Aspergillus is a saprophytic mold that commonly causes fungal infections in various areas of the body, particularly the lungs, resulting in invasive pulmonary aspergillosis (IPA) (Hajjeh and Warnock, 2001). IPA has been found to impact immunocompromised patients, leading to increased rates of morbidity and mortality. In addition, it has recently been recognized as a severe complication of influenza or coronavirus disease 2019 (COVID-19) in individuals who appear to have a normally functioning immune system (Lamoth and Calandra, 2022). The primary treatment options for IPA include azoles, lipid formulations of amphotericin B, amphotericin B, and echinocandins (Ledoux and Herbrecht, 2023).
In the past, dAmB was proven to be effective in treating aspergillosis (Stevens et al., 2000). Since the 1990s, lipid formulations of amphotericin B, such as L-AmB and ABCD, have been considered to be more selective because of less nephrotoxicity compared to dAmB (Tiphine et al., 1999; Hamill, 2013). Now, the guidelines demonstrate that second-generation triazole antifungal drugs are preferred as the standard of care for treating invasive aspergillosis (IA) (Patterson et al., 2016; Tissot et al., 2017; Ullmann et al., 2018). Pulmonary infection is the most common site of infection in IA. European Confederation of Medical Mycology and the European Respiratory Society recommended voriconazole or isavuconazole as the first-line treatment of IPA and L-AmB (3-5 mg/kg) as an alternative for salvage therapy (Ullmann et al., 2018). However, the treatment for IPA still needs to be improved due to the presence of adverse events, drug–drug interactions, and antifungal resistance (Neofytos et al., 2010; Andes et al., 2016). For example, the use of voriconazole in IPA may be associated with hepatotoxic disease, neurological and visual disturbances, phototoxic reactions skin disease (Benitez and Carver, 2019). In recent years, some RCTs have compared the effectiveness of voriconazole with isavuconazole and voriconazole with posaconazole for treating IPA. These trials provided substantial evidence endorsing posaconazole and isavuconazole as initial treatment options for IPA patients (Maertens et al., 2016; Maertens et al., 2021). However, no RCTs have reported the difference in efficacy between isavuconazole and posaconazole. Additionally, several studies suggest that combination therapy for IPA may yield potential benefits for certain patients (Singh et al., 2006; Caillot et al., 2007; Marr et al., 2015). However, the comparison of efficacy between combination therapy and monotherapy remains unclear.
A network meta-analysis of isavuconazole trials has indicated that the effectiveness of isavuconazole is similar to both L-AmB (3-5 mg/kg or 10 mg/kg) and voriconazole, and it outperforms dAmB (Herbrecht et al., 2018). Another meta-analysis suggested that combining liposomal amphotericin B with caspofungin could be a viable alternative for treating invasive aspergillosis (IA) and recommended second-generation triazole antifungal drugs as the primary therapy (Liu et al., 2024). However, there is insufficient evidence for using combination drugs as first-line treatment for anti-pulmonary aspergillosis, and there is a lack of comparative data on adverse reactions among different triazole drugs. To facilitate informed treatment decisions for patients with IPA, we undertake a comprehensive network meta-analysis. The patient population of our study is immunocompromised patients with proven or probable IPA. The interventions include antifungal agents such as isavuconazole, posaconazole, amphotericin B lipid formulations, and echinocandins. We compare voriconazole, commonly used in clinical practice, with these interventions. The primary outcome is the efficacy of different antifungal drugs in IPA, including the overall response and all-cause mortality. Our analysis provides more comprehensive information on common antifungal agents in initially treating IPA may guide the selection of interventions for clinicians.
2 MethodsThe network meta-analysis was conducted following the Preferred Reporting Items for Systematic Reviews and Meta-analyses for Network Meta-analysis (PRISMA-NMA, doi: 10.1136/bmj.n71). The protocol of the study had been registered in the International Platform of Registered Systemic Review and Meta-analysis Protocols (INPLASY) under the registration number INPLASY202380105 (doi: 10.37766/inplasy2023.8.0105).
2.1 Search strategyWe searched PubMed, Medline, EMBASE, and the Cochrane Central Register of Controlled Clinical Trials until 30 May 2023 to identify all relevant articles on the efficacy of IPA treatment. We employed the MESH terms “Invasive Pulmonary Aspergillosis,” “Therapeutics,” and “Clinical trials as a topic.” and their free text terms in our search strategy. The detailed search strategy is presented in Supplementary Table S8. In addition, The reference lists of the included studies and previous reviews were screened for additional articles.
2.2 Study inclusion criteriaTwo independent investigators (CJ and HHD) screened and identified available RCTs for inclusion (Figure 1). We included RCTs that focused on the initial treatment of patients with probable or proven IPA, specifically comparing the efficacy of different therapeutic drugs for IPA. Studies that solely consisted of case reports, studies that did not report on clinical outcomes and studies with only a single control arm were excluded from our analysis.
Figure 1. Flow diagram of study selection.
2.3 Data extractionTwo investigators independently extracted data from each relevant study as follows: (a) publication details (first author, year of publication, region); (b) study design (RCT); (c) the underlying disease of patients, total number of patients and number of participants in each arm; (d) use and dosage of drugs; (e) treatment response; and (f) adverse events or serious adverse events. During the data extraction process, any disagreements that arise are resolved through discussions.
2.4 Quality assessmentThe risk of bias of the included studies was assessed by version 2 of the Cochrane risk-of-bias tool31 for RCTs (Supplementary Figure S1). We use the GRADE approach to rate the certainty of evidence from our included studies (Supplementary Table S9). The following domains were assessed: (1) risk of bias, (2) inconsistency, (3) indirectness, (4) imprecision, (5) publication bias, and (6) other considerations. Two researchers conducted the quality assessment independently, and in case of any disagreement, a third person was involved to resolve it.
2.5 Clinical outcomesThe pre-specified outcomes for the study included the overall response (complete and partial response, as defined in each study), all-cause mortality (ACM), and the rate of adverse events. The overall response was analyzed as the primary outcome. They were all reported as odds ratios (ORs) with associated 95% confidence intervals (CIs).
2.6 Statistical analysesFor each outcome, we initially conducted a frequentist meta-analysis to estimate treatment effects for each direct pairwise comparison. Heterogeneity was assessed by estimating variance across studies. In our analysis, we found that each comparison of treatments consisted of only one study and no heterogeneity was observed. Therefore, we chose a fixed-effect model within a frequentist framework to conduct the analysis using the “network” package in Stata statistical software version 14.2. We then used the variance method to compare the differences in treatment effects between multiple interventions and sort them according to effect size (Lu and Ades, 2004; Rouse et al., 2017).
The comparative analysis of different treatments was carried out by constructing league (Tables 1, 2). The surface under the cumulative ranking (SUCRA) method was selected to evaluate ranking probabilities and assess each treatment schedule based on their overall response rate and ACM. Each intervention was ranked based on its estimated effect, with probability values calculated for each ranking position and SUCRA values derived from cumulative ranking probabilities (Salanti et al., 2011). A higher SUCRA statistic (up to 1) indicates a greater likelihood that a specific drug will achieve the highest ranking in the network meta-analysis. We developed a ranking program that displays the probability of rank for each treatment (Supplementary Tables S1, S2; Supplementary Figures S1, S2). We also conducted an analysis of adverse events for each treatment regimen and documented specific adverse symptoms associated with them (Supplementary Tables S3, S4). We performed the sensitivity analysis by excluding the study (Ellis et al., 1998) with poor quality and conducted a publication bias assessment (Supplementary Tables S6, S7; Supplementary Figures S4, S5).
3 Results 3.1 Characteristics and quality of the included studiesA total of 4,484 records were identified and subsequently screened. Among these, 8 RCTs were included, involving a total of 1,431 patients. The 9 treatments included in the analysis were voriconazole, posaconazole, isavuconazole, combination therapy of voriconazole and anidulafungin, dAMB, L-AMB at 3-5 mg/kg/d, L-AMB at 1 mg/kg/d, L-AMB at 10 mg/kg/d, and ABCD. Figure 2 shows the network forest plot comparing outcomes of different antifungal drugs in patients with IPA. Tables 3, 4 present the essential characteristics and findings of the studies included in our analysis. We identified two studies with high certainty of evidence, five studies with moderate certainty of evidence, and one study with low certainty of evidence from Supplementary Table S9.
Figure 2. Network forest plot comparing outcomes of different antifungal drugs in patients with IPA.
Table 3. Studies included for this analysis and characteristics of enrolled patients with invasive aspergillosis (IA).
Table 4. Information on treatment and clinical outcomes in identified studies.
3.2 Overall responseVoriconazole, isavuconazole, and posaconazole all demonstrated significantly superior efficacy compared to dAMB and ABCD (Table 1). Voriconazole yielded a superior overall response against dAMB (OR 2.90; 95% CI: 1.67–5.02) and ABCD (OR 4.42; 95% CI: 1.70–11.47). Isavuconazole achieved a superior overall response against dAMB (OR 2.72; 95% CI:1.30–5.70) and ABCD (OR 4.15;95% CI:1.42–12.15). And posaconazole yielded a superior overall response against dAMB (OR 2.48; 95% CI:1.23–4.98) and ABCD (OR 3.78; 95% CI:1.33–10.76). There is no statistically significant difference between triazole antifungals and L-AmB. It also showed no difference in overall response among standard, high and low doses of L-AmB. Based on the ranking profiles, voriconazole achieved the highest ranking with a SUCRA value of 79% and a mean rank of 2.7. It was followed by L-AmB at 1 mg/kg/d with a SUCRA value of 74.9% and isavuconazole with a SUCRA value of 72.1% (Figure 3; Supplementary Table S1).
Table 1. Pooled odds ratios (95% confidence intervals) for the number of favorable responses/the total number of patients included.
Figure 3. The ranking profile of comparable treatments on overall response for patients with invasive pulmonary aspergillosis (IPA). The X-axis represents ranking, and the Y-axis cumulative probabilities. (VOR, voriconazole; POS, Posaconazole; ISAV, isavuconazole; Anidu: anidulafungin; AmB, deoxycholate amphotericin B; L-AmB, liposomal amphotericin B; ABCD, amphotericin B colloidal dispersion).
3.3 All-cause mortalityBased on our analysis, the combination of voriconazole with anidulafungin, as well as isavuconazole and voriconazole alone, demonstrated superior safety compared to dAmB (Table 2). Compared to dAmB, the combination of voriconazole with anidulafungin (OR 0.33; 95% CI:0.16–0.69), isavuconazole (OR 0.38; 95% CI:0.18–0.78) and voriconazole alone (OR 0.52; 95% CI:0.30–0.88) exhibited lower odd ratios in ACM that may suggest potentially superior tolerability of treatment. However, the difference between posaconazole and dAmB in ACM was not found. According to the ranking profiles, L-AmB at a dosage of 1 mg/kg/d demonstrated the highest probability (SUCRA, 78.5%) for reducing ACM, followed by the combination of voriconazole and anidulafungin (SUCRA, 75.1%), and isavuconazole (SUCRA, 68.0%) (Figure 4; Supplementary Table S2).
Table 2. Pooled odds ratios (95% confidence intervals) for the number of all-cause deaths/the total number of patients included.
Figure 4. The ranking profile of comparable treatments on reducing all-cause mortality (ACM) for patients with invasive pulmonary aspergillosis (IPA). The X-axis represents ranking, and the Y-axis cumulative probabilities. (VOR, voriconazole; POS, Posaconazole; ISAV, isavuconazole; Anidu: anidulafungin; AmB, deoxycholate amphotericin B; L-AmB, liposomal amphotericin B; ABCD, amphotericin B colloidal dispersion).
3.4 Adverse eventsDue to the limited availability of comparable information from included trials, we conducted a comparison of treatment-emergent adverse event rates by system organ class among voriconazole, posaconazole, isavuconazole, and the combination of voriconazole with anidulafungin (Supplementary Tables S3, S4). We found that posaconazole may exhibit a higher frequency of treatment-emergent adverse events, while isavuconazole showed comparatively better safety profiles.
Of the four anti-fungal agents, posaconazole showed the highest association with metabolism and nutrition disorders (SUCRA, 95.9%), followed by the combination of voriconazole with anidulafungin (60.2%), voriconazole alone (35.4%), and isavuconazole (8.5%). Regarding skin and subcutaneous tissue disorders, posaconazole was associated with the highest rates of adverse events (SUCRA, 69.7%), while isavuconazole showed the lowest association (SUCRA, 3.8%).
Among the three triazoles, namely voriconazole, posaconazole, and isavuconazole, posaconazole displayed the highest incidence of hepatobiliary disorders (SUCRA, 97.7%), while isavuconazole had a relatively low probability of 0.4% for hepatobiliary disorders. Likewise, posaconazole had the highest incidence of renal and urinary disorders (SUCRA, 98.4%), followed by voriconazole (30.7%) and isavuconazole (20.9%). Finally, we indirectly compared the rates of drug-related adverse events between posaconazole and isavuconazole. The results showed no significant difference between them (Supplementary Table S5).
4 DiscussionIn our meta-analysis, we reviewed eight studies, which included 1,431 patients randomly assigned to different antifungal drugs in the initial treatment of IPA. We found second-generation triazole antifungal drugs, including voriconazole, isavuconazole, and posaconazole, exhibited significantly superior overall response compared to dAmB and ABCD. However, there was no difference between triazole antifungal drugs and L-AmB. In terms of safety, isavuconazole is likely to be better than voriconazole and posaconazole in the first-line treatment of IPA. The combination of voriconazole with anidulafungin may have a better safety profile than dAmB.
At present, voriconazole with the option of substituting dAmB is recommended as the first-line treatment for IPA patients by guidelines due to the unfavorable safety profile of dAmB (Herbrecht et al., 2002; Herbrecht et al., 2015; Patterson et al., 2016; Tissot et al., 2017). ABCD, as a high-affinity lipid complex composed of dAmB and sodium cholesteryl sulfate, exhibited superior renal safety compared to dAmB (White et al., 1997; White et al., 1998). However, its use showed more infusion-related toxicities resulting in premature discontinuation in patients who received ABCD in the study (Bowden et al., 2002). Triazole antifungal drugs have become the primary treatment options for patients diagnosed with IPA based on their better safety and tolerability (Maertens et al., 2016; Maertens et al., 2021). The results of our analysis showed that all voriconazole, isavuconazole, and posaconazole significantly improved survival compared to dAmB and ABCD.
L-AmB is associated with less nephrotoxicity and fewer infusion-related reactions than dAmB and ABCD (Leenders et al., 1998). By the IDSA guidelines, L-AmB can be recognized as the initial treatment option and a salvage option for patients who are not candidates for voriconazole treatment (Karthaus, 2010; Patterson et al., 2016). The recommended initial dosage of L-AmB to treat IPA is 3-5 mg/kg per day. The previous RCTs reported that L-AmB at 10 mg/kg did not provide any additional clinical benefit than the standard dosing (Cornely et al., 2007; Cornely et al., 2011). In our analysis, we found no statistically significant difference between triazole antifungal drugs and L-AmB at low, standard, or high doses. The result is consistent with a previous meta-analysis of trials involving isavuconazole (Herbrecht et al., 2018). Our analysis showed the overall SUCRA rank was higher for voriconazole but the probability of being the best agent was highest for L-AmB (1 mg/Kg). However, SUCRA with high values may provide supportive evidence for treatment options, but not conclusive evidence (Wang and Carter, 2018). The uncertainty of SUCRA rankings was also affected by a small number of trials or limited sample size (Trinquart et al., 2016). Although L-AmB (1 mg/kg) may rank better than triazole drugs in the small number of all-cause deaths by Supplementary Table S2, we found the median duration of treatment with L-AmB at any doses was shorter than those for triazoles in reviewed studies. For patients who need to receive sustaining treatment, triazoles may be preferred over L-AmB. In addition, oral triazoles may be more available to outpatients than intravenous L-AmB.
Studies have revealed that isavuconazole and posaconazole both exhibited comparable efficacy to voriconazole (Maertens et al., 2016; Maertens et al., 2021), but there are differences in the safety and tolerability of different triazoles. The use of voriconazole may be associated with drug–drug interactions, pharmacokinetic variability, and adverse events. The primary treatment-associated adverse effects of voriconazole include hepatotoxicity, neurological and visual disturbances, phototoxic reactions, tachyarrhythmias, and a high risk of nonmelanoma skin cancer (Benitez and Carver, 2019). Among the three triazole antifungals, isavuconazole may show the best safety profile. We found that isavuconazole and voriconazole demonstrated significantly better safety compared to AmB, but isavuconazole had significantly lower rates of hepatobiliary disorders (9% vs. 16%, p = 0.016), eye disorders (15% vs. 27%, p = 0.002), and skin or subcutaneous tissue disorders (33% vs. 42%, p = 0.037) compared to voriconazole in the 2016 study (Maertens et al., 2016). Posaconazole efficacy as well as isavuconazole is less affected than voriconazole by cytochrome P450 3A4 (CYP3A4) (Townsend et al., 2017; Chen et al., 2020). However, posaconazole may display a higher incidence of hepatobiliary disorders and renal and urinary disorders than isavuconazole. Our results suggested that posaconazole ranked lower than isavuconazole in terms of reducing ACM. When choosing posaconazole over isavuconazole to treat IPA, the monitoring of liver function and electrolytes is required throughout the treatment period.
The comparison between combination therapy with antifungal agents and monotherapy remains uncertain despite preclinical studies both in vitro and in vivo consistently supporting the use of azoles in combination with echinocandins for the treatment of IPA (Singh et al., 2006; Vazquez, 2008). In this analysis, we found that combining voriconazole with anidulafungin may have an acceptable safety profile in the initial management of IPA. The combination of voriconazole with anidulafungin had a tendency to improve 6-week survival compared to voriconazole monotherapy, although the difference was not statistically significant (Marr et al., 2015). Our findings suggested that the ACM up until day 84 was significantly lower for the combination of anidulafungin and voriconazole compared to dAmB, indicating a potential safety advantage. However, we found that the combination therapy ranked lower than other triazole monotherapy in overall response. The findings were consistent with the earlier analysis (Liu et al., 2024). We also found that the combination therapy was associated with a high incidence of eye disorders and vascular disorders (Supplementary Tables S3, S4). Additionally, it is worth noting that the actual median duration of the combination therapy was 14 days (range, 14–29 days) in the 2015 study, which was shorter than those for the voriconazole monotherapy (Marr et al., 2015). Therefore, it is essential for doctors to make cautious decisions regarding the use of combination therapy for the first-line treatment of IPA, considering individualized assessments and carefully weighing the potential risks and benefits.
Our analysis has certain limitations. Firstly, there is a limited number of RCTs available for the treatment of IPA that meet our inclusion criteria. We have to rely only on direct comparisons to evaluate the efficacy of different treatments. Additionally, due to the limitations of the data we included, we were unable to perform more comprehensive analyses, such as subgroup analyses based on different patient conditions or age groups. Secondly, some studies included a portion of patients infected with other non-Aspergillus molds. The study comparing a high-loading dose of L-AmB with standard dosing included 97% of patients with invasive aspergillosis. In the study comparing isavuconazole and voriconazole, the isavuconazole group (approximately 13%) enrolled a relatively small percentage of patients with infections due to non-Aspergillus molds or other unidentified filamentous fungi, as well as the voriconazole group (approximately 17%). While the majority of patients included in each study had pulmonary infection, there were instances where some studies included patients without pulmonary infection. These could have potentially influenced the results of our analysis to some extent. Thirdly, the earlier study included in the analysis did not utilize the revised EORTC/MSG criteria published in 2008 for diagnosing invasive aspergillosis (IA) (Ellis et al., 1998). This discrepancy may introduce bias in the comparison results. In addition, we excluded a randomized pilot study exploring the combination of L-AmB and caspofungin for IPA, given the risk of bias in the estimation of relative efficacy due to the small number of patients enrolled in each group (n = 15) (Caillot et al., 2007). Notably, there is a lack of RCT reporting efficacy between triazole drugs and L-AmB or efficacy among new triazole drugs other than voriconazole. The findings of our analysis do provide some recommendations for future research endeavors. In the future, more high-quality randomized controlled trials are needed to compare the effects of different antifungal drugs on invasive pulmonary aspergillosis.
5 ConclusionThis network meta-analysis has provided an indirect comparison of the efficacy of various drugs for the first-line treatment of IPA. Our findings indicate that the second-generation triazole antifungal drugs might be comparable with L-AmB and associated with higher therapeutic efficacy than dAmB and ABCD in IPA treatment. The safety of isavuconazole is probably better than voriconazole and posaconazole. Combination therapy with voriconazole and anidulafungin may serve as an alternative option for IPA patients with limited drug tolerance.
Data availability statementThe original contributions presented in the study are included in the article/Supplementary material, further inquiries can be directed to the corresponding author.
Author contributionsJC: Formal analysis, Software, Writing – original draft, Conceptualization, Data curation, Investigation, Methodology, Supervision, Writing – review & editing. HH: Formal analysis, Funding acquisition, Investigation, Resources, Software, Writing – review & editing. WK: Data curation, Formal analysis, Software, Writing – original draft. ZC: Investigation, Writing – review & editing. PZ: Data curation, Writing – review & editing. TL: Funding acquisition, Project administration, Resources, Supervision, Validation, Writing – review & editing.
FundingThe author(s) declare that financial support was received for the research, authorship, and/or publication of this article. This work was supported by the Natural Science Foundation of China (No. 82172728), the Natural Science Foundation of Jiangsu Province (No. BK20210146), the Clinical Research Project of Jinling Hospital (No. 22LCYY-LH3), and the Clinical Research Project of Jinling Hospital (No. 22LCYY-QH7).
AcknowledgmentsWe thank all the authors who have worked hard to participate in primary studies.
Conflict of interestThe authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Generative AI statementThe author(s) declare that no Generative AI was used in the preparation of this manuscript.
Publisher’s noteAll claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.
Supplementary materialThe Supplementary material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fmicb.2024.1504826/full#supplementary-material
AbbreviationsIPA, Invasive pulmonary aspergillosis; COVID-19, Coronavirus disease 2019; AmB, Amphotericin; RCTs, Randomized controlled trials; ACM, All-cause mortality; L-AmB, Liposomal AmB; dAmB, Amphotericin deoxycholate; ABCD, Amphotericin B colloidal dispersion; OR, Odds ratio; CIs, Confidence intervals; SUCRA, surface under the cumulative ranking.
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