Skip to main content
Annals of Medicine logoLink to Annals of Medicine
. 2026 Apr 8;58(1):2652096. doi: 10.1080/07853890.2026.2652096

Comparison of chemotherapeutic combination therapy, dosing frequency and dosing sequence for the adjuvant treatment of early-stage breast cancer: a network meta-analysis

Linxiaoxi Ma a, Wenjia Zuo a, Yizi Zheng b, Lichen Tang a, Shuling Zhou c, Qin Xiao d, Lei Fan a,e,✉
PMCID: PMC13063335  PMID: 41949990

Abstract

Background

Despite the availability of several chemotherapeutic regimens for early-stage breast cancer (BC), the ideal combination and dosing strategy remain to be defined. Thus, we conducted a network meta-analysis (NMA) comparing the current chemotherapeutic regimens used in the treatment of women with early-stage BC.

Methods

We searched public database from inception to May 2021 for Phase II and Phase III trials of adjuvant chemotherapy in patients with early-stage BC following PRISMA guidelines. The primary end-points were event-free survival (EFS) and overall survival (OS) determined by estimates of hazard ratios (HR) and surface under the cumulative ranking curve (SUCRA) values. The safety analysis had only Grade ≥ 3 adverse effects (AEs).

Results

This NMA evaluated a total of 17,187 patients from 36 randomized controlled trials. The follow-up ranged from 22 months to 152 months (median: 12.8 years). The chemotherapeutic regimen AQ (6 T CD + C CD) had the highest SUCRA value (AQ: 0.95). Among the chemotherapeutic regimens, the AF regimen consisting of 4 A CD→T CD showed the highest probability (SUCRA: 0.92) for being the most effective treatment based on the OS. The rank probability assessment revealed that AQD contributed to the lowest incidence of nausea (SUCRA: 0.96), and C (3 CAX CD→TX CD; SUCRA: 0.79) was least likely to induce neutropenia.

Conclusion

This meta-analysis confirmed that concurrent six-cycle treatment with taxane and cyclophosphamide at three-week intervals might be the optimal therapy for treating early-stage BC in the adjuvant setting.

Keywords: Adjuvant chemotherapy, breast cancer, cyclophosphamide, network meta-analysis, taxane

Introduction

Despite the introduction of targeted therapies for the adjuvant treatment of women with early-stage breast cancer (BC), combination therapy with chemotherapeutic drugs remains the cornerstone of therapeutic management [1]. Unlike targeted therapies, the therapeutic outcome of chemotherapy is not dependent on the expression of hormone receptors or human epidermal growth factor receptor 2 (HER 2) [2]. Hence, cytotoxic chemotherapeutic agents are frequently used to prolong recurrence-free survival in patients with early-stage BC after surgical resection [3]. Among the chemotherapeutic agents, cyclophosphamide, methotrexate, and 5-fluorouracil (CMF)-based regimens were the first to be used for the adjuvant treatment of early-stage BC, followed by the introduction of anthracyclines and taxanes [4].

For early non-metastatic BCs, the primary therapeutic objectives of systemic adjuvant therapy are to prevent local or regional recurrence, to eradicate breast tumors and axillary lymph nodes, to minimize treatment-related adverse effects, and to enhance patients’ quality of life [5]. Based on the expert opinions and several randomized clinical trials (RCTs), the European Society for Medical Oncology (ESMO) and the National Comprehensive Cancer Network (NCCN) clinical practice guidelines recommend a wide array of adjuvant chemotherapy regimens such as the combinations of docetaxel and cyclophosphamide, epirubicin and cyclophosphamide, CMF, and doxorubicin and cyclophosphamide, followed by a taxane and/or capecitabine given either sequentially or concomitantly in dose-dense or conventional manner for the treatment of early-stage BC [6,7].

Taxanes alone or in combination with other chemotherapeutic agents have been used clinically for almost three decades and are considered the most promising first-line treatment option for early-stage BC [8]. Despite the availability of several regimens that provide numerous choices for clinical decision-making, there is a significant lack of direct head-to-head comparisons between these regimens. Moreover, the literature lacks clarity regarding the optimal combination of agents, dosing schedules, and sequencing strategies. This absence of comprehensive comparative data creates challenges for clinicians in making evidence-based decisions, leading to variability in treatment practices. Such gaps underscore the need for a more systematic and integrated analysis to inform clinical guidelines. In this context, a network meta-analysis (NMA) is particularly valuable because it enables indirect comparisons between regimens that have not been compared directly in clinical trials. By synthesizing both direct and indirect evidence, the NMA allows for the ranking of treatment regimens based on effectiveness and safety, providing clinicians with a clearer understanding of the optimal therapeutic strategies for early-stage breast cancer. This analysis aims to fill the critical gaps in the literature by offering a comprehensive assessment of the available chemotherapeutic options, which is currently lacking [9]. Accordingly, to illustrate the ideal combination and dosing frequency of chemotherapeutic agents, we conducted an NMA comparing the contemporary chemotherapeutic regimens used in treating women with early-stage BC.

Methods

Data sources and search criteria

A comprehensive systematic literature search was performed in PubMed, Embase/Medline, and Cochrane Library from inception to May 2021 with a predefined search strategy developed using the Population, Intervention, Comparator, and Outcome (PICO) framework. Accordingly, the search strings, which are listed below, included BC and different chemotherapeutic agents with appropriate Boolean operators.

The literature search was implemented with the terms ‘early breast cancer’, ‘cyclophosphamide’, ‘taxanes’, ‘anthracyclines’, ‘docetaxel’, ‘paclitaxel’ ‘methotrexate’, ‘fluorouracil’, ‘doxorubicin’, ‘epirubicin’, ‘dose-dense’, ‘carboplatin’, ‘capecitabine’, ‘gemcitabine’, ‘cisplatin’, ‘carboplatin’, ‘pamidronate disodium’, ‘thiotepa’, ‘ixabepilone’, ‘vinblastine’, ‘vinorelbine’, ‘eribulin mesylate’, and ‘chemotherapy’.

The papers included were any randomized controlled trials evaluating the efficacy of chemotherapeutic regimens without targeted or hormonal therapy. Different combinations of chemotherapeutic drugs along with the corresponding dosing frequency (dose-dense vs. conventional dose), dosing schedule (concurrent vs. sequential), and the number of cycles are presented in Figure 1.

Figure 1.

Flowchart detailing the systematic literature review process through stages: Identification, Screening, Eligibility, and Analysis. A flowchart illustrating the systematic literature review process divided into four stages: Identification, Screening, Eligibility, and Analysis. The Identification stage shows databases PubMed (n = 3449), Embase (n = 3501), and Cochrane (n = 3205) leading to 6342 records after duplicate removal. The Screening phase notes 83 records underwent secondary review, culminating in 36 records included for analysis. The flow is depicted with labeled boxes and arrows connecting the stages.

PRISMA flow diagram for inclusion of trials.

The network meta-analysis were performed following Preferred Reporting Items for Systematic Reviews and Meta-Analysis (PRISMA) 2020 framework guidelines.

Data extraction, selection criteria, and quality assessment

The inclusion and exclusion criteria were prespecified. Eligible trials were any randomized controlled trials evaluating the efficacy of chemotherapeutic regimens without targeted or hormonal therapy. Studies were excluded if they were: (1) non-human studies, letters, reviews, editorial comments or case reports; (2) single-arm or dosage-finding studies; (3) articles without raw data or with a sample size of less than 30; (4) ongoing trials without reported results; (5) All studies included in the analysis were ethically reviewed and approved, and in line with the ethical principles of Declaration of Helsinki on medical research involving human subjects. If several publications from the same trial were identified, only the latest or complete publication was included. Two reviewers independently evaluated the risk of bias for eligible studies using the Cochrane Collaboration risk of bias tool. Any discrepancies were resolved by discussing with all investigators.

One investigator searched, two independent investigator extracted data using a prespecified data-extraction template, which ensured consistency across studies. In the event of discrepancies between the reviewers, a consensus was reached through discussion. If disagreements persisted, a third investigator was consulted to resolve the issue. Two investigator independently evaluated the risk of bias for eligible studies using the Cochrane Collaboration risk of bias too. Articles that met the inclusion criteria were obtained for full-text review and evaluated using a similar process as described above.

The extracted data included information on the number of cycles, dosing schedules, dosing frequency, drug combinations, event-free survival (EFS), overall survival (OS), and adverse events (AEs) of Grade ≥ 3. Cross-checking and quality assurance processes were employed to verify the extracted data before analysis. EFS and OS are the primary outcome measures while safety evaluation by AEs is secondary outcome. Specifically, EFS represents the time to recurrence or any event related to the progression of breast cancer, OS stands for the total length of survival after diagnosis, and AEs mean grade 3 or higher toxicities.

In cases where multiple studies reported the results of the same RCT, only the most recent update with the relevant end-points was included in the final analysis. Studies reporting outcome measures/end-points other than OS, EFS, and AEs, as well as those conducted in neoadjuvant and advanced/metastatic BC settings, were excluded. In addition, non-English articles and studies utilizing targeted therapies were also excluded from this NMA to minimize the skewness of the results. Evaluation of the quality of the included studies used the Cochrane risk-of-bias tool [10,11]. The Cochrane tool has been widely used to assess the risk of bias in randomized controlled trials in systematic evaluations or meta-analyses. It was developed by the Cochrane Collaboration in response to feedback and criticism of the previous Cochrane Risk of Bias tool.The Cochrane tool assesses risk of bias in five areas, including the randomization process, deviations from the intended interventions, missing outcome data, outcome measures, and selection of reported outcomes.

Network geometry

The evidence gathered for each end-point from the systematic reviews was sorted based on the intervention and comparator regimens. Overall, a total of 25 regimens were present in the final analysis. For brevity and convenience, the regimens were coded alphabetically to simplify the process. The edges signified direct comparisons while the nodes represented different treatment regimens. To arrive at an appropriate network geometry, only the published RCTs were analyzed. For network construction, paclitaxel or docetaxel were considered as taxanes, and epirubicin and doxorubicin as anthracyclines. The extracted treatment regimen information included the number of cycles, dosing schedule, dosing frequency, and drug combinations.

Statistical analysis

We performed literature deduplication and eligibility assessment of eligibility using Microsoft Excel (Copyright 2020). The statistical software ‘R’ (version: 3.6.1) was used in conjunction with the GeMTC package of RevMan 5.3 to run Bayesian analyses. This package is based on the generalized linear modeling by the Wald test [12]. The inconsistency statistics (I2) described the percentage of variation across RCTs [13]. Model fitting for data pooling used convergence between prior and posterior values with deviance information criteria (DIC) [14]. Heterogeneity among the studies was assessed using the I2 values and DIC. Effect estimates of hazard ratios (HRs) with 95% confidence intervals (95% CIs) formed the league tables to interpret the results. By plotting rankograms, we calculated the surface under the cumulative ranking curve (SUCRA) values, representing the rank probability of each treatment regimen. SUCRA values are derived from the rank probabilities generated via NMA. These probabilities reflect the likelihood of each regimen being ranked at each possible position (first, second, third, etc.). The SUCRA value is then calculated by integrating these probabilities to produce a single measure, which reflects the average ranking of each regimen across all possible ranks. Mathematically, the SUCRA value is the cumulative sum of the rank probabilities up to a given rank, normalized to a scale of 0 to 1, where a SUCRA value of 1 indicates that a regimen consistently ranks as the best across all comparisons. For safety analysis, only AEs of Grade 3 and above (Grade ≥ 3) were analyzed. The severity of AEs was determined by researchers by referring to the General Terminology Standard for Adverse Events (CTCAE) published by the National Cancer Institute (NCI), which classifies AEs into the following five levels: grade 1 (mild), grade 2 (moderate), grade 3 (severe), grade 4 (life-threatening), and grade 5 (AE-associated death).

Results

Search results and characteristics of the included studies

The initial electronic search yielded 6,342 consolidated studies from the selected databases, which were further curated to remove duplicates and irrelevant articles during the primary title and abstract screening. A study flow diagram with the results of the search strategy as per the PRISMA guidelines is presented in Figure 1. Following the initial screening, 40 distinct studies were further scrutinized, 36 of which were deemed eligible for our analysis based on the closure of the evidence network. The detailed chemotherapeutic regimens and their letter codes are outlined in Table 1. The baseline demographic profiles of the studies included in the final analysis are presented in Table 2. A total of 17,187 patients were included in the NMA. In brief, five distinct studies had fluorouracil, epirubicin hydrochloride, and cyclophosphamide (FEC) as the comparator regimen [16,17,20,25,32], whereas 20 studies [15,19–21,26,29,33–38,40,41,43–45,47,50] used chemotherapeutic regimens administered as sequential (→) treatment in the comparator arm. The follow-up ranged from 22 months to 152 months (median: 12.8 years).

Table 1.

Chemotherapeutic regimens and the respective letter codes used for generating the network diagram.

Letter coding Chemotherapy regimen
AA 6 T CD + X
AE 3 FAC CD→Ix CD
AF 4 A CD→T CD
AG 4 A CD→T CD→CMF CD
AJ 4 FAC
AM 6 AC CD + T CD
AO 6 FAC DD
AQ 6 T CD + C CD
AR 8 FAC CD
C 3 CAX CD→TX CD
D 3 FAC CD→T CD
E 4 A CD + T CD
F 4 A CD→CMF CD
H 4 AC CD
J 4 AC CD→T CD
K 4 AC CD→T Gx CD
L 4 AC CD→Ix CD
N 4 AC DD→T DD
P 4 AT CD→X CD
R 4 FAC CD→T CD
S 4 FAC DD→T DD
T 4 T CD→AC CD
V 6 AC CD/CMF CD
X 6 FAC
Y 6 FAC CD
Z 6 T CD + AC CD

Note: T, taxanes; A, anthracyclines; FAC fluorouracil-anthracycline- cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline-cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent.

Table 2.

Baseline characteristics of the included studies.

SL.No Author name Year of publication Intervention (I) vs Comparator (C) N (Study) I (N) C (N) Median follow-up Age
Age (median)
Age (Range)
I C I C
1 Foukakis et al. [15] 2016 4 EC DD→T DD vs. 3 FEC CD →T CD 2017 1006 1011 5.3 years 51.1 50.3 23.3–69.2 21.4–68.6
2 Blondeaux et al. [16] 2020 6 FEC CD vs. 6 FEC DD 1214 604 610 15.8 years NA NA NA NA
3 Delaloge et al. [17] 2019 6 T CD + X vs. 6 FEC/FAC 2,832 652 649 5 years NA NA NA NA
4 Mavroudis et al. [18] 2016 4 FEC DD→T DD vs. 6 T CD + C CD 650 326 324 46 (range, 3.9–76.0) and 47 (range, 3.8–71.0) months 54 59.5 24–75 28–75
5 Lambertini et al. [19] 2019 4 FEC DD→paclitaxel DD vs. 4 FEC CD→P CD 2003 320 132 97 months 52 50 NA NA
6 Mastro et al. [20] 2015 4 FEC DD→paclitaxel DD vs. 4 FEC CD→P CD 2015 545 500   51 51 43–60 44–59
7 Budd et al. [21] 2014 6 AC DD→P DD vs. 6 AC DD→P DD 2,716 678 697 72 months 50.5 50.7 25–77 23.86
8 Ejlertsen et al. [22] 2017 3 EC CD+T CD vs. 6 C CD+T CD 2,012 1,001 1,011 69 months NA NA NA NA
9 Minckwitz et al. [23] 2015 6 EC CD/CMF CD vs. 6 nab-P CD + X 400 193 198 22.8 months NA NA NA NA
10 Perrone et al. [24] 2015 4 CMF CD vs. 4 T CD 299 152 147 70 months 71 71    
11 Polyzos et al. [25] 2010 4 T CD→ EC CD VS. FEC CD 813 378 378 62.5 months 56 57 26–73 28–73
12 Mackey et al.
[26]
2012 6 T CD + AC CD vs. 6 FAC CD 1,491 745 746 124 months 49 42–55 49 43–56
13 Dimitrios Mavroudis et al. [27] 2017 4 E CD + T CD vs. 4 E CD→T CD 658 329 329 70.5 months 52 53 28–78 29–76
14 Del Mastro et al. [28] 2015 4 E CD + P CD vs. 6 FEC CD 1,055 535 520 12.8 years NA NA NA NA
15 V. Moebus et al. [29] 2017 4 EC DD+ P DD vs. 4 EC DD→P DD + X 3,023 1,512 1,511 74 months 50 50 20–71 20–71
16 J.R. Mackey [30] 2016 4 AC CD→ T CD vs. 6 AC CD + T CD 3,298 1,649 1,649 10.5 years 50 50 22–74 24–72
17 Saloustros et al. [31] 2014 4 FEC DD→ P DD vs. 4 FEC DD→ T DD 481 241 240 6 years 55 55 29–75 26–75
18 Kerbrat et al. [32] 2017 6 FEC vs. 4 FEC 1,515 759 756 6.1 years 51 50 27–68 27–66
19 Martin et al. [33] 2015 4 ET CD→ X CD vs. 4 EC CD→ T CD 1,384 715 669 6.6 years 51 51 25–72 27–73
20 Joensuu et al. [34] 2011 3 CEX CD→ TX CD vs. 3 FEC CD→ T CD 1,500 753 747 59 months 52 53 26–65 27–65
21 Coombes et al. [35] 2011 4 E vs. 3 E CD→ T CD 803 397 406 64.7 months NA NA NA NA
22 Roche et al. [36] 2006 6 FEC CD vs. 3 FEC CD→ T CD 1,999 996 1,003 60 months 50 50 26–67 25–65
23 Ellis et al. [37] 2009 4 FEC CD→T CD vs. 4 E CD→ CMF CD 4,162 2,073 2,089 62 48.9 48.4 SD: 8.6 SD: 8.5
24 Martin et al. [38] 2008 4 AC CD vs. 4 AC CD→P CD 1,246 632 614 66 50 30 24–76 23–76
25 Cameron et al. [39] 2012 4 FEC CD vs. 4 CMF CD 4,391 1,116 1,105 85.6 51.7 51.3 45.8 45.0
26 Earl et al. [40] 2017 4 EC CD→ PGx CD vs. 4 EC CD→ P CD 3,152 1,576 1,576 120 NA NA NA NA
27 Biamco et al. [41] 2006 4 E CD→ CMF CD vs. 4 E CD→T CD →CMF CD 972 486 486 NA NA NA NA NA
28 Buzdar A et al. [42] 2002 4 FAC CD→P CD vs. 8 FAC CD 524 265 259 60 months NA NA NA NA
29 Coudert et al. [43] 2012 3 FEC CD→T CD vs. 3 FEC CD→Ix CD 1,999 1,003 996 92.8 months NA NA NA NA
30 Fountzilas et al. [44] 2005 4 E DD→CMF DD vs. 3 E DD→P DD→CMF DD 600 298 297 62 months 50 50 24–76 22–78
31 Mamounas et al. [45] 2005 4 AC CD vs. 4 AC CD→P CD 3,060 1,531 1,529 64.6 months        
32 Miguel Martin et al. [46] 2013 4 FAC CD→P CD vs. 6 FAC CD 1,925 951 974 5 years 51 50 24–72 24–75
33 Reinisch et al. [47] 2018 3 E DD+P→CMF vs. 4 EC CD→CMF CD 231 113 113 12.3 years 55 55 25–71 32–71
34 Roy C et al. [48] 2012 3 AC CD→P CD vs. 6 AC CD 50 25 25 24 months 46.6 47 18–65 20–66
35 P. Vici et al. [49] 2011 4 EC CD→T CD vs. 4 EC CD 750 374 376 64 months 50 51 43–59 44–60
36 A. Yardley et al. [50] 2017 4 AC CD→Ix CD vs. 4 AC CD→P CD 614 306 308 48 months 53 56 22–80 22–85

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline- cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurre.

NMA based on a Bayesian model

Efficacy estimates for EFS

In terms of EFS, a total of 23 regimens were selected for generating the network of evidence (Figure 2). This network consisted of 23 nodes and 27 edges, of which 7 nodes [(4 AC CD, 4 AC CD→ T CD, 4 AC CD→ TGx CD, 4 AC CD→Ix CD), (4 FAC CD→T CD, 4 FAC DD→T DD), (3 FAC CD →T CD, 3 CAX CD→ TX CD) and (4 T CD→AC CD, 6 FAC CD, Z)] were directly linked, whilst the other 16 nodes were indirectly connected (Figure 2, supplementary Figure 1).

Figure 2.

Circular network diagram with 24 nodes labeled A to Z, connected by gray lines indicating relationships. The image displays a circular network graph with nodes labeled A to Z, evenly spaced along the perimeter. Each node, a yellow circle, is connected by gray lines showing various relationships. Some connections, particularly between nodes H-J and R-S, are represented by thicker lines, indicating stronger relationships. The layout allows clear visibility of the network's structure while demonstrating an even distribution of connections without clustering, reflecting the overall interaction among the nodes.

Major network of evidence of the chemotherapeutic regimes for event-free survival.

We assessed heterogeneity across studies using the I2 statistic, which quantifies the proportion of total variability in the effect estimates attributable to between-study differences. In our analysis, the I2 values across the treatment comparisons were generally low (<25%), indicating minimal between-study variability. This suggested that the studies were sufficiently homogenous to justify the use of a fixed-effects model. Additionally, visual inspection of forest plots did not reveal substantial inconsistency between studies, further supporting this decision. Attributing to the DIC and I2 values of the fixed- (DIC: 44.81, I2: 4%) and random-effects model (DIC: 46.02, I2: 4%), data were confirmed to be better suited for the fixed-effects model based on the Bayesian NMA. The rank probability suggested 6 T CD + C CD chemotherapeutic regimen, coded ‘AQ’, as the optimal treatment regimen comparison with the other 23 chemotherapeutic regimens (SUCRA AQ: 0.95), followed by 4 FAC DD→T DD (SUCRA S: 0.94) and 4 A CD→T CD (SUCRA AF: 0.83). The least effective regimen was 4 AT CD→X CD (SUCRA P: 0.02) based on the SUCRA values when analyzed for EFS.

We also calculated HR to compare the treatment effect using HR. In clinical practice, a HR below 1 for a particular chemotherapy regimen suggests that it could be more effective in prolonging recurrence-free survival or reducing mortality compared to the alternatives, making it a more favorable option for patients with specific clinical profiles. Conversely, a HR above 1 may indicate potential limitations or higher risks associated with a regimen, prompting clinicians to weigh these risks against the potential benefits in individual cases. In our analysis, the 6 T CD + C CD (AQ) chemotherapeutic regimen reported a statistically significant HR for EFS as compared to the following list of chemotherapeutic regimens: 3 FAC CD→Ix CD: 0.34 (95% CI: 0.18, 0.64); 4 A CD→T CD→CMF CD: 0.51 (95% CI: 0.29, 0.90); 6 AC CD + T CD: 0.35 (95% CI: 0.18, 0.67); 6 FAC DD: 0.42 (95% CI: 0.2314, 0.78); 8 FAC CD: 0.47 (95% CI: 0.2517, 0.88); 3 CAX CD→TX CD: 0.50 (95% CI: 0.25, 0.99); 3 FAC CD→T CD: 0.39 (95% CI: 0.21, 0.72); 4 A CD + T CD: 0.46 (95% CI: 0.25, 0.86); 4 AC CD: 0.43 (95% CI: 0.22, 0.84); 4 AC CD→T CD: 0.35 (95% CI: 0.18, 0.68); 4 AC CD→T Gx CD: 0.37 (95% CI: 0.19, 0.72); 4 AC CD→Ix CD: 0.38 (95% CI: 0.18, 0.86); 4 AC DD→T DD: 0.50 (95% CI: 0.26, 0.95); 4 AT CD→X CD: 0.27 (0.13, 0.55), and; 6 FAC CD: 0.48 (0.27, 0.86) (Tables 3 and 4). The AQ (6 T CD + C CD) regimen also yielded a better HR compared to all the other treatment regimens, although the values were not statistically significant. Pairwise comparisons are presented in Table 4.

Table 3.

Rank probability of event-free survival.

Chemotherapeutic regimens SUCRA rankings
AQ 0.955738
S 0.941881
AF 0.836726
R 0.811571
T 0.795333
F 0.75331
Z 0.742036
N 0.559
C 0.555798
AG 0.533179
Y 0.522762
E 0.456607
AR 0.451738
H 0.41369
AO 0.347536
L 0.302012
D 0.28344
K 0.228536
J 0.182214
AM 0.160571
AE 0.144464
P 0.021857

Note: AE, 3 FAC CD→Ix CD; AF, 4 A CD→T CD; AG, 4 A CD→T CD→CMF CD; AM, 6 AC CD + T CD; AO, 6 FAC DD; AQ, 6 T CD + C CD; AR, 8 FAC CD; C, 3 CAX CD→TX CD; D, 3 FAC CD→T CD; E, 4 A CD + T CD; F, 4 A CD→CMF CD; H, 4.

AC CD; J, 4 AC CD→T CD; K, 4 AC CD→T Gx CD; L, 4 AC CD→Ix CD; N, 4 AC DD→T DD; P, 4 AT CD→X CD; R, 4 FAC CD→T CD; S, 4 FAC DD→T DD; T, 4 T CD→AC CD; Y, 6 FAC CD; Z, 6 T CD + AC CD.

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline-cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent.

Table 4.

Hazard ratios and 95% confidence intervals for pairwise comparisons of event-free survival.

AE 0.4679 (0.265, 0.8146) 0.6753 (0.4211, 1.103) 0.9824 (0.673, 1.46) 0.8183 (0.6037, 1.109) 0.3482 (0.1853, 0.6486) 0.7381 (0.4233, 1.294) 0.6881 (0.5019, 0.9326) 0.8696 (0.7463, 1.015) 0.7472 (0.5532, 1.017) 0.5437 (0.3618, 0.8175) 0.8022 (0.5496, 1.17) 0.9668 (0.6736, 1.399) 0.9345 (0.6318, 1.381) 0.8908 (0.5075, 1.557) 0.684 (0.5212, 0.9045) 1.252
(0.8043, 1.937)
0.5163 (0.3467, 0.7565) 0.3988 (0.2615, 0.6022) 0.5276(0.36,
0.7637)
0.7141 (0.5618, 0.9061) 0.5688 (0.4316, 0.7574)
2.137
(1.228,
3.773)
AF 1.451
(0.7648,
2.84)
2.105
(1.167,
3.897)
1.743
(1.031,
3.016)
0.7375
(0.346,
1.621)
1.567
(0.7706,
3.243)
1.476
(0.797,
2.68)
1.864
(1.076,
3.218)
1.592
(0.9967,
2.573)
1.162
(0.6394,
2.134)
1.708
(0.952,
3.116)
2.063
(1.158,
3.691)
2.001
(1.111,
3.658)
1.889
(0.913,
3.944)
1.464
(0.8217,
2.621)
2.688
(1.435,
5.004)
1.103
(0.6168,
2.014)
0.8516
(0.4645,
1.601)
1.124
(0.6238,
2.045)
1.516
(0.9145,
2.548)
1.213
(0.7162,
2.068)
1.481
(0.9067,
2.375)
0.6892
(0.3522,
1.308)
AG 1.45
(0.8843,
2.409)
1.203
(0.7714,
1.873)
0.5124
(0.294,
0.9057)
1.085
(0.6596,
1.81)
1.015
(0.5998,
1.719)
1.285
(0.8123,
2.004)
1.105
(0.6847,
1.72)
0.8004
(0.6227,
1.037)
1.177
(0.7151,
1.946)
1.419
(0.8732,
2.344)
1.381
(0.8302,
2.294)
1.298
(0.6848,
2.511)
1.01
(0.6135,
1.65)
1.844
(1.076,
3.188)
0.7621
(0.5762,
1.011)
0.5865
(0.4266,
0.8123)
0.772
(0.4688,
1.279)
1.052
(0.6967,
1.57)
0.8402
(0.5375,
1.301)
1.018
(0.685,
1.486)
0.475
(0.2566,
0.8567)
0.6896
(0.4152,
1.131)
AM 0.8352
(0.578,
1.184)
0.3518
(0.1827,
0.6759)
0.7481
(0.415,
1.358)
0.6985
(0.4534,
1.115)
0.8866
(0.6168,
1.27)
0.7605
(0.5303,
1.103)
0.5541
(0.3544,
0.868)
0.8133
(0.6932,
0.958)
0.9802
(0.8699,
1.105)
0.9522
(0.8028,
1.136)
0.9026
(0.5726,
1.41)
0.6953
(0.4588,
1.056)
1.276
(0.982,
1.654)
0.5266
(0.3468,
0.8052)
0.4058
(0.2563,
0.6443)
0.5343
(0.3487,
0.8133)
0.7252
(0.5289,
0.9868)
0.5801
(0.4071,
0.8239)
1.222
(0.9014,
1.656)
0.5738
(0.3316,
0.9702)
0.8314
(0.534,
1.296)
1.197
(0.8449,
1.73)
AO 0.4242
(0.2314,
0.7811)
0.9022
(0.524,
1.544)
0.8404
(0.5822,
1.231)
1.065
(0.8212,
1.378)
0.9164
(0.6944,
1.195)
0.6638
(0.4581,
0.9761)
0.9769
(0.6892,
1.409)
1.175
(0.8317,
1.658)
1.143
(0.7991,
1.66)
1.078
(0.6261,
1.874)
0.8368
(0.5962,
1.18)
1.535
(1.016,
2.296)
0.6312
(0.4461,
0.9041)
0.4883
(0.3312,
0.7281)
0.6461
(0.4569,
0.9064)
0.8711
(0.7258,
1.043)
0.6984
(0.5507,
0.8835)
2.872
(1.542,
5.397)
1.356
(0.617,
2.89)
1.952
(1.104,
3.401)
2.843
(1.479,
5.472)
2.357
(1.28,
4.322)
AQ 2.11
(1.125,
3.973)
1.988
(1.01,
3.85)
2.501
(1.372,
4.607)
2.163
(1.157,
3.898)
1.569
(0.9414,
2.542)
2.311
(1.18,
4.434)
2.786
(1.461,
5.269)
2.696
(1.388,
5.127)
2.569
(1.152,
5.516)
1.977
(1.044,
3.728)
3.597
(1.808,
7.282)
1.491
(0.9148,
2.407)
1.148
(0.7262,
1.819)
1.522
(0.7981,
2.902)
2.054
(1.159,
3.659)
1.644
(0.9183,
3.012)
1.355
(0.7725,
2.362)
0.6384
(0.3084,
1.298)
0.922
(0.5524,
1.516)
1.337
(0.7365,
2.41)
1.108
(0.6477,
1.908)
0.4739
(0.2517,
0.8886)
AR 0.9364
(0.5132,
1.699)
1.182
(0.6903,
2.03)
1.024
(0.5817,
1.74)
0.7405
(0.4794,
1.135)
1.092
(0.6057,
1.988)
1.314
(0.7295,
2.35)
1.276
(0.7026,
2.289)
1.211
(0.59,
2.497)
0.933
(0.5225,
1.664)
1.711
(0.9072,
3.168)
0.7042
(0.4633,
1.055)
0.5429
(0.3473,
0.8392)
0.716
(0.3984,
1.302)
0.9674
(0.5811,
1.625)
0.7749
(0.4478,
1.317)
1.453
(1.072,
1.992)
0.6775
(0.3732,
1.255)
0.9857
(0.5818,
1.667)
1.432
(0.8966,
2.206)
1.19
(0.8124,
1.718)
0.503
(0.2597,
0.9901)
1.068
(0.5884,
1.949)
C 1.262
(0.9609,
1.658)
1.09
(0.7352,
1.579)
0.7912
(0.4989,
1.253)
1.161
(0.7343,
1.773)
1.401
(0.8927,
2.142)
1.361
(0.8654,
2.125)
1.293
(0.6804,
2.337)
0.9937
(0.6933,
1.426)
1.822
(1.075,
2.973)
0.7489
(0.4838,
1.175)
0.5787
(0.3628,
0.9355)
0.7633
(0.4899,
1.19)
1.04
(0.7453,
1.432)
0.828
(0.5728,
1.203)
1.15
(0.9853,
1.34)
0.5363
(0.3107,
0.9292)
0.7779
(0.4989,
1.231)
1.128
(0.7871,
1.621)
0.9386
(0.7259,
1.218)
0.3998
(0.2171,
0.7287)
0.8458
(0.4925,
1.449)
0.7925
(0.6032,
1.041)
D 0.8626
(0.6564,
1.126)
0.6241
(0.4358,
0.9047)
0.9201
(0.6444,
1.31)
1.108
(0.7948,
1.557)
1.073
(0.7547,
1.551)
1.021
(0.595,
1.768)
0.7886
(0.6281,
0.9934)
1.441
(0.9508,
2.185)
0.5933
(0.4172,
0.847)
0.4582
(0.3089,
0.6819)
0.6059
(0.4255,
0.8501)
0.8203
(0.6843,
0.9827)
0.6541
(0.5177,
0.8345)
1.338
(0.9833,
1.808)
0.628
(0.3887,
1.003)
0.9046
(0.5815,
1.46)
1.315
(0.9065,
1.886)
1.091
(0.8368,
1.44)
0.4623
(0.2565,
0.8643)
0.9764
(0.5747,
1.719)
0.9174
(0.6335,
1.36)
1.159
(0.8878,
1.524)
E 0.7259
(0.5005,
1.083)
1.071
(0.7366,
1.531)
1.292
(0.9028,
1.808)
1.253
(0.8574,
1.801)
1.189
(0.6904,
2.045)
0.9165
(0.6506,
1.31)
1.672
(1.091,
2.557)
0.6886
(0.4853,
1.013)
0.5321
(0.3599,
0.8065)
0.7043
(0.489,
1.002)
0.9542
(0.7755,
1.172)
0.7622
(0.587,
0.9808)
1.839
(1.223,
2.764)
0.8607
(0.4686,
1.564)
1.249
(0.964,
1.606)
1.805
(1.152,
2.821)
1.506
(1.024,
2.183)
0.6372
(0.3935,
1.062)
1.35
(0.8812,
2.086)
1.264
(0.7982,
2.004)
1.602
(1.105,
2.295)
1.378
(0.9237,
1.998)
F 1.479
(0.9499,
2.286)
1.777
(1.159,
2.724)
1.719
(1.099,
2.701)
1.63
(0.8951,
3.005)
1.252
(0.8272,
1.944)
2.311
(1.433,
3.749)
0.9511
(0.846,
1.07)
0.7346
(0.6017,
0.897)
0.969
(0.6232,
1.512)
1.311
(0.9389,
1.807)
1.047
(0.7169,
1.504)
1.247
(0.8545,
1.82)
0.5854
(0.3209,
1.05)
0.8497
(0.5139,
1.398)
1.23
(1.044,
1.443)
1.024
(0.7096,
1.451)
0.4327
(0.2255,
0.8474)
0.9159
(0.5031,
1.651)
0.8614
(0.5641,
1.362)
1.087
(0.7631,
1.552)
0.9339
(0.6533,
1.358)
0.6762
(0.4374,
1.053)
H 1.204
(1.088,
1.335)
1.169
(0.9952,
1.375)
1.108
(0.7072,
1.717)
0.8561
(0.5693,
1.308)
1.566
(1.215,
2.024)
0.6443
(0.4235,
0.9912)
0.4987
(0.3128,
0.7935)
0.6558
(0.434,
1.004)
0.8929
(0.656,
1.203)
0.7136
(0.5018,
1.006)
1.034
(0.7145,
1.485)
0.4846
(0.2709,
0.8633)
0.7049
(0.4266,
1.145)
1.02
(0.9048,
1.149)
0.851
(0.6031,
1.202)
0.3589
(0.1898,
0.6846)
0.7612
(0.4255,
1.371)
0.7136
(0.4668,
1.12)
0.9025
(0.6423,
1.258)
0.774
(0.5532,
1.108)
0.5626
(0.3672,
0.863)
0.8303
(0.7489,
0.9188)
J 0.9712
(0.8584,
1.101)
0.9191
(0.5938,
1.409)
0.7103
(0.4747,
1.062)
1.297
(1.028,
1.642)
0.5358
(0.3561,
0.81)
0.4148
(0.265,
0.6487)
0.5438
(0.3651,
0.8245)
0.7416
(0.5565,
0.9816)
0.5914
(0.4233,
0.8207)
1.07
(0.7242,
1.583)
0.4998
(0.2734,
0.9)
0.7243
(0.436,
1.204)
1.05
(0.8802,
1.246)
0.8746
(0.6024,
1.251)
0.3709
(0.1951,
0.7206)
0.7839
(0.4368,
1.423)
0.7348
(0.4706,
1.155)
0.9318
(0.6448,
1.325)
0.7978
(0.5553,
1.166)
0.5818
(0.3702,
0.9102)
0.8557
(0.7272,
1.005)
1.03
(0.9086,
1.165)
K 0.9463
(0.5976,
1.47)
0.731
(0.4835,
1.124)
1.338
(1.02,
1.732)
0.5525
(0.3602,
0.853)
0.4287
(0.2684,
0.6841)
0.5617
(0.3713,
0.8635)
0.761
(0.5595,
1.045)
0.6082
(0.4275,
0.864)
1.123
(0.6421,
1.971)
0.5294
(0.2536,
1.095)
0.7704
(0.3982,
1.46)
1.108
(0.709,
1.746)
0.928
(0.5335,
1.597)
0.3893
(0.1813,
0.8682)
0.8256
(0.4004,
1.695)
0.7735
(0.4278,
1.47)
0.9798
(0.5657,
1.681)
0.8411
(0.4889,
1.448)
0.6134
(0.3327,
1.117)
0.9025
(0.5825,
1.414)
1.088
(0.7098,
1.684)
1.057
(0.6804,
1.673)
L 0.7727
(0.4298,
1.388)
1.411
(0.8614,
2.315)
0.5827
(0.3212,
1.06)
0.4493
(0.2411,
0.8429)
0.5967
(0.3306,
1.043)
0.804
(0.4811,
1.332)
0.6446
(0.3739,
1.105)
1.462
(1.106,
1.918)
0.683
(0.3815,
1.217)
0.9905
(0.606,
1.63)
1.438
(0.9469,
2.18)
1.195
(0.8475,
1.677)
0.5059
(0.2682,
0.9583)
1.072
(0.6011,
1.914)
1.006
(0.7013,
1.442)
1.268
(1.007,
1.592)
1.091
(0.7635,
1.537)
0.7987
(0.5145,
1.209)
1.168
(0.7643,
1.756)
1.408
(0.9416,
2.107)
1.368
(0.8899,
2.068)
1.294
(0.7205,
2.326)
N 1.835
(1.139,
2.916)
0.7556
(0.4985,
1.131)
0.5839
(0.3726,
0.8997)
0.7671
(0.5104,
1.16)
1.041
(0.7775,
1.388)
0.8306
(0.6044,
1.151)
0.7986
(0.5163,
1.243)
0.372
(0.1998,
0.697)
0.5423
(0.3137,
0.9298)
0.7836
(0.6046,
1.018)
0.6516
(0.4354,
0.9845)
0.278
(0.1373,
0.5532)
0.5844
(0.3157,
1.102)
0.5487
(0.3364,
0.9302)
0.6937
(0.4576,
1.052)
0.5979
(0.3911,
0.9169)
0.4327
(0.2667,
0.6979)
0.6387
(0.4941,
0.8233)
0.771
(0.6092,
0.9732)
0.7473
(0.5774,
0.9803)
0.7089
(0.432,
1.161)
0.5451
(0.3429,
0.878)
P 0.41
(0.2586,
0.6611)
0.3191
(0.1906,
0.5224)
0.4204
(0.2628,
0.6595)
0.5693
(0.3934,
0.8274)
0.4546
(0.3034,
0.6846)
1.937
(1.322,
2.885)
0.9064
(0.4964,
1.621)
1.312
(0.9891,
1.736)
1.899
(1.242,
2.884)
1.584
(1.106,
2.242)
0.6708
(0.4154,
1.093)
1.42
(0.9483,
2.158)
1.335
(0.8512,
2.067)
1.686
(1.181,
2.397)
1.452
(0.9868,
2.061)
1.051
(0.9344,
1.182)
1.552
(1.009,
2.362)
1.866
(1.235,
2.808)
1.81
(1.172,
2.776)
1.716
(0.9438,
3.114)
1.323
(0.8845,
2.006)
2.439
(1.513,
3.866)
R 0.773
(0.6598,
0.9027)
1.017
(0.6708,
1.556)
1.381
(1.014,
1.862)
1.109
(0.7724,
1.533)
2.507
(1.66,
3.824)
1.174
(0.6246,
2.153)
1.705
(1.231,
2.344)
2.464
(1.552,
3.902)
2.048
(1.373,
3.02)
0.8713
(0.5496,
1.377)
1.842
(1.192,
2.879)
1.728
(1.069,
2.756)
2.183
(1.466,
3.237)
1.879
(1.24,
2.779)
1.361
(1.115,
1.662)
2.005
(1.26,
3.197)
2.411
(1.542,
3.774)
2.332
(1.462,
3.726)
2.226
(1.186,
4.148)
1.713
(1.111,
2.684)
3.134
(1.914,
5.247)
1.294
(1.108,
1.516)
S 1.314
(0.8346,
2.089)
1.787
(1.249,
2.514)
1.431
(0.9712,
2.085)
1.895
(1.309,
2.778)
0.89
(0.4891,
1.603)
1.295
(0.7816,
2.133)
1.872
(1.23,
2.868)
1.548
(1.103,
2.189)
0.6569
(0.3445,
1.253)
1.397
(0.7683,
2.51)
1.31
(0.8405,
2.041)
1.65
(1.176,
2.35)
1.42
(0.9983,
2.045)
1.032
(0.6614,
1.605)
1.525
(0.996,
2.304)
1.839
(1.213,
2.739)
1.78
(1.158,
2.694)
1.676
(0.9584,
3.024)
1.304
(0.8622,
1.959)
2.379
(1.516,
3.805)
0.983
(0.6428,
1.491)
0.761
(0.4786,
1.198)
T 1.351
(1.01,
1.819)
1.08
(0.7739,
1.519)
1.4
(1.104,
1.78)
0.6596
(0.3925,
1.094)
0.9508
(0.6371,
1.435)
1.379
(1.013,
1.891)
1.148
(0.9584,
1.378)
0.4868
(0.2733,
0.8631)
1.034
(0.6156,
1.721)
0.9613
(0.6982,
1.342)
1.219
(1.018,
1.461)
1.048
(0.8529,
1.29)
0.7629
(0.5535,
1.065)
1.12
(0.8313,
1.524)
1.349
(1.019,
1.797)
1.314
(0.9567,
1.787)
1.244
(0.7505,
2.078)
0.9605
(0.7206,
1.286)
1.757
(1.209,
2.542)
0.7239
(0.5372,
0.986)
0.5596
(0.3978,
0.8008)
0.7401
(0.5499,
0.9906)
Y 0.8008
(0.6825,
0.9319)
1.758
(1.32,
2.317)
0.8241
(0.4836,
1.396)
1.19
(0.7689,
1.861)
1.724
(1.214,
2.456)
1.432
(1.132,
1.816)
0.6083
(0.332,
1.089)
1.291
(0.7594,
2.233)
1.208
(0.831,
1.746)
1.529
(1.198,
1.931)
1.312
(1.02,
1.704)
0.955
(0.6648,
1.395)
1.401
(0.9945,
1.993)
1.691
(1.219,
2.362)
1.644
(1.157,
2.339)
1.551
(0.9048,
2.675)
1.204
(0.8691,
1.655)
2.2
(1.461,
3.296)
0.902
(0.6521,
1.295)
0.6987
(0.4796,
1.03)
0.9258
(0.6582,
1.292)
1.249
(1.073,
1.465)
Z

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline- cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent Notes: Values are represented as HR (95% CI).

Dose-dense vs. conventional dose regimen

Among the 23 regimens included for the analysis of EFS, 3 regimens, namely, 6 FAC DD (AO), 4 AC DD→T DD (N), and 4 FAC DD→T DD (S), administered dose-dense chemotherapeutic drugs. Among them, 4 FAC DD→T DD was the most effective regimen with an HR of 0.773 (95% CI; 0.6598, 0.9027) in comparison to the respective conventional dose regimen (4 FAC CD→T CD). Similarly, 4 AC DD→T DD had a better though not statistically significant HR of 0.7103 (95% CI; 0.4747, 1.062) compared with 4 AC CD→T CD. Whereas the DD regimen without taxanes, 6 FAC DD, was not better than the CD regimen, 6FAC CD (HR:1.148, 95% CI; 0.9584, 1.378) (Table 4).

Efficacy estimates for OS

The OS measure of this analysis involved 21 regimens that constituted the network structure shown in Figure 3 and supplementary Figure 2. The I2 value of 3% was identical in the random-and fixed-effects model, less than 50%, so we performed a Bayesian fixed-effects NMA. The AF regimen consisting of 4 A CD→T CD (Table 5) had the highest probability (SUCRA: 0.92) for being the most effective treatment based on the OS compared to the other regimens, followed by 4 FAC DD→T DD (SUCRA S: 0.91) and 6 T CD + C CD (SUCRA AQ: 0.88).

Figure 3.

A circular network diagram displaying nodes labeled A to Z, interconnected by gray lines, highlighting variable connectivity. The diagram features 26 nodes labeled with letters A to Z, arranged in a circular formation. Each node is represented as an orange circle with purple text, connected by thin gray lines illustrating relationships. Node Y is notably interconnected, linking to 19 other nodes, while node C connects only to D. The diagram depicts a complex web without a central node, emphasizing varying degrees of connectivity among all nodes and their interactions.

Major network of evidence of the chemotherapeutic regimes for overall survival.

Table 5.

Rank probability of overall survival.

Chemotherapeutic regimens SUCRA rankings
AF 0.919725
S 0.907
AQ 0.883675
Z 0.769875
R 0.675763
F 0.66055
E 0.6449
T 0.54435
H 0.517288
C 0.469925
Y 0.459175
J 0.417275
N 0.413825
K 0.381575
AG 0.375375
AM 0.33665
L 0.331138
AO 0.321225
P 0.276725
D 0.156363
AE 0.037625

Note: AE, 3 FAC CD→Ix CD; AF, 4 A CD→T CD; AG, 4 A CD→T CD→CMF CD; AM, 6 AC CD + T CD; AO, 6 FAC DD; AQ, 6 T CD + C CD; AR, 8 FAC CD; C, 3 CAX CD→TX CD; D, 3 FAC CD→T CD; E, 4 A CD + T CD; F, 4 A CD→CMF CD; H, 4 AC CD; J, 4 AC CD→T CD; K, 4 AC CD→T Gx CD; L, 4 AC CD→Ix CD; N, 4 AC DD→T DD; P, 4 AT CD→X CD; R, 4 FAC CD→T CD; S, 4 FAC DD→T DD; T, 4 T CD→AC CD; Y, 6 FAC CD; Z, 6 T CD + AC CD.

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline-cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent.

The 4 The A CD→T CD regimen had statistically significant HRs for overall survival compared to 8 FAC CD: 0.25 (95% CI: 0.11, 0.59), 6 FAC DD: 0.39 (0.17, 0.87), 3 FAC CD→T CD: 0.32 (0.14, 0.73), and 6 FAC CD: 0.44 (0.20, 0.97). In addition, the 4 A CD→T CD regimen showed better HRs versus other regimens in the network (Table 6), though not statistically significant. Table 6 shows the pairwise HRs and the 95% CIs of all the chemotherapeutic regimens in the major network for overall survival.

Table 6.

League table of hazard ratios and 95% confidence intervals of pairwise comparisons of overall survival.

AE 0.2589 (0.1109, 0.5989) 0.6283 (0.3075, 1.24) 0.6567 (0.3423, 1.213) 0.6503 (0.4475, 0.9659) 0.2719 (0.0936, 0.7652) 0.5774 (0.3867, 0.8523) 0.7906 (0.643, 0.9642) 0.4897 (0.3337, 0.7245) 0.4623 (0.2566, 0.8255) 0.5754 (0.2969, 1.113) 0.6205 (0.3283, 1.142) 0.634 (0.3307, 1.197) 0.6771 (0.2989, 1.492) 0.6074 (0.4229, 0.8807) 0.7002 (0.3501, 1.395) 0.4558 (0.2609, 0.8046) 0.3123 (0.1711, 0.5746) 0.5363 (0.3344, 0.8536) 0.5786 (0.4213, 0.8063) 0.428 (0.2917, 0.6236)
3.862
(1.67,
9.017)
AF 2.417
(0.9037,
6.426)
2.509
(0.9532,
6.725)
2.511
(1.139,
5.648)
1.047
(0.2962,
3.661)
2.244
(0.9202,
5.412)
3.05
(1.353,
6.889)
1.896
(0.8999,
3.985)
1.778
(0.716,
4.533)
2.198
(0.8451,
5.973)
2.377
(0.9109,
6.179)
2.423
(0.9411,
6.385)
2.636
(0.9029,
7.562)
2.353
(0.9897,
5.578)
2.72
(0.9856,
7.286)
1.756
(0.7156,
4.533)
1.206
(0.4886,
3.131)
2.062
(0.9052,
4.815)
2.229
(1.03,
4.916)
1.657
(0.7286,
3.652)
1.592
(0.8064,
3.252)
0.4137
(0.1556,
1.107)
AG 1.05
(0.4592,
2.413)
1.037
(0.5456,
1.996)
0.4349
(0.161,
1.122)
0.9265
(0.4336,
1.941)
1.26
(0.6499,
2.458)
0.7791
(0.4077,
1.515)
0.739
(0.5169,
1.052)
0.9204
(0.4002,
2.119)
0.991
(0.4369,
2.226)
1.015
(0.4455,
2.329)
1.09
(0.4129,
2.738)
0.97
(0.4642,
2.053)
1.122
(0.4664,
2.663)
0.7322
(0.4984,
1.069)
0.5034
(0.326,
0.7737)
0.8515
(0.4268,
1.703)
0.9227
(0.4981,
1.707)
0.6813
(0.3583,
1.332)
1.523
(0.8243,
2.922)
0.3986
(0.1487,
1.049)
0.9528
(0.4144,
2.178)
AM 1.002
(0.5599,
1.841)
0.4183
(0.1336,
1.29)
0.8784
(0.4504,
1.784)
1.206
(0.6652,
2.241)
0.7493
(0.4158,
1.389)
0.7119
(0.3437,
1.493)
0.8802
(0.6914,
1.118)
0.946
(0.8133,
1.11)
0.9677
(0.7871,
1.185)
1.04
(0.6042,
1.756)
0.929
(0.4837,
1.863)
1.073
(0.7559,
1.526)
0.703
(0.346,
1.461)
0.4805
(0.228,
1.025)
0.8236
(0.4365,
1.566)
0.8894
(0.5209,
1.548)
0.6561
(0.3691,
1.168)
1.538
(1.035,
2.235)
0.3982
(0.1771,
0.8781)
0.9639
(0.5009,
1.833)
0.9975
(0.5433,
1.786)
AO 0.4174
(0.1449,
1.191)
0.8816
(0.5509,
1.431)
1.209
(0.8755,
1.688)
0.7496
(0.5538,
1.017)
0.7101
(0.4116,
1.243)
0.8764
(0.4786,
1.616)
0.9484
(0.5297,
1.663)
0.9674
(0.5347,
1.732)
1.04
(0.4737,
2.134)
0.9347
(0.5952,
1.422)
1.071
(0.5539,
2.051)
0.7009
(0.4179,
1.205)
0.4795
(0.2712,
0.8455)
0.8201
(0.5552,
1.205)
0.8837
(0.7306,
1.092)
0.653
(0.5013,
0.866)
3.678
(1.307,
10.68)
0.9553
(0.2731,
3.376)
2.299
(0.8911,
6.21)
2.391
(0.7752,
7.482)
2.396
(0.8395,
6.901)
AQ 2.135
(0.7274,
6.295)
2.912
(1.025,
8.305)
1.805
(0.6385,
5.087)
1.698
(0.7013,
4.183)
2.115
(0.6902,
6.663)
2.274
(0.7414,
7.04)
2.324
(0.7516,
7.271)
2.511
(0.7259,
8.551)
2.242
(0.7743,
6.683)
2.574
(0.8134,
8.097)
1.679
(0.7144,
4.155)
1.152
(0.4999,
2.748)
1.965
(0.6951,
5.714)
2.134
(0.7747,
5.841)
1.562
(0.569,
4.424)
1.732
(1.173,
2.586)
0.4456
(0.1848,
1.087)
1.079
(0.5152,
2.306)
1.138
(0.5604,
2.22)
1.134
(0.6987,
1.815)
0.4684
(0.1589,
1.375)
C 1.371
(0.981,
1.953)
0.8515
(0.5229,
1.392)
0.7975
(0.4201,
1.55)
0.9973
(0.4895,
1.965)
1.075
(0.5362,
2.077)
1.096
(0.5462,
2.147)
1.185
(0.4892,
2.685)
1.055
(0.665,
1.663)
1.217
(0.5787,
2.545)
0.7905
(0.4188,
1.513)
0.5443
(0.2793,
1.075)
0.9252
(0.5446,
1.635)
1.006
(0.6555,
1.555)
0.7401
(0.4718,
1.204)
1.265
(1.037,
1.555)
0.3279
(0.1452,
0.7391)
0.7936
(0.4069,
1.539)
0.8295
(0.4463,
1.503)
0.8269
(0.5923,
1.142)
0.3433
(0.1204,
0.976)
0.7295
(0.5121,
1.019)
D 0.6217
(0.4419,
0.8682)
0.5863
(0.3343,
1.011)
0.726
(0.3862,
1.358)
0.7808
(0.4258,
1.396)
0.7975
(0.4325,
1.464)
0.8611
(0.392,
1.827)
0.7703
(0.569,
1.041)
0.8852
(0.4465,
1.717)
0.5776
(0.3384,
0.9933)
0.3961
(0.2218,
0.7048)
0.675
(0.4434,
1.031)
0.7319
(0.5699,
0.9479)
0.5419
(0.3936,
0.7457)
2.042
(1.38,
2.997)
0.5275
(0.2509,
1.111)
1.284
(0.6603,
2.453)
1.335
(0.72,
2.405)
1.334
(0.9833,
1.806)
0.5539
(0.1966,
1.566)
1.174
(0.7184,
1.912)
1.608
(1.152,
2.263)
E 0.9417
(0.5535,
1.622)
1.176
(0.6328,
2.128)
1.268
(0.6979,
2.214)
1.293
(0.7083,
2.312)
1.382
(0.6258,
2.919)
1.244
(0.7855,
1.918)
1.433
(0.7332,
2.714)
0.9324
(0.5585,
1.583)
0.641
(0.3676,
1.134)
1.093
(0.7323,
1.631)
1.183
(0.9416,
1.48)
0.8729
(0.6496,
1.177)
2.163
(1.211,
3.897)
0.5623
(0.2206,
1.397)
1.353
(0.9505,
1.935)
1.405
(0.6696,
2.909)
1.408
(0.8042,
2.429)
0.5888
(0.2391,
1.426)
1.254
(0.6454,
2.381)
1.706
(0.9887,
2.991)
1.062
(0.6163,
1.807)
F 1.238
(0.5899,
2.571)
1.333
(0.6406,
2.73)
1.371
(0.6458,
2.818)
1.465
(0.6077,
3.46)
1.318
(0.7071,
2.494)
1.523
(0.6762,
3.351)
0.99
(0.8567,
1.145)
0.6778
(0.5276,
0.8653)
1.159
(0.6331,
2.083)
1.251
(0.7509,
2.045)
0.926
(0.5408,
1.588)
1.738
(0.8981,
3.368)
0.455
(0.1674,
1.183)
1.086
(0.472,
2.499)
1.136
(0.8942,
1.446)
1.141
(0.6187,
2.09)
0.4728
(0.1501,
1.449)
1.003
(0.5088,
2.043)
1.377
(0.7362,
2.59)
0.8505
(0.4699,
1.58)
0.8078
(0.3889,
1.695)
H 1.078
(0.9031,
1.294)
1.104
(0.8804,
1.385)
1.185
(0.6839,
2.033)
1.06
(0.5343,
2.144)
1.221
(0.8519,
1.767)
0.7966
(0.3895,
1.67)
0.5453
(0.2595,
1.16)
0.9442
(0.4849,
1.782)
1.011
(0.5796,
1.776)
0.7457
(0.4092,
1.345)
1.611
(0.8757,
3.046)
0.4208
(0.1618,
1.098)
1.009
(0.4493,
2.289)
1.057
(0.9008,
1.23)
1.054
(0.6012,
1.888)
0.4397
(0.142,
1.349)
0.9299
(0.4816,
1.865)
1.281
(0.7162,
2.348)
0.7887
(0.4518,
1.433)
0.7502
(0.3663,
1.561)
0.9277
(0.773,
1.107)
J 1.021
(0.8924,
1.169)
1.099
(0.6448,
1.814)
0.9782
(0.512,
1.941)
1.135
(0.8289,
1.556)
0.7376
(0.3726,
1.506)
0.5058
(0.244,
1.063)
0.8666
(0.4606,
1.624)
0.937
(0.5544,
1.609)
0.6924
(0.3944,
1.22)
1.577
(0.8355,
3.024)
0.4127
(0.1566,
1.063)
0.9855
(0.4294,
2.245)
1.033
(0.8439,
1.27)
1.034
(0.5773,
1.87)
0.4303
(0.1375,
1.33)
0.912
(0.4658,
1.831)
1.254
(0.6831,
2.312)
0.7734
(0.4325,
1.412)
0.7291
(0.3549,
1.548)
0.9062
(0.7223,
1.136)
0.9791
(0.8557,
1.121)
K 1.079
(0.6208,
1.811)
0.9621
(0.4944,
1.944)
1.112
(0.7892,
1.57)
0.7239
(0.3608,
1.509)
0.4944
(0.2367,
1.047)
0.8485
(0.4461,
1.589)
0.9201
(0.5308,
1.598)
0.6799
(0.3828,
1.219)
1.477
(0.6703,
3.346)
0.3793
(0.1322,
1.108)
0.9175
(0.3652,
2.422)
0.9612
(0.5694,
1.655)
0.9615
(0.4686,
2.111)
0.3982
(0.1169,
1.378)
0.8442
(0.3725,
2.044)
1.161
(0.5472,
2.551)
0.7237
(0.3426,
1.598)
0.6825
(0.289,
1.646)
0.8438
(0.4919,
1.462)
0.9101
(0.5513,
1.551)
0.9264
(0.5521,
1.611)
L 0.8921
(0.3921,
2.071)
1.027
(0.5724,
1.888)
0.672
(0.2901,
1.614)
0.4628
(0.1942,
1.122)
0.7882
(0.3564,
1.778)
0.8512
(0.4189,
1.813)
0.6252
(0.3009,
1.38)
1.646
(1.136,
2.365)
0.425
(0.1793,
1.01)
1.031
(0.4871,
2.154)
1.076
(0.5367,
2.068)
1.07
(0.7034,
1.68)
0.4461
(0.1496,
1.292)
0.9482
(0.6013,
1.504)
1.298
(0.9607,
1.758)
0.8039
(0.5214,
1.273)
0.7585
(0.401,
1.414)
0.9433
(0.4664,
1.872)
1.022
(0.5152,
1.953)
1.039
(0.5143,
2.023)
1.121
(0.4828,
2.55)
N 1.156
(0.5475,
2.395)
0.7482
(0.4004,
1.376)
0.5127
(0.2671,
0.9745)
0.8772
(0.5302,
1.468)
0.9505
(0.6466,
1.406)
0.7052
(0.4624,
1.074)
1.428
(0.717,
2.856)
0.3677
(0.1373,
1.015)
0.8911
(0.3756,
2.144)
0.9319
(0.6554,
1.323)
0.9333
(0.4875,
1.806)
0.3884
(0.1235,
1.229)
0.8214
(0.3929,
1.728)
1.13
(0.5824,
2.239)
0.6976
(0.3684,
1.364)
0.6568
(0.2984,
1.479)
0.819
(0.5659,
1.174)
0.8813
(0.6428,
1.206)
0.8995
(0.6368,
1.267)
0.9735
(0.5297,
1.747)
0.8648
(0.4176,
1.827)
P 0.6494
(0.2989,
1.437)
0.4468
(0.1974,
1.012)
0.7726
(0.3735,
1.523)
0.8276
(0.4444,
1.54)
0.6136
(0.3228,
1.16)
2.194
(1.243,
3.833)
0.5695
(0.2206,
1.398)
1.366
(0.9357,
2.006)
1.423
(0.6844,
2.89)
1.427
(0.83,
2.393)
0.5957
(0.2407,
1.4)
1.265
(0.661,
2.388)
1.731
(1.007,
2.955)
1.073
(0.6316,
1.791)
1.01
(0.8737,
1.167)
1.255
(0.5988,
2.567)
1.356
(0.6641,
2.684)
1.381
(0.6626,
2.771)
1.488
(0.6194,
3.448)
1.336
(0.7265,
2.498)
1.54
(0.696,
3.346)
R 0.6866
(0.5593,
0.843)
1.17
(0.6507,
2.072)
1.265
(0.78,
1.999)
0.9364
(0.5579,
1.555)
3.202
(1.74,
5.844)
0.829
(0.3193,
2.047)
1.986
(1.292,
3.067)
2.081
(0.9752,
4.387)
2.085
(1.183,
3.687)
0.8679
(0.3638,
2)
1.837
(0.9299,
3.58)
2.524
(1.419,
4.509)
1.56
(0.8818,
2.72)
1.475
(1.156,
1.895)
1.834
(0.8622,
3.854)
1.977
(0.9406,
4.098)
2.023
(0.9554,
4.225)
2.161
(0.8911,
5.148)
1.951
(1.026,
3.744)
2.238
(0.9879,
5.066)
1.456
(1.186,
1.788)
S 1.714
(0.9234,
3.104)
1.847
(1.105,
3.102)
1.366
(0.7831,
2.384)
1.865
(1.171,
2.991)
0.485
(0.2077,
1.105)
1.174
(0.5872,
2.343)
1.214
(0.6385,
2.291)
1.219
(0.8298,
1.801)
0.5089
(0.175,
1.439)
1.081
(0.6116,
1.836)
1.482
(0.9696,
2.255)
0.9151
(0.613,
1.366)
0.8629
(0.4801,
1.58)
1.059
(0.5611,
2.062)
1.154
(0.6158,
2.171)
1.179
(0.6292,
2.241)
1.269
(0.5623,
2.806)
1.14
(0.6812,
1.886)
1.294
(0.6564,
2.677)
0.8551
(0.4825,
1.537)
0.5834
(0.3222,
1.083)
T 1.08
(0.7857,
1.5)
0.7989
(0.5475,
1.161)
1.728
(1.24,
2.374)
0.4486
(0.2034,
0.9709)
1.084
(0.5859,
2.007)
1.124
(0.646,
1.92)
1.132
(0.9154,
1.369)
0.4686
(0.1712,
1.291)
0.9944
(0.643,
1.526)
1.366
(1.055,
1.755)
0.8453
(0.6758,
1.062)
0.7996
(0.4891,
1.332)
0.9891
(0.5631,
1.725)
1.067
(0.6214,
1.804)
1.087
(0.6259,
1.884)
1.175
(0.5516,
2.387)
1.052
(0.711,
1.546)
1.208
(0.6493,
2.25)
0.7902
(0.5002,
1.282)
0.5415
(0.3224,
0.9048)
0.9259
(0.6665,
1.273)
Y 0.7382
(0.6126,
0.9024)
2.336
(1.604,
3.429)
0.6037
(0.2738,
1.372)
1.468
(0.7507,
2.791)
1.524
(0.8561,
2.709)
1.531
(1.155,
1.995)
0.64
(0.226,
1.757)
1.351
(0.8304,
2.12)
1.845
(1.341,
2.541)
1.146
(0.8495,
1.539)
1.08
(0.6297,
1.849)
1.341
(0.7437,
2.444)
1.444
(0.82,
2.535)
1.471
(0.8205,
2.612)
1.599
(0.7247,
3.323)
1.418
(0.9314,
2.163)
1.63
(0.8624,
3.098)
1.068
(0.6429,
1.792)
0.7319
(0.4194,
1.277)
1.252
(0.8614,
1.827)
1.355
(1.108,
1.632)
Z

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline- cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent Notes: Values are represented as HR (95% CI).

Safety

The network diagram was completed for only two safety events, namely, nausea and neutropenia, as the network could not be completed for the other Grade ≥ 3 serious AEs. For nausea, the network, comprising 16 nodes and 17 edges, was constructed with 16 chemotherapeutic regimens, of which 9 were directly connected and the rest were indirectly connected (Figure 4, supplementary Figure 3). Since the heterogeneity model based on Bayesian analysis yielded an I2 value of 10% in both the random- and fixed-effects models, less than 50%, a fixed-effects model was used for analysis.

Figure 4.

A circular network diagram with 16 interconnected nodes labeled A, C, D, E, F, H, J, K, L, N, R, S, T, Y, AQ, AM, and AF. Nodes are orange, and connections are shown with gray lines, indicating relationships. A circular network diagram with 16 labeled nodes interconnected by gray lines.

Network for the incidence of Nausea.

The rank probability assessed by the SUCRA values showed that 6 T CD + C CD had the lowest incidence of nausea (SUCRA AQ: 0.96), followed by 3 FAC CD →T CD and 4 A CD + T CD with a ranking probability of 0.86. In addition, based on the SUCRA values, the chemotherapeutic regimen with the most frequently occurring Grade ≥ 3 nausea was 4 AC CD→Ix CD (SUCRA L: 0.10), followed by 4 AC CD→T Gx CD (SUCRA K: 0.18). Table 7 lists the rank probabilities of all the 16 chemotherapeutic regimens for the incidence of nausea.

Table 7.

Rank probability for the incidence of nausea.

Chemotherapeutic
regimens
SUCRA rankings
AQ 0.964367
D 0.864817
E 0.863367
AF 0.731867
S 0.648467
Y 0.584417
R 0.4969
C 0.4407
N 0.397867
J 0.39585
F 0.386717
T 0.35495
H 0.306483
AM 0.2703
K 0.18685
L 0.106083

Note: AF, 4 A CD→T CD; AM, 6 AC CD + T CD; AQ, 6 T CD + C CD; C, 3 CAX CD→TX CD; D, 3 FAC CD→T CD; E, 4 A CD + T CD; F, 4 A CD→CMF CD; H, 4 AC CD; J, 4 AC CD→T CD; K, 4 AC CD→T Gx CD; L, 4 AC CD→Ix CD; N, 4 AC DD→T DD; R, 4 FAC CD→T CD; S, 4 FAC DD→T DD; T, 4 T CD→AC CD; Y, 6 FAC CD.

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline- cyclophosphamide; CD, conventional dose; DD, dose-dense; AC, anthracycline-cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent.

For neutropenia, the I2 value in the random-effects model (3%) was less than the value obtained in the fixed-effects model (34%), so a Bayesian random-effects NMA was performed for this AE. A total of 17 chemotherapeutic regimens were included for synthesizing the evidence network (17 nodes and 22 edges), 12 of which were directly connected and the rest were indirectly connected (Figure 5, supplementary Figure 4).

Figure 5.

Network diagram of 17 labeled nodes arranged circularly, connected by gray lines depicting various relationships. This is a network diagram featuring 17 nodes labeled A, C, D, E, F, H, J, K, L, M, N, P, R, S, T, Y, AF, AM, and AQ. Each node is represented as an orange circle with blue text, and they are interconnected by gray lines illustrating diverse relationships among them. Node J is centrally located with many connections, while node Y also serves as a hub. Various nodes exhibit different degrees of connectivity, depicting a complex and dynamic relationship network among the elements.

Network for the incidence of neutropenia.

We found that the regimen 3 CAX CD→TX CD (SUCRA C: 0.79) was least likely to induce neutropenia, followed by 3 FAC CD→T CD (SUCRA D: 0.78) and 4 AC DD→T DD (SUCRA N: 0.76) (Table 8). The treatment regimens that had the highest probability of causing Grade ≥ 3 neutropenia was 6 T CD + C CD (SUCRA AQ: 0.09), followed by 4 AC CD→Ix CD (SUCRA L: 0.10).

Table 8.

Rank probability for the incidence of neutropenia.

Chemotherapeutic regimens SUCRA rankings
F 0.654125
C 0.797453
D 0.783984
N 0.765531
E 0.665016
P 0.63125
R 0.631016
AF 0.625313
Y 0.576641
J 0.371031
T 0.36925
H 0.362031
AM 0.361906
S 0.312641
K 0.290578
L 0.212453
AQ 0.089781

Note: AF, 4 A CD→T CD; AM, 6 AC CD + T CD; AQ, 6 T CD + C CD; C, 3 CAX CD→TX CD; D, 3 FAC CD→T CD; E, 4 A CD + T CD; F, 4 A CD→CMF CD; H, 4 AC CD; J, 4 AC CD→T CD; K, 4 AC CD→T Gx CD; L, 4 AC CD→Ix CD; N, 4 AC DD→T DD; R, 4 FAC CD→T CD; S, 4 FAC DD→T DD; T, 4 T CD→AC CD; Y, 6 FAC CD.

Abbreviations: T, taxanes; A, anthracyclines; FAC, fluorouracil-anthracycline-cyclophosphamide; CD, conventional dose; D, dose-dense; AC, anthracycline-cyclophosphamide; X, capecitabine; CMF, cyclophosphamide-methotrexate-fluorouracil; Gx: gemcitabine; Ix: ixabepilone; →, sequential; +, concurrent.

Discussion

Given the availability of several chemotherapeutic regimens for the treatment of BC at different doses and at varying frequencies, it is difficult to determine the optimum adjuvant chemotherapy regimen. Conventionally, dose-dense regimens were considered to be advantageous over conventional dose regimens. The results of this NMA revealed that the DD regimen containing taxanes was more effective than the one without taxanes. A previous patient-level NMA also revealed similar results [2].

The results of this NMA provide many noteworthy conclusions. The regimens AQ (6 cycles of taxanes CD plus cyclophosphamide CD), S (4 cycles of fluorouracil-anthracycline- cyclophosphamide DD sequential Taxane DD), and AF (4 cycles of anthracycline CD with sequential cyclophosphamide-methotrexate-fluorouracil CD) may be prioritized for the treatment of early-stage BC in the general population based on extended EFS and OS and a lower risk of AEs.

In 2015, Fujii et al. conducted an NMA of adjuvant BC therapies that compared the efficacy of sequential anthracycline-cyclophosphamide regimens followed by a taxane to TC (docetaxel and cyclophosphamide) for four cycles, TAC (concurrent docetaxel, doxorubicin, and cyclophosphamide), AC (four cycles doxorubicin and cyclophosphamide every three weeks), CMF, platinum agents, and no chemotherapy [51]. This study could not report a statistically significant difference in disease-free survival (DFS) and OS when comparing the CA-T group to TAC, platinum-containing regimens, and four cycles of TC [51]. Another NMA also demonstrated similar efficacy across DACT (dose-dense doxorubicin and cyclophosphamide every two weeks for four cycles), ACWKT (doxorubicin plus cyclophosphamide every three weeks for four cycles followed by weekly paclitaxel), TAC, and four cycles of TC [52]. Although these studies produced valuable findings, they only analyzed TC for four cycles versus TC for six cycles as studied in the ABC trial and the WSG PlanB trial [53,54]. They assumed similar efficacy between the four- and six-cycle TC regimens, based on a 2012 study by the Cancer and Leukemia Group, reporting no differences in DFS and OS between four-cycle AC versus six-cycle AC for early-stage BC [55].

Moreover, the HRs of EFS and OS in the AQ (6 T CD + C CD) and S (4 FAC DD→T DD) regimens derived from this NMA are consistent with an earlier multicenter RCT conducted by the Hellenic Oncology Research Group (HORG) using analogous regimens in women with HER2-negative, axillary lymph node-positive early BC. This study elucidated the non-inferiority of the six-cycle docetaxel and cyclophosphamide regimen conducted every 21 days to the four-cycle dose-dense 5-fluorouracil-epirubicin-cyclophosphamide performed every two weeks followed by four cycles of docetaxel every two weeks, demonstrating similar 3-year DFS rates in both treatment arms [18]. However, a pooled analysis of invasive BC by the same HORG failed to establish the non-inferiority of the aforementioned taxane-cyclophosphamide regimen (DFS: 89.04%; 95% CI: 88%, 90%) and taxane-anthracycline-cyclophosphamide regimen (DFS: 90.32%; 95% CI: 89%, 91%). Though the absolute difference in the DFS was 1.28%, the overall toxicity profile of the anthracycline-free (taxane-cyclophosphamide) regimen was comparatively better [56].

Despite the availability of previous NMAs, this NMA is, to the best of our knowledge, the first to compare the dosing schedules, dosing frequencies, and dosing combinations of chemotherapeutic agents used for the adjuvant treatment of early-stage BC. Still, this study shows some limitations. First, the studies included in this NMA, spanning almost two decades (2002–2020), were conducted at different sites in different demographics, making it impossible to quantify the variations in the efficacy of radiotherapy and surgical interventions. However, it is also a global perspective, providing a systematic assessment on a global scale, covering different geographic regions and populations. Second, clinical heterogeneity in patient characteristics associated with the risk of recurrence could be an important confounding factor. Moreover, some other factors should be taken into consideration when interpreting the results of this study, such as the classification of paclitaxel and docetaxel as taxanes and epirubicin and doxorubicin as anthracyclines when synthesizing the network evidence. Third, the limited number of trials for some drug combinations weakened the reliability of the comparisons. Besides, our study lacked access to individual patient data, hindering our ability to identify patients who could benefit from less intensive treatment. Fourth, the inconsistent availability of time-to-event data for neoadjuvant therapies restricts our ability to link treatment plans with survival advantages. Lastly, slight variations in how different trials defined DFS and EFS and our combined analysis of these outcomes might have introduced additional heterogeneity and potential bias.

Conclusion

Based on the available evidence, six cycles of taxanes every three weeks combined with cyclophosphamide provide a better EFS and the lowest incidence of nausea compared to the other contemporary adjuvant chemotherapies for patients with early-stage BC.

Supplementary Material

Supplementary Figure 2.tif
IANN_A_2652096_SM1933.tif (395.6KB, tif)
PRISMA_2020_checklist.docx
Supplementary Figure 1-300dpi.tif
Supplementary Figure 2-300dpi.tif
Supplementary Figure 1.tif
IANN_A_2652096_SM1929.tif (401.4KB, tif)
Supplementary Figure 3-300dpi.tif
Supplementary Figure 3.tif
IANN_A_2652096_SM1927.tif (331.2KB, tif)
Supplementary Figure 4-300dpi.tif
Supplementary Figure 4.tif
IANN_A_2652096_SM1925.tif (372.3KB, tif)

Funding Statement

No funding was received.

Author contributions

The authors’ contributions to the paper are as follows: conception and design of the work; Linxiaoxi Ma and Lei Fan; analysis and interpretation of the data: Linxiaoxi Ma, Wenjia Zuo, Yizi Zheng and Lichen Tang; drafting of the paper: Linxiaoxi Ma, Shuling Zhou and Lei Fan; data collection and critical revision for intellectual content: Linxiaoxi Ma, Qin Xiao and Lei Fan; and final approval of the version to be published: Linxiaoxi Ma and Lei Fan. All authors agree to be accountable for all aspects of this study.

Disclosure statement

No potential conflict of interest was reported by the authors.

Data availability statement

The authors confirm that data supporting the findings of this study are available within the article.

References

  • 1.Anampa J, Makower D, Sparano JA.. Progress in adjuvant chemotherapy for breast cancer: an overview. BMC Med. 2015;13(1):195. doi: 10.1186/s12916-015-0439-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Early Breast Cancer Trialists’ Collaborative Group (EBCTCG). Increasing the dose intensity of chemotherapy by more frequent administration or sequential scheduling: a patient-level meta-analysis of 37 298 women with early breast cancer in 26 randomised trials. Lancet. 2019;393(10179):1440–1452. doi: 10.1016/S0140-6736(18)33137-4. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Peto R, Davies C, Early Breast Cancer Trialists’ Collaborative Group (EBCTCG), et al. Comparisons between different polychemotherapy regimens for early breast cancer: meta- analyses of long-term outcome among 100,000 women in 123 randomised trials. Lancet. 2012;379(9814):432–444. doi: 10.1016/S0140-6736(11)61625-5. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 4.Colozza M, de Azambuja E, Cardoso F, et al. Breast cancer: achievements in adjuvant systemic therapies in the pre-genomic era. Oncologist. 2006;11(2):111–125. doi: 10.1634/theoncologist.11-2-111. [DOI] [PubMed] [Google Scholar]
  • 5.Stebbing J, Delaney G, Thompson A.. Breast cancer (non-metastatic). BMJ Clin Evid. 2011;2011:0102. [PMC free article] [PubMed] [Google Scholar]
  • 6.Cardoso F, Kyriakides S, Ohno S, et al. Early breast cancer: ESMO Clinical Practice Guidelines for diagnosis, treatment and follow-up. Ann Oncol. 2019;30(8):1194–1220. doi: 10.1093/annonc/mdz173. [DOI] [PubMed] [Google Scholar]
  • 7.National Cancer Comprehensive Network . NCCN guidelines for breast cancer (version 5.2021). Accessed July 5, 2021. https://www.ncc n.org/professionals/physician_gls/pdf/breast.pdf.
  • 8.Škubník J, Pavlíčková V, Ruml T, et al. Current perspectives on taxanes: focus on their bioactivity, delivery and combination therapy. Plants (Basel). 2021;10(3):569. doi: 10.3390/plants10030569. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 9.Rouse B, Chaimani A, Li T.. Network meta-analysis: an introduction for clinicians. Intern Emerg Med. 2017;12(1):103–111. doi: 10.1007/s11739-016-1583-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Higgins JPT, Altman DG, Gotzsche PC, et al. The Cochrane Collaboration’s tool for assessing risk of bias in randomised trials. BMJ. 2011;343(oct 18 2):d5928. doi: 10.1136/bmj.d5928. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Ma L-L, Wang Y-Y, Yang Z-H, et al. Methodological quality (risk of bias) assessment tools for primary and secondary medical studies: what are they and which is better? Mil Med Res. 2020;7(1):7. doi: 10.1186/s40779-020-00238-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Shim SR, Kim S-J, Lee J, et al. Network meta-analysis: application and practice using R software. Epidemiol Health. 2019;41:e2019013. doi: 10.4178/epih.e2019013. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Pathak M, Dwivedi SN, Deo SVS, et al. Which is the preferred measure of heterogeneity in meta-analysis and why? A revisit. BBOAJ. 2017;1(1):14–20. Accessed July 7, 2021 doi: 10.19080/BBOAJ.2017.01.555555. [DOI] [Google Scholar]
  • 14.Dias S, Sutton AJ, Ades AE, et al. Evidence synthesis for decision making 2. Med Decis Making. 2013;33(5):607–617. doi: 10.1177/0272989X12458724. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15.Foukakis T, von Minckwitz G, Bengtsson N-O, et al. Effect of tailored dose-dense chemotherapy vs standard 3-weekly adjuvant chemotherapy on recurrence-free survival among women with high-risk early breast cancer: a randomized clinical trial. JAMA. 2016;316(18):1888–1896. doi: 10.1001/jama.2016.15865. [DOI] [PubMed] [Google Scholar]
  • 16.Blondeaux E, Lambertini M, Michelotti A, et al. Dose-dense adjuvant chemotherapy in early breast cancer patients: 15-year results of the Phase 3 Mammella InterGruppo (MIG)-1 study. Br J Cancer. 2020;122(11):1611–1617. doi: 10.1038/s41416-020-0816-8. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Delaloge S, Piccart M, Rutgers E, et al. Standard anthracycline based versus docetaxel- capecitabine in early high clinical and/or genomic risk breast cancer in the EORTC 10041/BIG 3-04 MINDACT phase III trial. J Clin Oncol. 2020;38(11):1186–1197. doi: 10.1200/JCO.19.01371. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 18.Mavroudis D, Matikas A, Malamos N, et al. Dose-dense FEC followed by docetaxel versus docetaxel plus cyclophosphamide as adjuvant chemotherapy in women with HER2-negative, axillary lymph node-positive early breast cancer: a multicenter randomized study by the Hellenic Oncology Research Group (HORG). Ann Oncol. 2016;27(10):1873–1878. doi: 10.1093/annonc/mdw274. [DOI] [PubMed] [Google Scholar]
  • 19.Lambertini M, Poggio F, Bruzzone M, et al. Dose‐dense adjuvant chemotherapy in HER2‐ positive early breast cancer patients before and after the introduction of trastuzumab: Exploratory analysis of the GIM2 trial. Int J Cancer. 2020;147(1):160–169. doi: 10.1002/ijc.32789. [DOI] [PubMed] [Google Scholar]
  • 20.Del Mastro L, De Placido S, Bruzzi P, et al. Fluorouracil and dose-dense chemotherapy in adjuvant treatment of patients with early-stage breast cancer: an open-label, 2 × 2 factorial, randomised phase 3 trial. Lancet. 2015;385(9980):1863–1872. doi: 10.1016/S0140-.6736(14)62048-1 [DOI] [PubMed] [Google Scholar]
  • 21.Budd GT, Barlow WE, Moore HCF, et al. SWOG S0221: a phase III trial comparing chemotherapy schedules in high-risk early-stage breast cancer. J Clin Oncol. 2015;33(1):58–64. doi: 10.1200/JCO.2014.56.3296. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 22.Ejlertsen B, Tuxen MK, Jakobsen EH, et al. Adjuvant cyclophosphamide and docetaxel with or without epirubicin for early TOP2A-normal breast cancer: DBCG 07-READ, an open-label, phase III, randomized trial. J Clin Oncol. 2017;35(23):2639–2646. doi: 10.1200/JCO.2017.72.3494. [DOI] [PubMed] [Google Scholar]
  • 23.von Minckwitz G, Conrad B, Reimer T, et al. A randomized phase 2 study comparing EC or CMF versus nab-paclitaxel plus capecitabine as adjuvant chemotherapy for nonfrail elderly patients with moderate to high-risk early breast cancer (ICE II-GBG 52): EC/CMF or nPX in Elderly Patients With Breast Ca. Cancer. 2015;121(20):3639–3648. doi: 10.1002/cncr.29506. [DOI] [PubMed] [Google Scholar]
  • 24.Perrone F, Nuzzo F, Di Rella F, et al. Weekly docetaxel versus CMF as adjuvant chemotherapy for older women with early breast cancer: final results of the randomized phase III ELDA trial. Ann Oncol. 2015;26(4):675–682. doi: 10.1093/annonc/mdu564. [DOI] [PubMed] [Google Scholar]
  • 25.Polyzos A, Malamos N, Boukovinas I, et al. FEC versus sequential docetaxel followed by epirubicin/cyclophosphamide as adjuvant chemotherapy in women with axillary node- positive early breast cancer: a randomized study of the Hellenic Oncology Research Group (HORG). Breast Cancer Res Treat. 2010;119(1):95–104. doi: 10.1007/s10549-009-0468-0. [DOI] [PubMed] [Google Scholar]
  • 26.Mackey JR, Martin M, Pienkowski T, et al. Adjuvant docetaxel, doxorubicin, and cyclophosphamide in node-positive breast cancer: 10-year follow-up of the phase 3 randomised BCIRG 001 trial. Lancet Oncol. 2013;14(1):72–80. doi: 10.1016/S1470-.2045(12)70525-9 [DOI] [PubMed] [Google Scholar]
  • 27.Mavroudis D, Saloustros E, Boukovinas I, et al. Sequential vs concurrent epirubicin and docetaxel as adjuvant chemotherapy for high-risk, node-negative, early breast cancer: an interim analysis of a randomised phase III study from the Hellenic Oncology Research Group. Br J Cancer. 2017;117(2):164–170. doi: 10.1038/bjc.2017.158. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 28.Del Mastro L, Levaggi A, Michelotti A, et al. 5-Fluorouracil, epirubicin and cyclophosphamide versus epirubicin and paclitaxel in node-positive early breast cancer: a phase-III randomized GONO-MIG5 trial. Breast Cancer Res Treat. 2016;155(1):117–126. doi: 10.1007/s10549-015-3655-1. [DOI] [PubMed] [Google Scholar]
  • 29.Möbus V, von Minckwitz G, Jackisch C, et al. German adjuvant intergroup node-positive study (GAIN): a phase III trial comparing two dose-dense regimens (iddEPC versus ddEC- PwX) in high-risk early breast cancer patients. Ann Oncol. 2017;28(8):1803–1810. doi: 10.1093/annonc/mdx203. [DOI] [PubMed] [Google Scholar]
  • 30.Mackey JR, Pieńkowski T, Crown J, et al. Long-term outcomes after adjuvant treatment of sequential versus combination docetaxel with doxorubicin and cyclophosphamide in node- positive breast cancer: BCIRG-005 randomized trial. Ann Oncol. 2016;27(6):1041–1047. doi: 10.1093/annonc/mdw098. [DOI] [PubMed] [Google Scholar]
  • 31.Saloustros E, Malamos N, Boukovinas I, et al. Dose-dense paclitaxel versus docetaxel following FEC as adjuvant chemotherapy in axillary node-positive early breast cancer: a multicenter randomized study of the Hellenic Oncology Research Group (HORG). Breast Cancer Res Treat. 2014;148(3):591–597. doi: 10.1007/s10549-014-3202-5. [DOI] [PubMed] [Google Scholar]
  • 32.Kerbrat P, Desmoulins I, Roca L, III, et al. Optimal duration of adjuvant chemotherapy for high- risk node-negative (N–) breast cancer patients: 6-year results of the prospective randomised multicentre phase. UNICANCER-PACS 05 trial (UCBG-0106). Eur J Cancer. 2017;79:166–175. doi: 10.1016/j.ejca.2017.03.004. [DOI] [PubMed] [Google Scholar]
  • 33.Martín M, Ruiz Simón A, Ruiz Borrego M, et al. Epirubicin plus cyclophosphamide followed by docetaxel versus epirubicin plus docetaxel followed by capecitabine as adjuvant therapy for node-positive early breast cancer: results from the GEICAM/2003- 10 study. J Clin Oncol. 2015;33(32):3788–3795. doi: 10.1200/JCO.2015.61.9510. [DOI] [PubMed] [Google Scholar]
  • 34.Joensuu H, Kellokumpu-Lehtinen P-L, Huovinen R, et al. Adjuvant Capecitabine, Docetaxel, Cyclophosphamide, and Epirubicin for Early Breast Cancer: final Analysis of the Randomized FinXX Trial. J Clin Oncol. 2012;30(1):11–18. doi: 10.1200/JCO.2011.35.4639. [DOI] [PubMed] [Google Scholar]
  • 35.Coombes RC, Bliss JM, Espie M, et al. Randomized, phase III trial of sequential epirubicin and docetaxel versus epirubicin alone in postmenopausal patients with node-positive breast cancer. J Clin Oncol. 2011;29(24):3247–3254. doi: 10.1200/JCO.2010.32.7254. [DOI] [PubMed] [Google Scholar]
  • 36.Roché H, Fumoleau P, Spielmann M, et al. Sequential adjuvant epirubicin-based and docetaxel chemotherapy for node-positive breast cancer patients: the FNCLCC PACS 01 trial. J Clin Oncol. 2006;24(36):5664–5671. doi: 10.1200/JCO.2006.07.3916. [DOI] [PubMed] [Google Scholar]
  • 37.Ellis P, Barrett-Lee P, Johnson L, et al. Sequential docetaxel as adjuvant chemotherapy for early breast cancer (TACT): an open-label, phase III, randomised controlled trial. Lancet. 2009;373(9676):1681–1692. doi: 10.1016/S0140-6736(09)60740-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 38.Martin M, Rodriguez-Lescure A, Ruiz A, et al. Randomized phase 3 trial of fluorouracil, epirubicin, and cyclophosphamide alone or followed by paclitaxel for early breast cancer. JNCI Journal of the National Cancer Institute. 2008;100(11):805–814. doi: 10.1093/jnci/djn151. [DOI] [PubMed] [Google Scholar]
  • 39.Cameron D, Morden JP, Canney P, et al. Accelerated versus standard epirubicin followed by cyclophosphamide, methotrexate, and fluorouracil or capecitabine as adjuvant therapy for breast cancer in the randomised UK TACT2 trial (CRUK/05/19): a multicentre, phase 3, open-label, randomised, controlled trial. Lancet Oncol. 2017;18(7):929–945. doi: 10.1016/S1470-2045(17)30404-7. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 40.Wardley AM, Hiller L, Howard HC, et al. tAnGo: a randomised phase III trial of gemcitabine in paclitaxel-containing, epirubicin/cyclophosphamide-based, adjuvant chemotherapy for early breast cancer: a prospective pulmonary, cardiac and hepatic function evaluation. Br J Cancer. 2008;99(4):597–603. doi: 10.1038/sj.bjc.6604538. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 41.Bianco AR, De Matteis A, Manzione L, et al. Sequential epirubicin-docetaxel-CMF as adjuvant therapy of early breast cancer: results of the Taxit216 multicenter phase III trial. J Clin Oncol. 2006;24(18_suppl):LBA520–LBA520. doi: 10.1200/jco.2006.24.18_suppl.lba520. [DOI] [Google Scholar]
  • 42.Buzdar AU, Singletary SE, Valero V, et al. Evaluation of paclitaxel in adjuvant chemotherapy for patients with operable breast cancer: preliminary data of a prospective randomized trial. Clin Cancer Res. 2002;8(5):1073–1079. PMID: 12006521. [PubMed] [Google Scholar]
  • 43.Coudert B, Asselain B, Campone M, et al. Extended benefit from sequential administration of docetaxel after standard fluorouracil, epirubicin, and cyclophosphamide regimen for node‐positive breast cancer: the 8‐year follow‐up results of the UNICANCER‐PACS01 trial. Oncologist. 2012;17(7):900–909. doi: 10.1634/theoncologist.2011-0442. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 44.Fountzilas G, Skarlos D, Dafni U, et al. Postoperative dose-dense sequential chemotherapy with epirubicin, followed by CMF with or without paclitaxel, in patients with high-risk operable breast cancer: a randomized phase III study conducted by the Hellenic Cooperative Oncology Group. Ann Oncol. 2005;16(11):1762–1771. doi: 10.1093/annonc/mdi366. [DOI] [PubMed] [Google Scholar]
  • 45.Mamounas EP, Bryant J, Lembersky B, et al. Paclitaxel after doxorubicin plus cyclophosphamide as adjuvant chemotherapy for node-positive breast cancer: results from NSABP B-28. J Clin Oncol. 2005;23(16):3686–3696. doi: 10.1200/JCO.2005.10.517. [DOI] [PubMed] [Google Scholar]
  • 46.Martín M, Ruiz A, Borrego MR, et al. Fluorouracil, doxorubicin, and cyclophosphamide (FAC) versus FAC followed by weekly paclitaxel as adjuvant therapy for high-risk, node-negative breast cancer: results from the GEICAM/2003-02 study. J Clin Oncol. 2013;31(20):2593–2599. doi: 10.1200/JCO.2012.46.9841. [DOI] [PubMed] [Google Scholar]
  • 47.Reinisch M, Gluz O, Ataseven B, et al. Updated survival analysis after a median follow-up of 12 years of an anthracycline-containing adjuvant prospective multicentre, randomised phase III trial on dose-dense chemotherapy in primary node-positive, high-risk breast cancer patients. Breast Care (Basel). 2019;14(3):159–164. doi: 10.1159/000491792. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 48.Saha A, Bag S, Banerjee C, et al. Adjuvant chemotherapy with six cycles of AC regimen versus three cycles of AC regimen followed by three cycles of Paclitaxel in node-positive breast cancer. Indian J Cancer. 2012;49(3):266. doi: 10.4103/0019-509X.104483. [DOI] [PubMed] [Google Scholar]
  • 49.Vici P, Brandi M, Giotta F, et al. A multicenter phase III prospective randomized trial of high-dose epirubicin in combination with cyclophosphamide (EC) versus docetaxel followed by EC in node-positive breast cancer. GOIM (Gruppo Oncologico Italia Meridionale) 9902 study. Ann Oncol. 2012;23(5):1121–1129. doi: 10.1093/annonc/mdr412. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 50.Yardley DA, Arrowsmith ER, Daniel BR, et al. TITAN: phase III study of doxorubicin/cyclophosphamide followed by ixabepilone or paclitaxel in early-stage triple- negative breast cancer. Breast Cancer Res Treat. 2017;164(3):649–658. doi: 10.1007/s10549-.017-4285-6 [DOI] [PubMed] [Google Scholar]
  • 51.Fujii T, Le Du F, Xiao L, et al. Effectiveness of an Adjuvant Chemotherapy Regimen for Early-Stage Breast Cancer: A Systematic Review and Network Meta-analysis. JAMA Oncol. 2015;1(9):1311–1318. doi: 10.1001/jamaoncol.2015.3062. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 52.John P, Osani MC, Kodali A, et al. Comparative effectiveness of adjuvant chemotherapy in early-stage breast cancer: a network meta- analysis. Clin Breast Cancer. 2021;21(1):e22–e37. doi: 10.1016/j.clbc.2020.07.005. [DOI] [PubMed] [Google Scholar]
  • 53.Blum JL, Flynn PJ, Yothers G, et al. Anthracyclines in early breast cancer: the ABC trials- USOR 06-090, NSABP B-46-I/USOR 07132, and NSABP B-49 (NRG Oncology). J Clin Oncol. 2017;35(23):2647–2655. doi: 10.1200/JCO.2016.71.4147. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 54.Harbeck N, Gluz O, Clemens MR, et al. Prospective WSG phase III PlanB trial: final analysis of adjuvant 4xEC→4x doc vs. 6x docetaxel/cyclophosphamide in patients with high clinical risk and intermediate-to-high genomic risk HER2-negative, early breast cancer. J Clin Oncol. 2017;35(15_suppl):504–504. doi: 10.1200/JCO.2017.35.15_suppl.504. [DOI] [Google Scholar]
  • 55.Shulman LN, Cirrincione CT, Berry DA, et al. Six cycles of doxorubicin and cyclophosphamide or Paclitaxel are not superior to four cycles as adjuvant chemotherapy for breast cancer in women with zero to three positive axillary nodes: cancer and Leukemia Group B 40101. J Clin Oncol. 2012;30(33):4071–4076. doi: 10.1200/JCO.2011.40.6405. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 56.Ntellas P, Spathas N, Agelaki S, et al. Taxane & cyclophosphamide vs anthracycline & taxane-based chemotherapy as adjuvant treatment for breast cancer: a pooled analysis of randomized controlled trials by the Hellenic Academy of Oncology. Oncotarget. 2019;10(11):1209–1216. doi: 10.18632/oncotarget.26632. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

Supplementary Figure 2.tif
IANN_A_2652096_SM1933.tif (395.6KB, tif)
PRISMA_2020_checklist.docx
Supplementary Figure 1-300dpi.tif
Supplementary Figure 2-300dpi.tif
Supplementary Figure 1.tif
IANN_A_2652096_SM1929.tif (401.4KB, tif)
Supplementary Figure 3-300dpi.tif
Supplementary Figure 3.tif
IANN_A_2652096_SM1927.tif (331.2KB, tif)
Supplementary Figure 4-300dpi.tif
Supplementary Figure 4.tif
IANN_A_2652096_SM1925.tif (372.3KB, tif)

Data Availability Statement

The authors confirm that data supporting the findings of this study are available within the article.


Articles from Annals of Medicine are provided here courtesy of Taylor & Francis

RESOURCES