal burden within the kidney. The mathematical model enables a further appreciation of the fact that the treatment of C. albicans is a dynamic process in which the various components affecting killing are continuously pitted against the growth of the organism. If killing is inadequate, for whatever reason, then growth dominates and a poor outcome for the host ensues. The model also highlights the fact that neutrophil killing is a saturable process. The reason for the poor outcome of neutropenic mice is that the killing capacity of the relatively fewer neutrophils becomes quickly saturated.
The advantages of treating disseminated candidiasis in neutropenic hosts at the earliest possible time seem intuitively obvious and are supported by both clinical and experimental data (15, 16, 18, 28, 29); the findings of our study are consistent with these publications. We extend these previous observations by demonstrating that there is only a narrow therapeutic window in which a significant decline in fungal tissue burden following antifungal exposure can be achievedthis time period appears to be within the first 24 h of infection. While our data do suggest that there are inherent differences in terms of the efficacy of the three antifungal agents that were studied, there does appear to be a clear trend of diminishing effect following a progressive delay in drug administration.
A remaining question relates to the underlying biological mechanisms by which progressive delays in therapy are associated with a diminished response to antifungal agents. The most obvious explanation is that a therapeutic delay allows for a larger fungal burden, which is less amenable to treatment. While this is undoubtedly true, the infectious burdens in the various delay models were designed to be comparable, suggesting that other factors may also be important. In this regard, the histological appearances provide some valuable insights. Clearly, the smallest drug effect occurs in the setting of more established and mature pathological appearances; thus, suboptimal drug penetration into hyphal masses, abscesses, infarcted tissue, and biofilms may be the reason for the diminished effect (28). The relationship between underlying pathology and the antifungal effect has been previously documented by Walsh et al. (28), who observed a superior drug effect in acute compared with chronic disseminated candidiasis. In acute disseminated candidiasis, in which the largest magnitude of drug effect was observed, infection was not associated with an inflammatory infiltrate or fibrosis. In contrast, reduced drug activity was observed in chronic disseminated candidiasis, where the pathological features included fibrosis, central necrosis, and calcification. These pathological processes may have hindered the diffusion of drug to its microbiological target. The rate of fungal growth is also likely to be an important determinant of antifungal efficacy (9). Organisms which are rapidly growing, as is the case immediately following inoculation, may be more sensitive to antifungal agents than are organisms at later time points, which are likely to be replicating more slowly.
This mathematical model provides a way of (i) further understanding system behavior, (ii) estimating the relative contribution to the overall candidacidal effect of each of the system components, and (iii) identifying broad principles related to the growth and killing of C. albicans which are also likely to be operational in clinical contexts. We must stress, however, that the structural model and the specific parameter estimates obtained in the fitting process apply only to the experimental design and conditions described in this study and cannot be directly extrapolated to other models or contexts.
We used a single strain of C. albicans; ideally, multiple Candida strains would be studied to examine if there are significant strain-to-strain differences in terms of the combined effect of neutrophils and amphotericin B. We determined fungal density within the kidney using log10 CFU/g and assumed that this biomarker is intricately linked with outcomes of clinical relevance such as disease resolution and survival. Despite the fact that only three mice were used for each sampling point, the degree of observed variability was acceptable and comparable to that in previous studies of disseminated murine candidiasis (10, 13). More importantly, however, the variability in the data was explicitly acknowledged via the weighting scheme, in which the point estimates of the means were weighted by the inverse of the observed variance.
In conclusion, these analyses support the concept that factors which are extraneous to the inherent activity of antifungal agents may be equally, if not more, important in determining the ultimate therapeutic outcome. Thus, strategies to optimize the number and function of neutrophils (25), as well as delivering appropriate antifungal agents at the earliest possible time in the infectious process, are critical issues in order to improve the therapeutic outcome of patients with disseminated candidiasis.
APPENDIX
The murine pharmacokinetics of amphotericin B and the candidacidal effect induced by the administration of amphotericin B in neutropenic and nonneutropenic mice were described using the following four simultaneous inhomogeneous differential equations:
![]() | (1) |
![]() | (2) |
![]() | (3) |
![]() | (4a) |
![]() | (4b) |
![]() | (4c) |
![]() | (4d) |
Equation 4 describes the rate of change of the number of C. albicans organisms within the kidneys of neutropenic and nonneutropenic mice. X(4) represents the number of C. albicans organisms in the kidney. The term 4a describes the capacity-limited growth of C. albicans within the kidney and contains the parameters Kgmax and POPMAX, which represent the maximum growth rate constant and the maximum theoretical fungal density achievable in the kidney, respectively. Most of the information enabling an estimate for POPMAX is derived from the growth of C. albicans in control mice. As the number of organisms within the kidney approaches POPMAX, the rate of C.albicans growth decreases and approaches zero. The term 4b in equation 4 provides a way of allowing amphotericin B to exert a fungistatic as opposed to a fungicidal effect (i.e., growth suppression rather than explicit killing). In the absence of drug, this term defaults to 1 and C. albicans grows in an unrestrained manner. Following a progressively higher concentration of amphotericin B, the growth rate of C. albicans is constrained to approach zero. C50g is the concentration of amphotericin B at which the effect on growth is half maximal, and Hg is the associated slope function. The term 4c describes the killing (fungicidal effect) associated with amphotericin B. Kkmax represents the maximum rate of amphotericin B-induced killing, Hk is the slope constant, and C50k is the concentration of amphotericin B at which the rate of C. albicans killing is half maximal. The term 4d describes the rate of saturable neutrophil-induced C. albicans killing. The maximum rate of neutrophil-induced killing is represented by WBCKILLmax, and WBCKILL50 is the C. albicans fungal burden at which the neutrophil-induced killing is half maximal.
The neutrophil counts obtained from both healthy and cyclophosphamide-treated mice were allowed to influence the C. albicans tissue burden via a discrete input function represented by R(1) in equation 4d. In this regard the neutrophils were allowed to influence the growth rate of C. albicans in a manner analogous to the continuous infusion of a drug.
We thank David Venzon (NCI/NIH) for his critical review of the manuscript.
Published ahead of print on 6 November 2006. ![]()
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