Pembrolizumab plus chemotherapy for first-line treatment of metastatic nonsquamous non-small-cell lung cancer: a network meta-analysis
Abstract
Aim: A systematic review and network meta-analysis were conducted to evaluate the efficacy of pembrolizumab + pemetrexed + platinum relative to other regimens in metastatic nonsquamous non-small-cell lung cancer (NSq-NSCLC). Patients & methods: Eligible studies evaluated first-line regimens in NSq-NSCLC patients without known targetable mutations. Relative treatment effects were synthesized with random effects proportional hazards Bayesian network meta-analyses. Results: The hazard ratio (HR) for overall survival (OS) for pembrolizumab + pemetrexed + platinum was statistically significant over all platinum-doublet (HR range: 0.42–0.61), platinum-doublet + bevacizumab (HR range: 0.44–0.53) and platinum-doublet + atezolizumab regimens (HR range: 0.56–0.62). Additionally, pembrolizumab + pemetrexed + platinum numerically improved OS over atezolizumab + paclitaxel + carboplatin + bevacizumab (HR: 0.65; 95% credible interval: 0.43, 1.01). Pembrolizumab + pemetrexed + platinum had 95.6% probability of being the best treatment regimen for OS. Conclusion: Pembrolizumab + pemetrexed + platinum is likely the most efficacious first-line regimen for metastatic NSq-NSCLC.
The introduction of immunotherapy has led to a rapid transformation in the treatment of metastatic non-small-cell lung cancer (NSCLC). The PD-1/PD-L1 inhibitors, nivolumab, pembrolizumab and atezolizumab were first approved for advanced NSCLC in previously treated disease, based on significantly improved overall survival (OS) compared with docetaxel [1–4]. Pembrolizumab monotherapy was subsequently approved for the first-line treatment of metastatic NSCLC whose tumors have high PD-L1 expression (tumor proportion score [TPS] ≥50%) and with no EGFR mutation or ALK gene rearrangement, based on significantly improved OS compared with platinum-based doublet chemotherapy [5].
Recently, several clinical trials evaluating PD-1/PD-L1 inhibitors in combination with traditional chemotherapy regimens have been published. In a randomized, Phase II clinical trial in metastatic nonsquamous NSCLC without actionable mutations, carboplatin plus pemetrexed with pembrolizumab provided significantly better response rates and progression-free survival (PFS) compared with chemotherapy alone, leading to FDA accelerated approval in May 2017 [6]. The subsequent confirmatory Phase III KEYNOTE-189 trial demonstrated patients who received pembrolizumab + pemetrexed + platinum had superior OS compared with patients who received pemetrexed + platinum chemotherapy alone (hazard ratio [HR] for OS: 0.49; 95% CI: 0.38–0.64; p < 0.001) [7]. The Phase III IMpower150 study demonstrated carboplatin + paclitaxel + bevacizumab + atezolizumab was superior to carboplatin + paclitaxel + bevacizumab for OS (HR for OS: 0.78; 95% CI: 0.64–0.96; p = 0.0164), while carboplatin + paclitaxel + atezolizumab was not superior to carboplatin + paclitaxel + bevacizumab (HR for OS: 0.88; 95% CI: 0.72–1.08) [8,9]. The Phase III IMpower130 trial results add to evidence that carboplatin + nab-paclitaxel + atezolizumab has superior OS compared with carboplatin + nab-paclitaxel (HR for OS: 0.79; 95% CI: 0.64–0.98; p = 0.033) [10]. Finally, the Phase III IMpower132 interim analysis results failed to demonstrate that carboplatin or cisplatin + pemetrexed + atezolizumab had superior OS compared with carboplatin or cisplatin + pemetrexed (HR for OS: 0.81; 95% CI: 0.64–1.03; p = 0.0797) [11].
KEYNOTE-021G, a randomized Phase II trial, showed benefit for platinum doublet chemotherapy in combination with immunotherapy compared with chemotherapy alone in metastatic nonsquamous NSCLC without actionable mutations. However, KEYNOTE-189 was the first randomized Phase III trial to show the benefit of adding immunotherapy to a platinum doublet chemotherapy regimen irrespective of PD-L1 expression status. On the basis of this result, the National Comprehensive Cancer Network (NCCN) issued a category 1 recommendation in its guidelines [12]. Additionally, based on findings in KEYNOTE-189, the European Society for Medical Oncology (ESMO) has issued platinum doublet chemotherapy as a category A regimen [13]. Due to KEYNOTE-189's impact on the standard of care, it was of interest to compare the relative efficacy of pembrolizumab + pemetrexed + platinum to additional competing interventions, including other immunotherapy-based regimens for the first-line treatment of metastatic nonsquamous NSCLC patients without tumor EGFR mutation or ALK translocation by means of a network meta-analysis (NMA). Given a connected network of evidence, NMA provides a valid alternative for simultaneous comparison of all included interventions and estimates relative treatment effects between any pair of interventions in the network [14–16].
Methods
Systematic literature review
A systematic literature review (SLR) was initiated in May 2016 and updated at regular intervals through November 2018. Prespecified selection criteria regarding study population, interventions, comparators, outcomes and study design (PICOS) are enumerated in Table 1. The PICOS captured randomized controlled trials (RCTs) that were conducted in metastatic NSCLC patients who were previously untreated for their disease; evaluated recommended interventions; reported outcomes of interest; were conducted after 1995; and were published in English. Trials employing PD-L1 selection criteria were not included. During each SLR update, searches of MEDLINE, EMBASE and the Cochrane Central Register of Controlled Trials were conducted. The Scottish Intercollegiate Guidelines Network (SIGN) filter for RCTs was used to limit study design. Medical subject headings (MeSH) terms and keywords were used to identify studies by population, interventions and comparators. In addition, proceedings from European Society for Medical Oncology, International Association for the Study of Lung Cancer World Conference on Lung Cancer (IASLC WCLC), American Association for Cancer Research (AACR) and the American Society of Clinical Oncology (ASCO) were searched. Full search strategies are available in the Supplementary Materials.
Criteria | Description |
---|---|
Population | Metastatic NSCLC patients who were previously untreated with systemic therapy for their metastatic nonsquamous disease† |
Interventions | Pembrolizumab |
Pembrolizumab + platinum + pemetrexed | |
Nivolumab | |
Nivolumab + ipilimumab | |
Nivolumab + platinum (carboplatin + cisplatin) + pemetrexed, followed by pemetrexed maintenance | |
Durvalumab | |
Durvalumab + tremelimumab | |
Atezolizumab | |
Atezolizumab + bevacizumab + paclitaxel + carboplatin | |
Atezolizumab + paclitaxel + carboplatin | |
Atezolizumab + nab-paclitaxel + carboplatin | |
Atezolizumab + platinum + pemetrexed | |
Avelumab | |
Pemetrexed + platinum | |
Pemetrexed + platinum, followed by pemetrexed maintenance | |
Taxane + platinum (paclitaxel, nab-paclitaxel or docetaxel) | |
Docetaxel + platinum followed by pemetrexed maintenance | |
Paclitaxel + platinum followed by pemetrexed maintenance | |
Gemcitabine + platinum | |
Gemcitabine + platinum followed by pemetrexed maintenance | |
Vinorelbine + platinum | |
Gemcitabine + platinum followed by gemcitabine maintenance | |
Etoposide + platinum | |
Nonpemetrexed platinum doublet followed by pemetrexed switch maintenance | |
Nonerlotinib-containing platinum doublet × 4–6 cycles followed by erlotinib switch maintenance | |
Gemcitabine + bevacizumab + platinum | |
Paclitaxel + bevacizumab + platinum | |
Pemetrexed + bevacizumab + platinum | |
Nonplatinum regimens (gemcitabine + docetaxel and gemcitabine + vinorelbine) | |
Comparisons | Any of the above interventions and placebo |
Between any of the above interventions | |
Outcomes | Overall survival |
Progression-free survival | |
Overall response rate (tabulations only) | |
Health-related quality of life (tabulations only) | |
Grade 3 or 4 adverse events (tabulations only) | |
Study design | Randomized controlled trials |
Other | English language |
1995 onwards |
Two reviewers independently screened titles and abstracts of articles and conference proceedings for potentially eligible studies. Full-text publications corresponding to included studies were then retrieved and screened in duplicate. Preferred reporting items for systematic reviews and meta-analyses (PRISMA) flow diagrams for the original SLR and for each update are provided in the Supplementary Materials. Discrepancies were resolved by discussion between the pair of reviewers. Once the list of included studies was finalized, trial characteristics, patient characteristics and study results were extracted in duplicate from all eligible publications.
Study quality was assessed using Cochrane Collaboration's Risk of Bias tool to evaluate six key domains: sequence generation; allocation concealment; blinding of participants, personnel and outcome assessors; incomplete outcome data; selective outcome reporting; and other sources of bias [17]. Specific study characteristics evaluated include: random sequence generation, allocation concealment, blinding/masking status, incomplete outcome data, selective outcome reporting, as well as funding, support or conflicts of interest reported. Each of the study characteristics is assigned a low, medium, high or unclear risk status, and support for the decision is made and reported in tables (Supplementary Information).
Network meta-analysis
NMA is a well-established statistical technique that allows the comparison of treatment effects among interventions that have not been studied in a head-to-head clinical trial [14–16,18]. Indirect treatment comparisons have been in use for >20 years and a recent review found that nearly 800 NMAs were published in over 300 journals between 1997 and 2015 [19,20]. Additionally, health technology assessment bodies in a number of countries recommend Bayesian NMA to synthesize evidence for decision making [18,21]. The methods followed in this analysis match those outlined in the Technical Support Document #2, published by the National Institute for Health and Care Excellence in the UK. In brief, NMA is an extension of pairwise meta-analysis that allows estimation of relative treatment effects between all interventions in a connected network of RCTs by calculating the differences in pooled relative treatment effects between studies. First, a parameter such as an HR is assumed to follow a noninformative (i.e., no prior knowledge of the parameter) probability distribution. Next, the probabilities of different values for the parameters of interest are calculated given the observed data, and the prior probability distribution is updated to yield a posterior probability distribution. This calculation is performed using a Markov chain Monte Carlo algorithm implemented in the software package OpenBUGS according to the methods described in National Institute for Health and Care Excellence Technical Support Document #2 [18]. The posterior distribution is then summarized as a point estimate for the parameter of interest along with a 95% credible interval (CrI). CrIs are the Bayesian analog of a frequentist CI. Unlike CIs, CrIs are interpreted probabilistically; there is 95% chance that the true value of the parameter lies within the 95% CrI.
A well-designed NMA is dependent upon properly defining both prognostic factors and relative treatment effect modifiers. Prognostic factors are characteristics that affect the outcome of patients with a disease, independent of treatment. Relative treatment effect modifiers are patient characteristics that influence the treatment effects of an intervention relative to the control, and which may introduce between-study heterogeneity if effect modifiers are imbalanced across trials. Only the relative treatment effects of each trial are considered, reducing the degree to which indirect comparisons of interventions are affected by differences in study effects (i.e., known and unknown prognostic factors). Therefore, in order to decrease the likelihood of biased estimates, potential relative treatment effect modifiers must be evaluated in a feasibility assessment prior to conducting an NMA to ensure included trials are reasonably similar.
Before proceeding with an NMA, a feasibility assessment was conducted to determine whether the RCT evidence for the interventions of interest form a single evidence network for each population and outcome of interest; and assess distributions of treatment, outcomes, study and patient characteristics that may influence the treatment effects when performing direct comparisons of the evidence networks [22]. Assessed trial characteristics included study phase, trial initiation, trial completion, trial region(s), eligibility criteria and risk of bias. Heterogeneity of patient characteristics was determined by baseline patient characteristics such as crossover, demographics of the trial (e.g., age, sex, race/ethnicity) and clinical characteristics of the trial (e.g., ECOG performance status, smoking status and disease stage). Histology, a known treatment effect modifier, was accounted for by including only patients with nonsquamous disease in the analysis, as stated in the PICOS eligibility criteria. Trials that enrolled patients of other histologies were included only if outcomes were available for the nonsquamous subgroup and these subgroup outcomes were used in the analysis. After determining that the evidence networks and their respective trials were sufficiently similar, the evidence was synthesized by means of NMAs. Random-effects pairwise meta-analyses were used to determine direct and indirect associated treatment effects for both OS and PFS NMAs. Under the assumption of consistency, the NMA model relates the data from the individual studies to basic parameters reflecting the (pooled) relative treatment effect of each intervention compared with the reference, in this case platinum + pemetrexed. Based on these basic parameters, the relative treatment effects between each of the contrasts in the network were obtained. Under the Bayesian framework, it is possible to calculate the probability of being the best treatment out of all treatments included in the connected network of evidence. It is also possible to calculate which treatments are the second best, third best, etc., treatment out of all interventions included in the connected network [23].
The NMA of reported HRs for PFS and OS, assuming proportional hazards between treatments, was performed using a model with a contrast-based normal likelihood for the log HR (and corresponding standard error) of each trial (or comparison) in the network. Normal noninformative prior distributions for the parameters were estimated with a mean of 0 and a variance of 10,000. In cases where HRs were not reported but Kaplan–Meier curves were available, the Kaplan–Meier curves were digitized (DigitizeIt; www.digitizeit.de/) and constant HRs were estimated using the Guyot algorithm [24].
The results of the NMA for PFS and OS were presented with estimates for treatment effects of each intervention relative to the reference, platinum + pemetrexed. The posterior distributions of relative treatment effects were summarized by the median and 95% CrIs, which were constructed from the 2.5th and 97.5th percentiles of the posterior distributions. Additionally, median rankings and associated probability of being the best treatment for each outcome of interest were presented. All analyses were performed using R version 3.4.0 (R Project for Statistical Computing) with the package R2JAGS version 0.5.7 (OpenBUGS Project Management Group) [25]. R is a widely used, free, open-source programming language and environment for statistical computing as well as graphics [25].
Results
Systematic literature review & feasibility assessment
The original SLR was conducted in May 2016 and updated in March 2017; November 2017; April 2018; June 2018; and November 2018. A total of 14,300 abstracts and 462 full text publications were screened. In all, 65 publications pertaining to 27 trials matching the PICOS criteria were identified. The included trials and their corresponding publications are listed in Table 2.
Trial ID | Trial number | Principal publication | Subsequent publications |
---|---|---|---|
AVAiL | NCT00806923 | Reck et al. [26] | Reck et al. [27] |
Mok et al. [28] | |||
BEYOND | NCT01364012 | Zhou et al. [29] | – |
CheckMate 026 | NCT02041533 | Carbone et al. [30] | Socinski et al. [31] |
CLEAR | – | Koyama et al. [32] | Atagi et al. [33] |
Harada et al. [34] | |||
ECOG 4599 | NCT0021060 | Sandler et al. [35] | Sandler et al. [36] |
Tyagi et al. [37] | |||
Gerber et al. [38] | |||
ERACLE | NCT01303926 | Galetta et al. [39] | – |
Gronberg 2009 | – | Gronberg et al. [40] | Brown et al. [41] |
IMpower130 | NCT02367781 | Cappuzzo et al. [10] | – |
IMpower132 | NCT02657434 | Papadimitrakopoulou [11] | – |
IMpower150 | NCT02366143 | Socinski et al. [8] | Socinski [42] |
Reck [43] | |||
Reck et al. [44] | |||
Kowanetz et al. [45] | |||
Reck et al. [46] | |||
Reck et al. [47] | |||
Rothenstein et al. [48] | |||
Reck et al. [49] | |||
Jang 2017 | – | Jang et al. [50] | – |
JMDB | NCT00087711 | Scagliotti et al. [51] | Novello et al. [52] |
Syrigos et al. [53] | |||
Yang et al. [54] | |||
JMIL | NCT01005680 | Wu et al. [55] | Eli Lilly and Company et al. [56] |
JO19907 | – | Niho et al. [57] | – |
Johnson 2004 | – | Johnson et al. [58] | – |
KEYNOTE-021G | NCT02039674 | Langer et al. [6] | Langer et al. [59] |
Langer et al. [60] | |||
Papadimitrakopoulou et al. [61] | |||
Borghaei et al. [62] | |||
Borghaei et al. [63] | |||
Borghaei et al. [64] | |||
Gentzler [65] | |||
KEYNOTE-024 | NCT02142738 | Reck et al. [5] | Reck et al. [66] |
Brahmer et al. [67] | |||
Brahmer et al. [68] | |||
Reck et al. [69] | |||
KEYNOTE-189 | NCT02578680 | Gandhi et al. [7] | Gandhi [70] |
Garassino et al. [71] | |||
Hui et al. [72] | |||
Rodriguez et al. [73] | |||
Kristensen 2017 | – | Kristensen et al. [74] | – |
NAVotrial 01 | Eudract 2009-012001 | Bennouna et al. [75] | – |
PointBreak | NCT00762034 | Patel et al. [76] | Spigel et al. [77] |
Reynolds et al. [78] | |||
PRONOUNCE | NCT00948675 | Zinner et al. [79] | – |
Rodrigues-Pereira 2011 | NCT00520676 | Rodrigues-Pereira et al. [80] | – |
Spigel 2012 | – | Spigel et al. [81] | – |
Sun 2015 | NCT01401192 | Sun et al. [82] | – |
TRAIL | NCT01282151 | Park et al. [83] | – |
Zhang 2013 | ChiCTR-TRC-11001194 | Zhang et al. [84] | – |
Outcomes of interest
26 trials reported OS and 23 trials reported PFS. Eleven trials defined OS; of these trials, six defined OS as time from randomization to death from any cause. Two trials, Spigel (2012) and Sun (2015), defined OS as time from enrollment to time of death [81,82]. TRAIL defined OS as time from the first date of treatment to time of death from any cause []. Finally, both IMpower130 and IMpower132 defined OS as from baseline until death [10,11]. PFS was defined in 12 trials, of which eight trials defined PFS as time from randomization to the first documented disease progression or death. Sun (2015) defined PFS as time from enrollment to disease progression or death, and TRAIL defined time to progression (TTP) as time from first date of treatment until disease progression or death [82]. Additionally, both IMpower130 and IMpower132 defined PFS as baseline until disease progression or death, whichever occurred first [10,11]. Two trials reported TTP only, Checkmate 026 and TRAIL; this end point was used as a surrogate for PFS [31]. Additionally, Zhang (2013), Gronberg (2009), and Johnson (2004) reported neither PFS nor TTP and, therefore, were not included in PFS analyses [40,84,85]. One trial did not report any outcomes of interest; Kristensen (2017), reported only patient-reported outcomes [74].
Trial characteristics
Trial characteristics of included RCTs were similar (Table 3). The earliest study was completed in 2007 and the latest study is scheduled to be completed in 2019. Most trials were open label, had low risk of bias according to the Cochrane Collaboration's tool, and included patients with ECOG performance scores of 0 or 1. However, five trials did permit patients with ECOG scores of 2 (Gronberg (2009), Jang (2017), Johnson (2004), Rodrigues-Pereira (2011) and TRAIL) [40,50,80,85]. Based on eligibility criteria defined in the PICOS table (Table 2), only patients with nonsquamous histology were of interest. However, six trials were conducted in both nonsquamous and squamous patients. For trials including both nonsquamous and squamous patients, subgroup data in nonsquamous patients was used to maintain a homogeneous population with respect to histology status. Two trials restricted eligibility based on PD-L1 immunohistochemistry status, KEYNOTE-024 and CheckMate-026, which allowed only PD-L1-expressing patients [5,30].
Trial ID | Phase | Masking | Multicenter | Age (years) | Disease stage | Performance score |
---|---|---|---|---|---|---|
AVAiL | III | Double blind | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
BEYOND | III | Double blind | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
CheckMate 026 | III | Open label | Yes | ≥18 | IV | ECOG ≤1 |
CLEAR | II | Open label | Yes | 20–74 | IIIB or IV | ECOG ≤1 |
ECOG 4599 | III | Open label | – | – | IIIB or IV | ECOG ≤1 |
ERACLE | III | Open label | Yes | 18–70 | IIIB or IV | ECOG ≤1 |
Gronberg 2009 | III | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤2 |
IMpower130 | III | Open label | Yes | ≥18 | IV | ECOG ≤1 |
IMpower132 | III | Open label | Yes | ≥18 | IV | ECOG ≤1 |
IMpower150 | III | Open label | Yes | ≥18 | IV | ECOG ≤1 |
Jang 2017 | II | – | Yes | ≥65 | IIIB or IV | ECOG ≤2 |
JMDB | III | – | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
JMIL | III | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
JO19907 | II | Open label | Yes | 20–74 | IIIB or IV | ECOG ≤1 |
Johnson 2004 | II | – | Yes | ≥18 | IIIB or IV | ECOG ≤2 |
KEYNOTE-021G | II | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
KEYNOTE-024 | II | Open label | Yes | ≥18 | IV | ECOG ≤1 |
KEYNOTE-189 | III | Quadruple or double blind | Yes | ≥18 | IV | ECOG ≤1 |
Kristensen 2017 | – | Open label | No | – | IIIB or IV | WHO 0–2 |
NAVotrial 01 | II | – | Yes | 18–75 years | IIIB or IV | Karnofsky ≥80% |
PointBreak | III | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤1 |
PRONOUNCE | III | Open label | Yes | ≥18 | IV | ECOG ≤1 |
Rodrigues-Pereira 2011 | III | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤2 |
Spigel 2012 | II | Open label | Yes | ≥70 | IIIB or IV | ECOG ≤1 |
Sun 2015 | II | Open label | No | ≥18 | IIIB or IV (UICCC 6) | ECOG ≤1 |
TRAIL | III | Open label | Yes | ≥18 | IIIB or IV | ECOG ≤2 |
Zhang 2013 | II | – | Yes | ≥18 | IIIB or IV (UICCC 6) | ECOG ≤1 |
Intervention characteristics
Intervention characteristics of included trials, including dosage and frequency, and planned duration of treatment were reasonably similar across trials. Treatment regimens largely consisted of six planned cycles with each cycle lasting 21 days. However, 17 trials did allow maintenance therapies for patients with complete or partial tumor response, with no progressive disease, and/or at the local physicians’ discretion. Maintenance therapies consisted of certain components of the randomized regimen a patient was assigned to. Seven trials allowed for within-trial crossover in treatment following disease progression: CheckMate 026, IMpower130, Johnson 2004, KEYNOTE-189, KEYNOTE-021G, KEYNOTE-024, and TRAIL [5–7,10,30,66,85]. Crossover proportions refer to patients who were eligible and crossed over to interventions upon verified disease progression (Table 5). Of trials permitting crossover, six out of the seven allowed patients to crossover from the control arm to the crossover therapy. Proportions of patients crossing over from the control arm to the maintenance therapy ranged from 40.8 to 59.4%. The TRAIL trial permitted patients in both the control and intervention arms to crossover; in the control arm, 72.7% crossed over and the comparator arm had 69.0% crossed over []. One trial evaluated nivolumab monotherapy in PD-L1-positive patients, CheckMate 026 [30].
Trial ID | Treatment | N | Median age (range) | Male N (%) | Asian N (%) | ECOG 0 or 1 (%) | Current or former smoker (%) | Never smoker (%) | Stage IV (%) | EGFR positive (%) | ALK positive (%) |
---|---|---|---|---|---|---|---|---|---|---|---|
AVAiL | Gemcitabine + platinum | 347 | 59.0 (29.0–83.0) | 223 (64%) | – | 347 (100%) | – | – | 266 (77%) | – | – |
Gemcitabine + bevacizumab (7.5 mg/kg) + platinum | 345 | 57.0 (26.0–81.0) | 223 (65%) | – | 345 (100%) | – | – | 267 (78%) | – | – | |
Gemcitabine + bevacizumab (15 mg/kg) + platinum | 351 | 59.0 (20.0–83.0) | 219 (62%) | – | 351 (100%) | – | – | 269 (77%) | – | – | |
BEYOND | Paclitaxel + platinum | 138 | 56.0 (23.0–74.0) | 77 (56%) | 138 (100%) | 138 (100%) | – | – | 125 (91%) | 17 (12%) | – |
Paclitaxel + bevacizumab + platinum | 138 | 57.0 (30.0–75.0) | 75 (54%) | 138 (100%) | 138 (100%) | – | – | 126 (91%) | 23 (17%) | – | |
CheckMate 026 | Nivolumab | 271 | 62.8 (32.0–89.0) | 184 (68%) | 30 (11%) | 268 (99%) | 238 (88%) | 30 (11%) | 255 (94%) | – | – |
Pemetrexed + platinum | 270 | 63.4 (29.0–87.0) | 149 (55%) | 17 (6%) | 267 (99%) | 237 (88%) | 29 (11%) | 244 (90%) | – | – | |
CLEAR | Pemetrexed + bevacizumab + platinum | 131 | 66.0 (37.0–74.0) | 97 (74%) | – | 131 (100%) | 109 (83%) | 22 (17%) | 95 (73%) | 0 (0%) | 2 (2%) |
Paclitaxel + bevacizumab + platinum | 66 | 67.0 (22.0–74.0) | 47 (71%) | – | 66 (100%) | 54 (82%) | 12 (18%) | 50 (76%) | 0 (0%) | 0 (0%) | |
ECOG 4599 | Paclitaxel + platinum | 433 | – | 253 (58%) | – | 430 (99%) | – | – | 337 (78%) | – | – |
Paclitaxel + bevacizumab + platinum | 417 | – | 210 (50%) | – | 414 (99%) | – | – | 310 (74%) | – | – | |
ERACLE | Pemetrexed + platinum | 60 | 60.0 (35.0–72.0) | 42 (70%) | – | 60 (100%) | 42 (70%) | 13 (22%) | 57 (95%) | – | – |
Paclitaxel + bevacizumab + platinum | 58 | 62.0 (41.0–71.0) | 45 (78%) | – | 58 (100%) | 35 (60%) | 16 (28%) | 54 (93%) | – | – | |
Gronberg 2009 | Gemcitabine + platinum | 217 | 66.0 (25.0–84.0) | 128 (59%) | – | 168 (77.4%) | 204 (94%) | 11 (5%) | 156 (72%) | – | – |
Pemetrexed + platinum | 219 | 64.0 (35.0–90.0) | 123 (56%) | – | 172 (78.5%) | 197 (90%) | 22 (10%) | 156 (71%) | – | – | |
IMpower130 | Nab-paclitaxel + platinum | 228 | – | 134 (59%) | 1 (1%) | 91 (40%) | 211 (93%) | 17 (8%) | 228 (100%) | 0 (0%) | 0 (0%) |
Atezolizumab + nab-paclitaxel + platinum | 451 | – | 266 (59%) | 12 (3%) | 189 (42%) | 403 (89%) | 48 (11%) | 451 (100%) | 0 (0%) | 0 (0%) | |
IMpower132 | Pemetrexed + platinum | 286 | 64.0 (31.0–85.0) | 192 (66%) | 71 (24%) | 126 (43%) | 255 (87%) | 37 (13%) | 292 (100%) | 0 (0%) | 0 (0%) |
Atezolizumab + pemetrexed + platinum | 292 | 63.0 33.0–83.0) | 192 (67%) | 65 (23%) | 114 (40%) | 256 (90%) | 30 (11%) | 286 (100%) | 0 (0%) | 0 (0%) | |
IMpower150 | Atezolizumab + paclitaxel + bevacizumab + platinum | 400 | 63.0 (31.0–89.0) | 240 (60%) | – | – | 318 (80%) | 82 (21%) | – | 34 (9%) | 11 (3%) |
Paclitaxel + bevacizumab + platinum | 400 | 63.0 (31.0–90.0) | 239 (60%) | – | – | 323 (81%) | 77 (19%) | – | 45 (11%) | 20 (5%) | |
Atezolizumab + paclitaxel + platinum | 402 | 63.0 (32.0–85.0) | 241 (60%) | – | – | 325 (81%) | 77 (19%) | – | 45 (11%) | 9 (2%) | |
Jang 2017 | Docetaxel + platinum | 50 | 71.0 (50.0–81.0) | 39 (78%) | – | – | – | – | 31 (62%) | – | – |
Gemcitabine + platinum | 47 | 71.0 (40.0–86.0) | 32 (68%) | – | – | – | – | 35 (75%) | – | – | |
JMDB | Gemcitabine + platinum | 634 | – | 423 (66.7%) | 78 (12.3%) | 632 (99.7%) | – | – | 489 (77%) | – | – |
Pemetrexed + platinum | 618 | – | 389 (62.9%) | 86 (13.9%) | 617 (99.8%) | – | – | 491 (79%) | – | – | |
JMIL | Gemcitabine + platinum | 634 | 60.0 | 425 (67%) | 634 (100%) | 633 (100%) | 447 (70%) | 105 (17%) | 490 (77%) | – | – |
Pemetrexed + platinum | 618 | 60.6 | 400 (65%) | 618 (100%) | 617 (100%) | 432 (70%) | 111 (18%) | 493 (80%) | – | – | |
JO19907 | Paclitaxel + platinum | 59 | 60.0 (38.0–73.0) | 38 (64%) | 59 (100%) | 59 (100%) | 40 (68%) | 19 (32%) | 42 (71%) | – | – |
Paclitaxel + bevacizumab + platinum | 121 | 61.0 (34.0–74.0) | 77 (64%) | 121 (100%) | 121 (100%) | 83 (69%) | 38 (31%) | 83 (69%) | – | – | |
Johnson 2004 | Paclitaxel + platinum | 32 | – | 24 (75%) | – | 30 (94%) | – | – | 26 (81%) | – | – |
Paclitaxel + bevacizumab (7.5 mg/kg) + platinum | 32 | – | 20 (62%) | – | 31 (97%) | – | – | 30 (94%) | – | – | |
Paclitaxel + bevacizumab (15 mg/kg) + platinum | 35 | – | 16 (46%) | – | 31 (89%) | – | – | 28 (80%) | – | – | |
KEYNOTE-021G | Pembrolizumab + pemetrexed + platinum | 60 | 62.5 (54.0–70.0) | 22 (37%) | 5 (8%) | 59 (98%) | 45 (75%) | 15 (25%) | 59 (98%) | 0 (0%) | 0 (0%) |
Pemetrexed + platinum | 63 | 63.2 (58.0–70.0) | 26 (41%) | 5 (8%) | 63 (100%) | 54 (86%) | 9 (14%) | 60 (95%) | 0 (0%) | 0 (0%) | |
KEYNOTE-024 | Pembrolizumab | 154 | 64.5 (33.0–90.0) | 92 (60%) | 25 (16%) | 153 (100%) | 149 (97%) | 5 (3%) | 153 (99%) | – | – |
Pemetrexed + platinum | 151 | 66.0 (38.0–85.0) | 95 (63%) | 21 (14%) | 151 (100%) | 132 (87%) | 19 (13%) | 150 (99%) | – | – | |
KEYNOTE-189 | Pembrolizumab + pemetrexed + platinum | 410 | 63.5 (34.0–84.0) | 254 (62%) | 10 (2%) | 311 (76%) | 362 (88%) | 48 (12%) | 410 (100%) | 0 (0%) | 0 (0%) |
Pemetrexed + platinum | 206 | 63.0 (34.0–84.0) | 109 (53%) | 8 (4%) | 205 (99%) | 181 (88%) | 25 (12%) | 206 (100%) | 0 (0%) | 0 (0%) | |
Kristensen 2017 | Vinorelbine + platinum | 25 | 63.0 (52.0–84.0) | 13 (52%) | – | 24 (96%) | – | – | 20 (80%) | – | – |
Gemcitabine + platinum | 27 | 65.0 (50.0–87.0) | 16 (59%) | – | 4 (89%) | – | – | 24 (89%) | – | – | |
NAVotrial 01 | Pemetrexed + platinum | 51 | 63.8 (40.3–75.5) | 33 (65%) | – | – | – | – | 45 (88%) | – | – |
Vinorelbine + platinum | 100 | 61.0 (38.4–75.1) | 62 (62%) | – | – | – | – | 88 (88%) | – | – | |
PointBreak | Paclitaxel + bevacizumab + platinum | 472 | 64.6 | 251 (53%) | 15 (3%) | 472 (0%) | 420 (89%) | 50 (11%) | 424 (90%) | – | – |
Pemetrexed + bevacizumab + platinum | 467 | 64.9 | 249 (53%) | 14 (3%) | 466 (0%) | 405 (87%) | 58 (12%) | 420 (90%) | – | – | |
PRONOUNCE | Paclitaxel + bevacizumab + platinum, followed by bevacizumab | 179 | 65.4 (41.2–86.2) | 104 (58%) | 0 (0%) | 179 (100%) | 172 (96%) | – | 179 (100%) | – | – |
Pemetrexed + platinum, followed by pemetrexed | 182 | 65.8 (38.4–84.1) | 105 (58%) | 4 (2%) | 181 (99%) | 164 (90%) | – | 181 (99%) | – | – | |
Rodrigues-Pereira 2011 | Docetaxel + platinum | 105 | 58.9 (31.4–78.4) | 50 (48%) | 44 (42%) | 88 (84%) | 62 (59%) | 41 (39%) | 82 (78%) | – | – |
Pemetrexed + platinum | 106 | 60.1 (27.9–83.1) | 64 (60%) | 45 (42%) | 91 (86%) | 72 (68%) | 34 (32%) | 89 (84%) | – | – | |
Spigel 2012 | Gemcitabine + bevacizumab + pemetrexed | 55 | 76.0 (70.0–89.0) | 29 (53%) | – | 55 (100%) | – | – | 50 (91%) | – | – |
Pemetrexed + bevacizumab + platinum | 55 | 77.0 (70.0–89.0) | 26 (47%) | – | 55 (100%) | – | – | 47 (86%) | – | – | |
Sun 2015 | Gemcitabine + platinum | 155 | (37.0–79.0) | 91 (59%) | 155 (100%) | – | 90 (58%) | 65 (42%) | 142 (92%) | 47 (30%) | 12 (8%) |
Pemetrexed + platinum | 160 | (29.0–81.0) | 87 (54%) | 160 (100%) | – | 82 (51%) | 78 (49%) | 144 (90%) | 41 (26%) | 13 (8%) | |
TRAIL | Pemetrexed + platinum | 77 | 63.0† (8.9) | 53 (69%) | – | 69 (90%) | 37 (48%) | 14 (18%) | 72 (94%) | 0 (0%) | 0 (0%) |
Docetaxel + platinum | 71 | 63.6† (9.7) | 50 (70%) | – | 64 (90%) | 35 (49%) | 14 (20%) | 68 (96%) | 0 (0%) | 0 (0%) | |
Zhang 2013 | Gemcitabine + platinum | 124 | 55.0 (26.0–71.0) | 77 (62%) | 124 (100%) | 124 (100%) | – | – | 89 (72%) | – | – |
Pemetrexed + platinum | 127 | 54.0 (33.0–73.0) | 78 (61%) | 127 (100%) | 127 (100%) | – | – | 82 (65%) | – | – |
Trial | Original treatment(s) | N | Crossover allowed | Crossover treatment | Conditions for crossover | % patients crossover |
---|---|---|---|---|---|---|
CheckMate 026 | Pemetrexed + platinum | 270 | Yes | Nivolumab | Disease progression | 58.0% |
Nivolumab | 271 | – | – | – | – | |
IMpower130 | Nab-paclitaxel + platinum | 228 | Yes | Atezolizumab + nab-paclitaxel + platinum | Disease progression | 40.8% |
Atezolizumab + nab-paclitaxel + platinum | 451 | – | – | – | – | |
Johnson, 2004 | Paclitaxel + platinum | 32 | Yes | Bevacizumab | Disease progression | 59.4% |
Paclitaxel + bevacizumab (7.5 mg/kg) + platinum | 32 | – | – | – | – | |
Platinum + paclitaxel + bevacizumab (15 mg/kg) | 35 | – | – | – | – | |
KEYNOTE-021G | Pemetrexed + platinum | 63 | Yes | Pembrolizumab | Disease progression | 43.3% |
Pembrolizumab + pemetrexed + platinum | 60 | – | – | – | ||
KEYNOTE-024 | Pemetrexed + platinum | 151 | Yes | Pembrolizumab | Disease progression | 43.7% |
Pembrolizumab | 154 | – | – | – | – | |
KEYNOTE-189 | Pemetrexed + platinum | 206 | Yes | Pembrolizumab | Disease progression | 41.3% |
Pembrolizumab + pemetrexed + platinum | 410 | – | – | – | – | |
TRAIL | Pemetrexed + platinum | 77 | Yes | Docetaxel or EGFR inhibitor | Disease progression | 72.7% |
Docetaxel + platinum | 71 | Yes | Pemetrexed or EGFR inhibitor | Disease progression | 69.0% |
Patient characteristics
Differences identified in the ITT populations with respect to age, sex, ECOG status, smoking status and American Joint Committee on Cancer (AJCC) stage status were assessed and deemed reasonably similar. However, substantial variation was observed for ethnicity (Table 4).
Ranging from 54 to 77 years, median age at baseline varied little between treatment arms. However, two trials were conducted in exclusively elderly patients, Jang 2017 and Spigel (2012) [50,81]. Similarly, sex distribution across trials had little variation, with all trials being majority male, except for KEYNOTE-021G, which consisted of 39.0% males [6]. Although the between-trial sex distribution was reasonably similar, within-trial sex distributions for three trials were imbalanced. Fewer than half (48%) of the patients in the docetaxel + platinum arm of Rodrigues-Pereira (2011) were male but 54.3% of the patients in the entire trial were male [80]. In Spigel (2012), 47% of the patients in the pemetrexed + bevacizumab + platinum arm were male; however, 50% of the entire trial was male [81]. Similarly, fewer than half (46%) of the patients in the paclitaxel + bevacizumab (15 mg/kg) + platinum arm of Johnson (2004) were male; however, 60% of the patients in the entire trial were male [85]. Most patients had ECOG performance status (PS) of 0 or 1. Three trials (Gronberg [2009], Rodrigues-Pereira [2011] and TRAIL) reported at least 10% of patients with an ECOG PS of 2 [40,80]. Among trials reporting this information, most (>50%) patients were current and former smokers with the exception of TRAIL, in which slightly fewer than half of patients (48.6%) were current and former smokers []. The proportion of patients with AJCC stage IV lung cancer was reasonably similar between all arms, ranging from 62 to 100%. A minority of patients in some trials had stage IIIB disease, with KEYNOTE-189 containing no stage IIIB patients and Jang 2017 having the highest proportion of stage IIIB patients (31.5%) [7,84]. Although many trials did not report EGFR mutation or ALK translocation status, six trials were conducted in EGFR mutation-negative patients only and five trials were conducted in ALK translocation-negative patients only. Three trials reported minimal proportions of patients whose tumors were EGFR mutation positive ranging from 10 to 28%. IMpower150, BEYOND and CLEAR reported <8% of patients with ALK translocation positive status. Although IMpower150 included some EGFR- and ALK-positive patients, HRs from the EGFR wild-type subgroup were used in the NMAs. Ethnicity varied between trials as six trials (BEYOND; JO19907; JMIL; Sun [ 2015]; Zhang [2013]; and TRAIL) were conducted among exclusively east Asian patients while seven trials (CheckMate 026, IMpower130, JMDB, KEYNOTE-021G, KEYNOTE-189, PointBreak and PRONOUNCE) reported that fewer than 15% of patients were of Asian/east Asian descent [6,7,29,31,51,55,57,76,79,82,84].
After evaluating heterogeneity of trials included after the SLR in the feasibility assessment, five trials were excluded from NMAs. Two trials were conducted in an exclusively elderly population, Jang (2017) and Spigel (2017) [50,81]. One trial, Kristensen (2017), did not report any outcomes of interest [74]. KEYNOTE-024 and CheckMate 026 only enrolled PD-L1-expressing patients, and were thereby excluded, as no other trials in the network had this criterion and PD-L1 expression is a known effect modifier [30,66]. After exclusion of these five trials, studies were determined to be of good quality and with minimal heterogeneity, although key differences were identified with respect to within-trial crossover, use of maintenance therapies and race/ethnicity. Of trials included in the evidence base that reported subgroup analyses to assess potential effect modifiers, there was no reporting of statistically significant differences in efficacy by subgroup; however, it should be noted that in some instances potential differences by subgroup were reported numerically, but not statistically tested. In absence of individual patient data to adjust for differences identified, there is risk of confounding bias if these differences act as treatment effect modifiers. Thus, differences between the target population and the evidence base should be acknowledged when interpreting results of the NMAs conducted for OS and PFS. After the feasibility assessment, connected networks of evidence were constructed for OS and PFS consisting of 22 trials (Figure 1) and 19 trials (Figure 2), respectively.
Network meta-analysis
For each trial in the OS and PFS networks, the HR, log (HR) and associated standard error are presented in Tables 6 and 8, respectively. Results of the random-effects NMA for OS and PFS are shown in Tables 7and 9, respectively.
Study | Reference | Intervention | HR | logHR (SE) |
---|---|---|---|---|
AVAiL | Gem + platinum | Gem + bev + platinum | 1.03 | 0.03 (0.09) |
BEYOND | Pac/nab-pac + platinum | Pac + bev + platinum | 0.68 | -0.39 (0.16) |
CLEAR | Pac + bev + platinum | Peme + bev + platinum | 0.96 | -0.05 (0.22) |
ECOG 4599 | Pac/nab-pac + platinum | Pac + bev + platinum | 0.79 | -0.24 (0.08) |
ERACLE | Peme + platinum | Pac + bev + platinum | 1.08 | 0.08 (0.22) |
Gronberg 2009 | Peme + platinum | Gem + platinum | 1.04 | 0.04 (0.13) |
IMpower130 | Pac/nab-pac + platinum | Pac/nab-pac + atezo + platinum | 0.79 | -0.24 (0.11) |
IMpower132 | Peme + platinum | Peme + atezo + platinum | 0.81 | -0.21 (0.12) |
IMpower150 | Pac/nab-pac + platinum | Pac/nab-pac + atezo + platinum | 0.88 | -0.13 (0.10) |
IMpower150 | Pac/nab-pac + platinum | Pac + bev + atezo + platinum | 0.78 | -0.25 (0.10) |
J019907 | Pac/nab-pac + platinum | Pac + bev + platinum | 0.99 | -0.01 (0.21) |
JMDB | Peme + platinum | Gem + platinum | 1.23 | 0.21 (0.08) |
JMIL | Peme + platinum | Gem + platinum | 1.00 | 0.00 (0.15) |
Johnson 2004 | Pac/nab-pac + platinum | Pac + bev + platinum | 0.85 | -0.16 (0.27) |
KEYNOTE-21G | Peme + platinum | Pembro + peme + platinum | 0.56 | -0.58 (0.28) |
KEYNOTE-189 | Peme + platinum | Pembro + peme + platinum | 0.49 | -0.71 (0.13) |
NAVotrial01 | Peme + platinum | Vin + platinum | 1.00 | 0.00 (0.22) |
PointBreak | Pac + bev + platinum | Peme + bev + platinum | 1.00 | 0.00 (0.08) |
PRONOUNCE | Peme + platinum | Pac + bev + platinum | 0.93 | -0.07 (0.13) |
Rodrigues-Pereira (2011) | Peme + platinum | Doc + platinum | 1.01 | 0.01 (0.17) |
Sun (2015) | Peme + platinum | Gem + platinum | 1.14 | 0.13 (0.17) |
TRAIL | Peme + platinum | Doc + platinum | 0.68 | -0.39 (0.18) |
Zhang (2013) | Peme + platinum | Gem + platinum | 1.05 | 0.05 (0.17) |
Peme + platinum | 0.84 (0.63, 1.10) | 1.20 (0.92, 1.57) | 0.89 (0.78, 1.02) | 0.86 (0.67, 1.14) | 1.04 (0.82, 1.31) | 1.04 (0.77, 1.42) | 1.00 (0.64, 1.56) | 1.12 (0.82, 1.52) | 1.29 (0.92, 1.81) | 1.23 (0.93, 1.63) | 1.98 (1.52, 2.59) |
1.19 (0.91, 1.60) | Pac/nab-pac + platinum | 1.43 (0.97, 2.13) | 1.06 (0.78, 1.47) | 1.03 (0.71, 1.53) | 1.24 (1.07, 1.44) | 1.25 (0.98, 1.59) | 1.19 (0.70, 2.03) | 1.34 (1.10, 1.63) | 1.55 (1.19, 2.01) | 1.47 (0.99, 2.21) | 2.38 (1.61, 3.47) |
0.83 (0.64, 1.09) | 0.70 (0.47, 1.03) | Doc + platinum | 0.74 (0.55, 1.00) | 0.72 (0.49, 1.06) | 0.86 (0.60, 1.24) | 0.87 (0.58, 1.29) | 0.83 (0.49, 1.40) | 0.93 (0.61, 1.39) | 1.08 (0.69, 1.65) | 1.03 (0.70, 1.52) | 1.65 (1.13, 2.40) |
1.13 (0.98, 1.28) | 0.94 (0.68, 1.28) | 1.35 (1.00, 1.83) | Gem + platinum | 0.97 (0.76, 1.23) | 1.17 (0.88, 1.52) | 1.18 (0.84, 1.63) | 1.12 (0.70, 1.78) | 1.25 (0.89, 1.75) | 1.45 (1.00, 2.08) | 1.39 (1.00, 1.87) | 2.22 (1.64, 3.00) |
1.16 (0.88, 1.50) | 0.97 (0.65, 1.42) | 1.39 (0.94, 2.05) | 1.03 (0.81, 1.31) | Gem + bev + platinum | 1.20 (0.83, 1.71) | 1.21 (0.80, 1.80) | 1.16 (0.68, 1.94) | 1.30 (0.85, 1.93) | 1.50 (0.96, 2.29) | 1.43 (0.96, 2.09) | 2.29 (1.57, 3.32) |
0.97 (0.76, 1.23) | 0.81 (0.70, 0.94) | 1.16 (0.81, 1.68) | 0.86 (0.66, 1.14) | 0.83 (0.59, 1.21) | Pac + bev + platinum | 1.01 (0.83, 1.22) | 0.96 (0.57, 1.60) | 1.08 (0.89, 1.32) | 1.25 (0.98, 1.59) | 1.18 (0.82, 1.72) | 1.92 (1.34, 2.72) |
0.96 (0.71, 1.30) | 0.80 (0.63, 1.02) | 1.15 (0.77, 1.73) | 0.85 (0.61, 1.19) | 0.82 (0.56, 1.25) | 0.99 (0.82, 1.20) | Peme + bev + platinum | 0.96 (0.55, 1.65) | 1.07 (0.82, 1.41) | 1.24 (0.91, 1.69) | 1.18 (0.78, 1.81) | 1.90 (1.26, 2.83) |
1.00 (0.64, 1.56) | 0.84 (0.49, 1.44) | 1.21 (0.71, 2.06) | 0.89 (0.56, 1.43) | 0.86 (0.51, 1.48) | 1.04 (0.63, 1.74) | 1.05 (0.61, 1.82) | Vin + platinum | 1.13 (0.64, 1.96) | 1.30 (0.74, 2.31) | 1.24 (0.72, 2.11) | 1.98 (1.18, 3.34) |
0.90 (0.66, 1.22) | 0.75 (0.61, 0.91) | 1.08 (0.72, 1.64) | 0.80 (0.57, 1.12) | 0.77 (0.52, 1.17) | 0.93 (0.76, 1.13) | 0.93 (0.71, 1.22) | 0.89 (0.51, 1.55) | Pac/nab-pac + atezo + platinum | 1.16 (0.91, 1.47) | 1.10 (0.73, 1.68) | 1.77 (1.17, 2.65) |
0.77 (0.55, 1.09) | 0.64 (0.50, 0.84) | 0.93 (0.61, 1.45) | 0.69 (0.48, 1.00) | 0.67 (0.44, 1.04) | 0.80 (0.63, 1.02) | 0.80 (0.59, 1.10) | 0.77 (0.43, 1.36) | 0.86 (0.68, 1.10) | Pac + bev + atezo + platinum | 0.95 (0.61, 1.49) | 1.53 (0.99, 2.35) |
0.81 (0.61, 1.08) | 0.68 (0.45, 1.01) | 0.97 (0.66, 1.44) | 0.72 (0.53, 1.00) | 0.70 (0.48, 1.04) | 0.84 (0.58, 1.21) | 0.85 (0.55, 1.28) | 0.81 (0.47, 1.40) | 0.91 (0.60, 1.38) | 1.06 (0.67, 1.63) | Peme + atezo + platinum | 1.60 (1.10, 2.34) |
0.51 (0.39, 0.66) | 0.42 (0.29, 0.62) | 0.61 (0.42, 0.89) | 0.45 (0.33, 0.61) | 0.44 (0.30, 0.64) | 0.52 (0.37, 0.75) | 0.53 (0.35, 0.79) | 0.51 (0.30, 0.85) | 0.56 (0.38, 0.86) | 0.65 (0.43, 1.01) | 0.62 (0.43, 0.91) | Pembro + peme + platinum |
Study | Reference | Intervention | HR | logHR(SE) |
---|---|---|---|---|
AVAiL | Gem + platinum | Gem + bev + platinum | 0.82 | -0.20 (0.09) |
BEYOND | Pac/nab-pac + platinum | Pac + bev + platinum | 0.40 | -0.92 (0.16) |
CLEAR | Pac + bev + platinum | Peme + bev + platinum | 0.83 | -0.19 (0.16) |
ECOG 4599 | Pac/nab-pac + platinum | Pac + bev + platinum | 0.66 | -0.42 (0.08) |
ERACLE | Peme + platinum | Pac + bev + platinum | 1.27 | 0.24 (0.20) |
IMpower130 | Pac/nab-pac + platinum | Pac/nab-pac + atezo + platinum | 0.64 | -0.45 (0.09) |
IMpower132 | Peme + platinum | Peme + atezo + platinum | 0.76 | -0.28 (0.10) |
IMpower150 | Pac/nab-pac + bev + platinum | Pac + bev + atezo + platinum | 0.59 | -0.53 (0.09) |
JMDB | Peme + platinum | Gem + platinum | 1.11 | 0.11 (0.07) |
JMIL | Peme + platinum | Gem + platinum | 0.95 | -0.05 (0.13) |
JO19907 | Pac/nab-pac + platinum | Pac + bev + platinum | 0.61 | -0.49 (0.19) |
KEYNOTE-021G | Peme + platinum | Pembro + peme + platinum | 0.53 | -0.63 (0.24) |
KEYNOTE-189 | Peme + platinum | Pembro + peme + platinum | 0.52 | -0.65 (0.10) |
NAVotrial01 | Peme + platinum | Vin + platinum | 1.16 | 0.15 (0.19) |
PointBreak | Pac + bev + platinum | Peme + bev + platinum | 0.83 | -0.19 (0.08) |
PRONOUNCE | Peme + platinum | Pac + bev + platinum | 0.94 | -0.06 (0.12) |
Rodrigues-Pereira (2011) | Peme + platinum | Doc + platinum | 1.04 | 0.04 (0.15) |
Sun (2015) | Peme + platinum | Gem + platinum | 1.33 | 0.29 (0.12) |
TRAIL | Peme + platinum | Doc + platinum | 0.97 | -0.03 (0.16) |
Peme + platinum | 0.55 (0.35, 0.79) | 0.99 (0.72, 1.36) | 0.89 (0.72, 1.11) | 1.09 (0.70, 1.69) | 0.96 (0.69, 1.29) | 1.16 (0.75, 1.72) | 0.86 (0.53, 1.42) | 0.86 (0.48, 1.42) | 1.64 (0.99, 2.56) | 1.32 (0.91, 1.93) | 1.92 (1.39, 2.61) |
1.81 (1.27, 2.83) | Pac/nab-pac + platinum | 1.80 (1.13, 3.11) | 1.61 (1.07, 2.66) | 1.96 (1.13, 3.67) | 1.74 (1.41, 2.29) | 2.10 (1.51, 3.13) | 1.56 (0.86, 3.06) | 1.56 (1.08, 2.28) | 2.95 (1.96, 4.71) | 2.39 (1.45, 4.36) | 3.47 (2.19, 5.97) |
1.01 (0.74, 1.39) | 0.56 (0.32, 0.88) | Doc + platinum | 0.90 (0.62, 1.31) | 1.09 (0.64, 1.87) | 0.97 (0.61, 1.48) | 1.17 (0.68, 1.93) | 0.87 (0.49, 1.55) | 0.87 (0.45, 1.56) | 1.65 (0.91, 2.85) | 1.33 (0.82, 2.17) | 1.93 (1.24, 2.98) |
1.12 (0.90, 1.39) | 0.62 (0.38, 0.93) | 1.12 (0.76, 1.62) | Gem + platinum | 1.22 (0.83, 1.78) | 1.08 (0.73, 1.55) | 1.31 (0.80, 2.06) | 0.96 (0.57, 1.67) | 0.97 (0.52, 1.67) | 1.84 (1.06, 3.03) | 1.48 (0.96, 2.31) | 2.15 (1.46, 3.13) |
0.92 (0.59, 1.42) | 0.51 (0.27, 0.88) | 0.91 (0.53, 1.57) | 0.82 (0.56, 1.20) | Gem + bev + platinum | 0.89 (0.51, 1.49) | 1.07 (0.58, 1.92) | 0.80 (0.41, 1.53) | 0.79 (0.38, 1.52) | 1.50 (0.77, 2.83) | 1.22 (0.69, 2.17) | 1.77 (1.02, 2.99) |
1.04 (0.78, 1.45) | 0.57 (0.44, 0.71) | 1.03 (0.68, 1.63) | 0.92 (0.64, 1.38) | 1.13 (0.67, 1.95) | Pac + bev + platinum | 1.21 (0.92, 1.59) | 0.89 (0.51, 1.64) | 0.90 (0.56, 1.36) | 1.70 (1.18, 2.44) | 1.37 (0.86, 2.30) | 1.99 (1.29, 3.15) |
0.86 (0.58, 1.33) | 0.48 (0.32, 0.66) | 0.85 (0.52, 1.47) | 0.76 (0.49, 1.25) | 0.93 (0.52, 1.72) | 0.83 (0.63, 1.09) | Peme + bev + platinum | 0.74 (0.39, 1.44) | 0.74 (0.43, 1.21) | 1.40 (0.89, 2.23) | 1.13 (0.66, 2.05) | 1.65 (0.99, 2.79) |
1.16 (0.71, 1.89) | 0.64 (0.33, 1.16) | 1.15 (0.64, 2.03) | 1.04 (0.60, 1.74) | 1.26 (0.65, 2.42) | 1.12 (0.61, 1.97) | 1.35 (0.69, 2.54) | Vin + platinum | 1.00 (0.46, 1.99) | 1.90 (0.94, 3.64) | 1.53 (0.83, 2.82) | 2.23 (1.22, 3.93) |
1.16 (0.71, 2.08) | 0.64 (0.44, 0.93) | 1.15 (0.64, 2.24) | 1.03 (0.60, 1.93) | 1.26 (0.66, 2.62) | 1.11 (0.74, 1.78) | 1.35 (0.82, 2.30) | 1.00 (0.50, 2.17) | Pac/nab-pac + atezo + platinum | 1.89 (1.08, 3.48) | 1.53 (0.84, 3.11) | 2.22 (1.25, 4.30) |
0.61 (0.39, 1.01) | 0.34 (0.21, 0.51) | 0.61 (0.35, 1.10) | 0.54 (0.33, 0.94) | 0.67 (0.35, 1.29) | 0.59 (0.41, 0.85) | 0.71 (0.45, 1.12) | 0.53 (0.27, 1.06) | 0.53 (0.29, 0.92) | Pac + bev + atezo + platinum | 0.81 (0.45, 1.52) | 1.17 (0.68, 2.12) |
0.76 (0.52, 1.09) | 0.42 (0.23, 0.69) | 0.75 (0.46, 1.22) | 0.68 (0.43, 1.04) | 0.82 (0.46, 1.45) | 0.73 (0.43, 1.16) | 0.88 (0.49, 1.50) | 0.65 (0.35, 1.21) | 0.65 (0.32, 1.20) | 1.24 (0.66, 2.22) | Peme + atezo + platinum | 1.45 (0.88, 2.36) |
0.52 (0.38, 0.72) | 0.29 (0.17, 0.46) | 0.52 (0.34, 0.81) | 0.46 (0.32, 0.69) | 0.57 (0.33, 0.98) | 0.50 (0.32, 0.77) | 0.61 (0.36, 1.01) | 0.45 (0.25, 0.82) | 0.45 (0.23, 0.80) | 0.85 (0.47, 1.48) | 0.69 (0.42, 1.14) | Pembro + peme + platinum |
Under the proportional hazards random-effects model, the point estimate of the HR for OS for pembrolizumab + pemetrexed + platinum was statistically significant over all platinum-based doublets (HR range: 0.42–0.61), platinum doublet + bevacizumab regimens (HR range: 0.44–0.53) and both three-drug atezolizumab regimens (HR range: 0.56–0.62). Pembrolizumab + pemetrexed + platinum showed numerical superiority over the four-drug atezolizumab regimen for OS (HR: 0.65; 95% CrI: 0.43, 1.01). However, this difference was not statistically significant. Platinum doublet regimens were statistically equivalent to each other for OS; paclitaxel + bevacizumab + platinum, as well as all atezolizumab-containing regimens were statistically superior to paclitaxel/nab-paclitaxel + platinum. Median ranks of all interventions included in the NMA for OS are provided in Table 10. Pembrolizumab + pemetrexed + platinum is 95.6% most likely to be the best treatment for OS. All treatments were <1% likely to be the best treatment, excluding the four-drug atezolizumab regimen, which had a median rank of the second best treatment and 2.6% probability of being the best treatment for OS.
Treatment | Probability of being the best |
---|---|
Pembro + peme + platinum | 0.956188 |
Pac + bev + atezo + platinum | 0.025688 |
Peme + atezo + platinum | 0.00675 |
Vin + platinum | 0.005625 |
Doc + platinum | 0.003875 |
Pac/nab-pac + atezo + platinum | 0.001188 |
Peme + bev + platinum | 0.0005 |
Gem + bev + platinum | 0.000188 |
Peme + platinum | 0 |
Pac/nab-pac + platinum | 0 |
Gem + platinum | 0 |
Pac + bev + platinum | 0 |
Pembrolizumab + pemetrexed + platinum was numerically superior to all competing interventions for PFS and this difference was statistically significant for all treatments except pemetrexed + bevacizumab + platinum (HR: 0.61; 95% CrI: 0.36, 1.01), pemetrexed + atezolizumab + platinum (HR: 0.69; 95% CrI: 0.42, 1.14) and paclitaxel + bevacizumab + atezolizumab + platinum (HR: 0.85; 95% CrI: 0.47, 1.48). For PFS, all interventions included in the network were superior to paclitaxel/nab-paclitaxel + platinum, with the exception of vinorelbine + platinum (HR: 0.64; 95% CrI: 0.33, 1.16). Median ranks for interventions included in the NMA for PFS are provided in Table 11. Pembrolizumab + pemetrexed + platinum had a median rank of being the best treatment regimen, and was associated with a 67.3% of being the best treatment. Following pembrolizumab + pemetrexed + platinum, the four-drug atezolizumab regimen was associated with a median rank of second best, and 24.1% likely to be the best treatment regimen. All other treatment regimens had <5% likelihood of being the best treatment regimen for PFS.
Treatment | Probability of being the best |
---|---|
Pembro + peme + platinum | 0.672750 |
Pac + bev + atezo + platinum | 0.241313 |
Peme + atezo + platinum | 0.045313 |
Peme + bev + platinum | 0.016188 |
Gem + bev + platinum | 0.015625 |
Vin + platinum | 0.004063 |
Pac/nab-pac + atezo + platinum | 0.002875 |
Doc + platinum | 0.001750 |
Gem + platinum | 0.000125 |
Peme + platinum | 0 |
Pac/nab-pac + platinum | 0 |
Pac + bev + platinum | 0 |
Discussion
The objective of this study was to assess the efficacy of pembrolizumab + pemetrexed + platinum relative to alternative interventions for first-line treatment of metastatic NSCLC patients whose tumors had nonsquamous histology and are sensitizing EGFR mutation and ALK translocation negative. The validity of an NMA depends on the quality of the RCTs and the extent of any violations in the similarity and consistency assumptions across studies. In an NMA of RCTs involving multiple treatment comparisons, randomization holds only within the individual trials and not across trials. If the different direct comparisons show systematic differences in study and patient characteristics, and these differences are treatment-effect modifiers, then the estimates of any indirect comparison as obtained with the NMA will be biased. To assess these risks, a feasibility assessment examining heterogeneity in terms of treatment and outcome characteristics, as well as the study and patient characteristics, was performed [22]. Three trials were excluded from analyses as they differed from the rest of evidence base with respect to age and eligibility criteria. Furthermore, one trial was removed as it only reported patient-reported outcomes and another trial evaluated a treatment that is not approved for the first-line treatment of nonsquamous NSCLC patients. After removal of these five trials, the trials included in the NMAs were largely similar in trial and patient characteristics. It is important to recognize that only trials meeting the prespecified PICOS eligibility criteria and feasibility assessment criteria were included. Extrapolation of results to populations other than nonsquamous NSCLC patients with PS 0-1 and without targetable mutations would not be valid.
Notably, trials differed in the proportion of east Asian patients enrolled. Although it is considered a positive prognostic factor in metastatic NSCLC, east Asian ethnicity is not considered a treatment-effect modifier [86]. In addition, there was variation among trials in the proportion of males enrolled. Female sex is associated with improved chemotherapy outcomes in nonsquamous NSCLC [87–89]. Although KEYNOTE-021G had a higher proportion of female patients than any other trial, sex was balanced between the study arms and, consequently, female sex is unlikely to modify the treatment effect in this trial. Imbalances in sex between study arms in Rodrigues-Pereira 2011 and Johnson 2004 may have caused the efficacy of docetaxel + platinum and paclitaxel + bevacizumab + platinum to be overestimated [6].
Five trials permitted within trial crossover following disease progression, potentially biasing the NMA results for OS. In KEYNOTE-021G and KEYNOTE-189, patients could crossover from pemetrexed + platinum to pembrolizumab monotherapy [6,7]. As a result, the efficacy of pembrolizumab + pemetrexed + platinum relative to comparators in the network may be underestimated. Patients randomized to the paclitaxel/nab-paclitaxel + platinum arm could crossover to the paclitaxel/nab-paclitaxel + atezolizumab + platinum arm in IMpower130 protocol versions 1-4 [10]. In Johnson 2004, patients who received platinum + paclitaxel/nab-paclitaxel could crossover to receive bevacizumab monotherapy [58]. This may cause the efficacy of platinum + paclitaxel/nab-paclitaxel relative to alternative interventions to be overestimated. In TRAIL, patients on either arm could crossover to receive the other study drug or an EGFR inhibitor []. Because the proportion of patients who crossed over was similar in each arm, crossover was unlikely to bias the estimate of docetaxel + platinum's treatment effect relative to other interventions in the network.
The model relied on the assumptions of random effects and proportional hazards. In networks for both OS and PFS, there were enough trials along each connection to employ the random-effects model reliably. Because the random-effects model assumes that each study has its own true treatment effect and these are assumed to follow a distribution around an overall mean (the meta-analysis mean), the model is more plausible than fixed effects because it is consistent with the presence of effect modifiers. Additionally, the analysis was conducted using a proportional hazards model, which rests on the assumption that the hazard functions of competing interventions for OS and PFS do not cross. Finally, this study did not make comparisons of regimens by PD-L1 expression level due to differences in PD-L1 assays, scoring and cutoff points employed in trials conducted by different study sponsors [90,91]. Comparisons of regimens in PD-L1-expressing patients are an important area for future research.
Of all lung cancer diagnoses, NSCLC accounts for 80–85% of cases and has poor survival rates among late-stage NSCLC [92]. In the USA, the 5-year survival rate is 26, 10 and <1% for stage IIIB, stage IVA and stage IVB NSCLC, respectively [92]. This analysis reflects the OS and PFS benefit provided by the pembrolizumab + pemetrexed + platinum regimen for those diagnosed with metastatic, nonsquamous NSCLC. In conclusion, pembrolizumab + pemetrexed + platinum had a better HR for survival compared with alternative interventions. This benefit was statistically significant versus all platinum doublets, platinum doublet + bevacizumab, platinum + paclitaxel/nab-paclitaxel + atezolizumab and pemetrexed + atezolizumab + platinum for the first-line treatment of metastatic nonsquamous NSCLC, with respect to OS. There was a numerical benefit for OS compared with paclitaxel + bevacizumab + atezolizumab + platinum. Additionally, pembrolizumab + pemetrexed + platinum had a statistically significant benefit for PFS over all platinum doublet therapies, as well as paclitaxel + bevacizumab + platinum, gemcitabine + bevacizumab + platinum and paclitaxel/nab-paclitaxel + atezolizumab + platinum.
Future perspective
Providing significant increases in survival, PD-1/PD-L1-directed therapies are an important innovation in the first-line treatment of nonsquamous NSCLC. The accumulation of clinical experience with PD-1/PD-L1 inhibitors in this population over the next 5–10 years will provide opportunities to incorporate new clinical trials as well as real-world evidence into future analyses in order to verify these conclusions.
Executive summary
Background
Several clinical trials evaluating PD-1/PD-L1 inhibitors in combination with traditional chemotherapy regimens for first-line treatment of nonsquamous non-small-cell lung cancer (NSCLC) have been recently published.
In order to evaluate the relative efficacy of treatments that have not been studied head-to-head in this population, a systematic literature review and network meta-analysis were conducted in accordance with a prespecified study protocol.
Systematic literature review
The systematic review, current through November 2018, was used to identify studies evaluating approved first-line treatments in metastatic nonsquamous NSCLC patients without known EGFR mutations or ALK translocations.
Fifty-five publications pertaining to 22 trials formed a connected network with 12 interventions (total intent to treat population: 10,826).
Bayesian network meta-analysis methodology
Bayesian network meta-analysis allows for simultaneous comparison of all included interventions and estimates relative treatment effects between any pair of interventions for a connected network.
With Bayesian methodology, it is possible to calculate the probability of being the best treatment out of all other interventions included in a connected network.
Feasibility assessment
The included trials were similar in the distribution of trial characteristics and patient characteristics including Eastern Cooperative Oncology Group performance status, disease stage, and sex distribution.
Substantial variation in ethnicity was observed between trials. Six trials were conducted exclusively in east Asian patients and five trials reported that fewer than 15% of enrolled patients were east Asian. Although east Asian ethnicity is a prognostic factor for patients with nonsquamous NSCLC, it is not thought to be a relative treatment-effect modifier.
Network meta-analysis results
This analysis suggests combining pembrolizumab with pemetrexed and platinum results in longer overall survival compared with all platinum doublet chemotherapy regimens as well as platinum doublets combined with atezolizumab or bevacizumab for the first-line treatment of metastatic nonsquamous NSCLC.
Based on median rankings and probabilities of being the best treatment, pembrolizumab + pemetrexed + platinum had a median rank of 1 and has the highest probability of being the best treatment regimen for both overall and progression-free survivals.
Financial & competing interests disclosure
The research was funded by Merck & Co., Inc. Authors R Insinga, A Arunachalam and TA Burke are employees of Merck & Co., Inc. AM Frederickson, S Arndorfer, I Zhang and M Lorenzi are employees of Precision Xtract, a consultancy contracted by Merck & Co., Inc. to conduct research. GR Simon is a paid consultant to Merck & Co., Inc. The authors have no other relevant affiliations or financial involvement with any organization or entity with a financial interest in or financial conflict with the subject matter or materials discussed in the manuscript apart from those disclosed.
Open access
This work is licensed under the Attribution-NonCommercial-NoDerivatives 4.0 Unported License. To view a copy of this license, visit http://creativecommons.org/licenses/by-nc-nd/4.0/
Papers of special note have been highlighted as: • of interest; •• of considerable interest
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