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Journal of Cancer logoLink to Journal of Cancer
. 2022 Jan 1;13(2):465–480. doi: 10.7150/jca.66410

Comparative efficacy of 10 Chinese herbal injections combined with GP regimen chemotherapy for patients with advanced NSCLC a systematic review and network meta-analysis

Juan Li 1,2,*, Guang-Hui Zhu 1,2,*, Tong-Tong Liu 1, Bo-Wen Xu 1,2, Jie Li 1,
PMCID: PMC8771519  PMID: 35069895

Abstract

Background: Numerous studies have indicated that some Chinese herbal injections (CHIs) might have a beneficial treatment effect when used in combination with chemotherapy. However, the results of these studies have been inconsistent. The aim of this network meta-analysis (NMA) was to evaluate and compare the clinical efficacy and safety of different CHIs combined with gemcitabine plus cisplatin (GP) regimen chemotherapy with that of GP regimen chemotherapy alone in the treatment of patients with advanced non-small cell lung cancer (NSCLC).

Materials and Methods: Eight databases were systematically searched to identify randomized clinical trials (RCTs) from the date of inception of the database to August 11, 2021. The primary outcome measures were the objective response rate (ORR) and adverse reactions (including nausea and vomiting, and leukopenia). The secondary outcome measures were median survival time (MST) and quality of life (QOL). The quality of the included studies was assessed using the Cochrane risk of bias tool. Standard pair-wise and Bayesian NMAs were carried out to compare the effectiveness and safety of different CHIs combined with GP regimen chemotherapy using WinBUGS 14 and Stata 15.1 software. Sensitivity analysis and Egger's test were also performed to check robust.

Results: A total of 92 eligible RCTs involving 7,728 patients and 10 CHIs were included. The results showed that Kangai injection (KAI), Kanglaite injection (KLT), Aidi injection and Compound Kushen (CKSI) injection displayed obvious advantages in both efficacy and safety. Aidi+GP (79.0%) showed great advantages of ORR, and KAI+GP and KLT+GP had the lowest probability in terms of leukopenia (4.4%) and nausea and vomiting (24.2%). Besides, KLT+GP was shown to positively affect MST. According to the subgroup analyses, CHIs might have a limited effect in reducing adverse reactions, and have a similar effect in squamous cell carcinoma and adenocarcinoma.

Conclusions: KAI+GP of adjuvant drugs, Aidi+GP and CKSI+GP of anticancer drugs appeared to be the advantageous treatment options for patients with advanced NSCLC, owing to its superior therapeutic performance and reduced adverse reactions. KLT+GP might prolong survival. Nevertheless, additional results from multicenter trials and high-quality studies will be pivotal in supporting our findings.

Keywords: Chinese herb injections, NSCLC, GP regimen chemotherapy, network meta-analysis

Introduction

Lung cancer is a leading cause of malignancy-related mortality worldwide and has a high morbidity rate that is continuing to rise. Approximately 85% of lung cancers are non-small cell lung cancer (NSCLC) 1. In almost 75% of NSCLC cases, the patient presents with advanced local invasion and metastasis during hospital admission diagnosis 2, putting them beyond the stage at which surgical intervention can be applied. Recently, molecular targeted therapy and immunotherapy have emerged as therapeutic options; however, chemotherapy remains the cornerstone of NSCLC treatment 3, especially for patients with advanced (stage III/IV) disease. Gemcitabine combined with cisplatin (GP) regimen is one of the two standard platinum-based chemotherapy drug regimens. Previous research has shown that the overall survival of patients receiving GP regimen chemotherapy is noninferior to that of patients treated with cisplatin/pemetrexed. Moreover, in patients with squamous cell histology, the GP regimen showed a significant improvement in survival compared with cisplatin/pemetrexed (n = 473; 10.8 vs. 9.4 months, respectively) 4. However, patients who receive GP chemotherapy may experience gastrointestinal reactions, blood toxicity, and other toxic side effects, which affects their quality of life (QOL) and hinders treatment 5,6.

To increase the therapeutic effect and reduce adverse reactions in cancer treatment, drug combinations are often used. Chinese herbal injections (CHIs) are guided by the theoretical system of syndrome differentiation in traditional Chinese medicine (TCM), combined with the purification of modern advanced technology. In the basic theory of TCM, the pathogenesis of lung cancer involves Qi stagnation, blood stasis, phlegm accumulation, and cancer toxins. In China, CHIs have been used as a complementary or alternative therapy to chemotherapy in the treatment of NSCLC 7,8, particularly due to their effects of removing phlegm, blood stasis, and resolving hard lumps. However, to date, no direct head-to-head comparative evidence regarding the optimal CHI plus GP regimen chemotherapy for NSCLC treatment has been reported; thus, a network meta-analysis (NMA) that aims to compare CHIs is required.

This study classified 11 national standard CHIs according to their indications for the treatment of tumors and lung cancer 9, and 2 CHIs commonly used in NSCLC 10,11. Finally, 10 CHIs were selected: Aidi injection (Aidi), Compound Kushen injection (CKSI), Kanglaite injection (KLT), Kangai injection (KAI), Brucea javanica Oil Emulsion injection (BJOE), Shenqi Fuzheng injection (SQFZ), Xiaoaiping injection (XAPI), Astragalus polysaccharide injection (API), Lentinan injection (LTNI) and Elemene injection (ELMI). The primary aim of this study was to investigate and rank the treatment efficacy and safety of the aforementioned CHIs by performing an NMA.

Methods

This study is presented according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines “NMA extended version” 12, and the study is registered with PROSPERO (CRD42020167142). As the materials used in this study had been published previously, ethical approval was not required.

Data sources

A literature search was performed to identify randomized clinical trials (RCTs) of CHI-assisted treatment of advanced NSCLC. Eight databases were searched including PubMed, the Cochrane Library, EMBASE, Web of Science (ISI), Chinese National Knowledge Infrastructure (CNKI), Chinese Scientific Journals Full-Text Database (VIP), CBM, and Wanfang Data. The literature search was performed by two independent reviewers (Juan Li and Guang-Hui Zhu). Searches were restricted to original publications from the date of establishment of the database to August 11, 2021. A combination of the following keywords was used: “lung cancer”, “lung carcinoma”, “non-small cell lung cancer”, “NSCLC”, “gemcitabine”, or “cisplatin”, as well as search terms for each of the CHIs. All retrievals were implemented using the Medical Subject Headings (MeSH) and free word. Besides, all related systematic reviews (SRs) and meta-analyses were evaluated, and studies meeting the inclusion criteria were selected from the references. As an example, the electronic strategy for PubMed is shown in Supplementary Figure 1.

Search strategies and selection criteria

Studies were selected according to the following inclusion criteria: (1) The study was a RCT. (2) The patients were diagnosed with stage III and IV NSCLC according to histopathological and cytological diagnostic criteria, with the tumor-node-metastasis (TNM) classification based on the American Joint Committee on Cancer staging system 13. (3) The control group received GP regimen chemotherapy alone, while the experimental group was treated with GP regimen chemotherapy combined with CHIs. The CHI therapeutic interventions included the following 13 intravenous CHIs: Aidi, Toad Venom Injection (TVI), CKSI, Huachansu injection (HCSI), KLT, KAI, BJOE, SQFZ, XAPI, API, LTNI, ELMI and Ginseng Polysaccharide Injection (GPI). (4) Patients had not received any radiotherapy, other chemotherapy, or other Chinese herbs during the study. (5) The study outcome needed to at least include an objective response rate (ORR) or adverse reactions (nausea and vomiting, and leukopenia).

Duplicates, non-RCTs (including case-control studies and series case reports), unrelated studies (including those on other treatments), abstracts and reviews without specific data, unrelated SRs, and studies with no information regarding the pharmaceutical company or drug number of the CHI used were all excluded.

Data extraction and quality assessment

Two researchers (Guang-Hui Zhu and Bo-wen Xu) independently extracted the following information from each study: basic information (lead author, publication date, demographic characteristics, and sample size), characteristics of the intervention (type and usage of CHIs, treatment duration, evaluation criteria of clinical efficacy, and supportive treatments such as anti-nausea drugs and granulocyte colony-stimulating factor), and outcomes. The risk of bias of the included studies was assessed by two authors (Juan Li and Tong-Tong Liu) using the RCT bias risk assessment tool recommended by the Cochrane risk-of-bias criteria 14, and cross-checked finally. Any disagreements were resolved by a third reviewer (Jie Li).

Main outcomes

Tumor response was assessed according to the ORR. According to the World Health Organization (WHO) guidelines for solid tumor responses 15, or the Response Evaluation Criteria in Solid Tumors (RECIST) 16. Tumors were evaluated as complete response (CR), partial response (PR), stable disease (SD), or progressive disease (PD), with the ORR being equal to CR plus PR. Adverse reactions (adverse drug events or adverse drug reactions) were pooled, including nausea and vomiting, and leukopenia.

Secondary outcomes

Median survival time (MST) was considered to represent the long-term synergistic efficacy of a combination therapy. Furthermore, the secondary outcomes also included QOL, which was considered to be improved if a patient's Karnofsky Performance status (KPS) score increased by 10 points or more following treatment 17.

Statistical analysis

The Bayesian NMA was performed using WinBUGS 14 and Stata 15.1 software. Stata software was applied to draw the network evidence map of the NMA, as well as to test the inconsistency (based on the closed loops and node-splitting model). If the difference exhibited statistical significance (P < 0.05), the consistency model was used for analysis and the results were sorted. Otherwise, the inconsistency model was used. The odds ratios (ORs) and 95% confidence intervals (CIs) of the dichotomous variables were used as the effect-quantity indexes. For survival outcomes, MST was presented as a hazard ratio (HR) with 95% CI. Pairwise meta-analysis was conducted according to heterogeneity. A frequentist framework, random-effects NMA was used to compare all classes of CHIs for each pre-specified outcome. The surface under the cumulative ranking curves (SUCRA) was used to assess the efficacy of each drug intervention program; interventions with higher SUCRA values were associated with the highest probability of being more effective. The comparison-adjusted funnel plot was completed to evaluate the clinical and methodological heterogeneity. Subgroup analyses were performed following the cycle of chemotherapy, supportive treatment, evaluation criteria, and pathological types of NSCLC to demonstrate the clinical heterogeneity and its influence on the endpoint.

Results

Study selection and characteristics

A total of 3,957 relevant studies were identified through systematic searching and previously published meta-analyses. After the removal of duplicates, leaving 1,842 potentially eligible records. A further 1,312 reviews, case reports, and unrelated studies were excluded after the titles and abstracts were read. Next, the full texts of the remaining 530 studies were assessed for eligibility. There were 438 full-text articles that did not meet the inclusion and exclusion criteria, such as Non-RCTs (n = 59), Lack of TNM staging (n = 62), Lack of manufacturer (n = 82), No intravenous drip (n = 7), Mixed other treatment (n = 228) (Figure 1). Finally, 92 studies 18-109 involving 7,728 patients were finally included in this NMA to compare the efficacy and safety of 10 CHIs (Aidi, KLT, CKSI, KAI, BJOE, SQFZ, XAPI, API, LTNI, and ELMI) plus GP regimen chemotherapy. All of the included studies were conducted in China (Table 1).

Figure 1.

Figure 1

Articles retrieved and assessed for eligibility.

Table 1.

Characteristics of included studies

First author. year NSCLC (Ⅲ-Ⅳ) Inventions Scale (A) Scale (B) Supportive treatment Outcome
E/C M/F Age Ad/Sq/Ot Treatment Control Main outcomes Secondary outcomes
E CHI (D/C)
Chen B. 2014 18 49/52 78/23 27-74 42/47/12 GP+Aidi 50-100ml/2 GP RECIST WHO Yes ①②③ ④⑤
Fu LJ. 2012 19 35/35 Unclear 61-84 43/26/1 GP+Aidi 50ml/2 GP WHO Unclear Yes ①②
Gen KJ. 2020 20 45/45 61/29 44-79 30/50/9 GP+Aidi 50ml/4 GP WHO Unclear No
Guo X. 2020 21 51/51 58/44 43-75 Unclear GP+Aidi 60ml/4 GP Unclear Unclear Yes ②③
Huang WJ. 2017 22 39/40 46/33 49-70 27/25/27 GP+Aidi 60ml/3 GP RECIST WHO No ①②
Kuang XK. 2008 23 26/13 33/6 34-71 22/12/5 GP+Aidi 50ml/? GP WHO WHO Yes ①②
Li J. 2016 24 47/47 52/42 40-70 53/34/7 GP+Aidi 50-100ml/4 GP WHO WHO Yes ①②③
Liu H. 2010 25 32/32 37/27 45-75 35/15/14 GP+Aidi 50ml/4 GP WHO Unclear No ①③
Liu HF. 2019 26 44/44 54/34 42-76 39/12/37 GP+Aidi 50ml/2 GP RECIST Unclear No
Li XY. 2015 27 20/20/20 24/16 45-74 25/13/2 GP+Aidi
GP+KAI
50ml/2
50ml/2
GP Unclear WHO No ②③
Liu YH. 2014 28 43/43 53/33 39-73 49/37/0 GP+Aidi 50ml/2 GP WHO WHO Yes ①②③
Ma M. 2017 29 42/42 55/29 44-75 44/9/31 GP+Aidi 50ml/4 GP WHO Unclear Yes ①②
Shen RR. 2021 30 30/30 40/20 34-81 29/31/0 GP+Aidi 60ml/4 GP WHO Unclear No
Song ZZ. 2009 31 30/30 36/24 53-76 Unclear GP+Aidi 50ml/2 GP WHO WHO Yes ①③
Su SJ. 2017 32 40/39 45/34 40-70 31/39/9 GP+Aidi 50ml/2 GP RECIST Unclear Yes ①②③
Sun GS. 2008 33 33/30 54/9 34-73 30/24/9 GP+Aidi 10ml/2 GP WHO Unclear Yes
Sun JB. 2012 34 34/34 42/26 60-86 41/25/2 GP+Aidi 50ml/2 GP RECIST NCI-CTC3 Yes ①②③
Wang SD. 2015 35 42/40 61/21 39-67 Unclear GP+Aidi 50ml/2 GP RECIST Unclear No ①②③
Wen HQ. 2014 36 45/45 64/26 61-81 64/23/3 GP+Aidi 50ml/2 GP RECIST NCI-CTC3 No ①③
Wen K. 2009 37 38/38 52/24 32-77 28/48/0 GP+Aidi 50ml/2 GP WHO WHO Yes ①②③
Wu T. 2017 38 67/68 83/52 43-71 48/87 GP+Aidi 100ml/2 GP WHO Unclear NO ①②
Xu H. 2013 39 38/42 55/25 39-81 31/49/0 GP+Aidi 50ml/2 GP WHO WHO No ①②
Xu Y. 2012 40 33/33 36/30 Unclear Unclear GP+Aidi 80ml/4 GP RECIST WHO Yes ①②③
Xu ZJ. 2020 41 40/40 53/27 49-72 57/23/0 GP+Aidi 50-100ml/2 GP WHO Unclear Yes ①②
Zhang L. 2009 42 32/31 44/19 31-79 29/27/7 GP+Aidi 80ml/2 GP WHO WHO Yes ①②
Zhang XC. 2016 43 25/25 Unclear Unclear Unclear GP+Aidi 50ml/4 GP RECIST WHO No
Zhao J. 2019 44 43/43 55/31 Unclear 39/43/4 GP+Aidi 50ml/2 GP WHO Unclear No
Zhao S. 2015 45 43/43 58/28 43-79 36/47/3 GP+Aidi 100ml/1 GP WHO WHO Yes ①②③
Zhou DM. 2018 46 58/58 63/53 41-70 Unclear GP+Aidi 50ml/2 GP RECIST Unclear No ①②③
Bao H. 2019 47 31/31 38/24 39-72 Unclear GP+KLT 200ml/2 GP WHO Unclear No ①③
Chen C. 2018 48 30/30 Unclear 35-65 Unclear GP+KLT 200ml/1 GP RECIST Unclear Yes
Chen W. 2016 49 44/44 47/41 55-78 58/20/10 GP+KLT ?/4 GP RECIST Unclear No
Chen Y. 2018 50 51/51 59/43 57-79 58/28/16 GP+KLT 200ml/4 GP WHO Unclear No ①②
Guan XQ. 2009 51 12/12 11/12 36-72 16/8/0 GP+KLT 300ml/2 GP WHO NCI-CTC Yes ①②③
Gui XM. 2020 52 60/60 60/51 32/74 74/25/21 GP+KLT 200ml/2 GP RECIST WHO No ①②
Huang ZB. 2010 53 35/35 44/26 59-78 27/36/7 GP+KLT 200ml/2 GP WHO WHO No ①②
Li HY. 2017 54 41/41 43/39 55-75 18/56/8 GP+KLT ?/4 GP RECIST Unclear No
Liang SG. 2014 55 23/20 Unclear 60-75 32/16/0 GP+KLT 100ml/2 GP WHO Unclear No
Liu F. 2019 56 63/63 79/47 50-77 67/47/12 GP+KLT 200ml/2 GP RECIST Unclear Yes ④⑤
Liu JQ. 2011 57 35/35 44/26 59-74 27/41/2 GP+KLT 200ml/2 GP RECIST WHO Yes ①②③
Liu Y. 2015 58 43/43 55/31 42-74 41/42/3 GP+KLT 200ml/4 GP RECIST SFDA Yes
Long SG. 2017 59 42/40 52/30 47-70 39/22/21 GP+KLT 200ml/3 GP RECIST WHO No
Sun SQ. 2012 60 35/35 41/29 37-75 22/38/10 GP+KLT 200ml/4 GP WHO WHO No
Wang L. 2014 61 43/43 58/28 43-79 36/47/3 GP+KLT 200ml/1 GP RECIST WHO Yes ①②③
Wang Y. 2017 62 36/36 32/40 Unclear 49/23/0 GP+KLT 60ml/4 GP WHO Unclear No ①②③
Yan QH. 2018 63 49/49 63/35 38-76 51/47/0 GP+KLT 200ml/4 GP RECIST Unclear Yes ①②
Yao J. 2017 64 70/67 78/59 Unclear 62/66/9 GP+KLT 200ml/2 GP RECIST WHO No ①②③
Ye CY. 2019 65 40/40 54/26 55-74 40/35/5 GP+KLT 200ml/2 GP RECIST Unclear No ①③
Zhang MM. 2019 66 50/50 52/48 Unclear 0/100/0 GP+KLT ?/3 GP RECIST Unclear No ①②③
Duan P. 2009 67 72/71 88/55 36-69 69/47/27 GP+CKSI 20ml/2 GP WHO WHO Yes ①②③
Fan QL. 2015 68 63/63 74/52 27-68 60/47/19 GP+CKSI 25ml/2 GP WHO WHO No
Fen Q. 2018 69 40/40 42/38 Unclear 9/61/10 GP+CKSI 15-20ml/2 GP RECIST WHO No
Gao LJ. 2019 70 30/30 32/28 25-70 26/34/0 GP+CKSI 20ml/1 GP RECIST CTCAE4 No ①③
Liu Y. 2009 71 44/40 52/32 42-76 31/53/0 GP+CKSI 25ml/2 GP WHO WHO Yes ①②③
Lu WL. 2017 72 60/600060 68/52 50-75 48/41/31 GP+CKSI 20ml/4 GP WHO WHO Yes ①②
Wang ZX. 2009 73 30/30 49/11 38-75 Unclear GP+CKSI 30ml/2 GP RECIST WHO Yes ①②③
Zhang MY. 2019 74 52/48 53/47 51-76 60/36/4 GP+CKSI 20ml/2 GP RECIST Unclear No ①②
Zhou HY. 2011 75 40/40 42/38 34-76 46/32/2 GP+CKSI 30ml/3 GP WHO WHO No ①②③
Chen HL. 2010 76 45/41 62/24 38-71 44/37/5 GP+BJOE 30-40ml/4 GP WHO WHO No ①②③
Liu SR. 2019 77 49/49 51/47 45-88 34/34/30 GP+BJOE 30ml/2 GP WHO WHO Yes
Su BK. 2017 78 29/28 42/15 Unclear 36/20/1 GP+BJOE 30ml/2 GP Unclear WHO Yes
Tian L. 2017 79 48/48 63/33 40-81 33/50/13 GP+BJOE 30ml/2 GP WHO Unclear Yes
Wang JH. 2012 80 68/68 94/42 52-74 37/99/0 GP+BJOE 30ml/4 GP WHO WHO Yes
Wang LC. 2015 81 40/40 52/28 35-75 34/32/14 GP+BJOE 20-30ml/2 GP WHO WHO No ①②
Wang YZ. 2021 82 39/39 52/26 Unclear Unclear GP+BJOE 40ml/2 GP WHO Unclear Yes
Ye HN. 2015 83 54/53 68/39 Unclear 52/34/21 GP+BJOE 30ml/4 GP RECIST WHO Yes ①②
Yu HW. 2020 84 42/42 38-84 39/45 Unclear GP+BJOE 30ml/3 GP RECIST Unclear No
Zhang B. 2017 85 39/39 54/24 Unclear 48/23/7 GP+BJOE 40ml/2 GP WHO Unclear Yes
An AJ. 2014 86 49/48 52/45 39-76 44/41/12 GP+SQFZI 250ml/2 GP RECIST Unclear No
He WJ. 2008 87 35/35 46/24 38-75 32/38/0 GP+SQFZI 250ml/2 GP WHO WHO Yes ①②
He WX. 2021 88 48/48 58/38 56-78 44/52/0 GP+SQFZI 250ml/4 GP WHO Unclear No ①②
Lin CH. 2014 89 32/30 40/22 41-70 39/22/3 GP+SQFZI 250ml/2 GP Unclear WHO No
Lou T. 2020 90 40/40 58/22 >60 44/27/9 GP+SQFZI 250ml/4 GP WHO Unclear No ①②③
Luo BP. 2018 91 48/48 61/35 33-63 30/56/10 GP+SQFZI 250ml/2 GP WHO Unclear No ①②
Wang YQ. 2010 92 39/37 48/28 Unclear Unclear GP+SQFZI 250ml/2 GP WHO WHO No
Yao DJ. 2013 93 50/50 84/16 30-70 73/27/0 GP+SQFZI 250ml/2 GP WHO WHO Yes ①②
Zhang LM. 2017 94 52/52 59/45 41-82 Unclear GP+SQFZI 250ml/2 GP WHO Unclear Yes
Zou T. 2009 95 35/35 43/27 34-70 42/24/4 GP+SQFZI 250ml/2 GP WHO WHO Yes ①②③
Dong H. 2019 96 56/56 72/40 Unclear 62/42/8 GP+KAI 40ml/2 GP WHO Unclear No
Ge CZ. 2011 97 32/32 47/17 65-80 13/49/2 GP+KAI 30ml/? GP WHO Unclear Yes
Jiang H. 2018 98 43/42 52/33 Unclear 28/52/5 GP+KAI 50ml/2 GP RECIST CTCAE4 No ①②③
Lu YZ. 2017 99 73/73 83/63 Unclear 58/72/16 GP+KAI 60ml/3 GP WHO WHO Yes ①②③
Shang LQ. 2011 100 32/31 37/26 39-71 30/29/4 GP+KAI 50ml/4 GP Unclear WHO Yes
Tao HZ. 2020 101 82/82 86/78 Unclear Unclear GP+KAI 50ml/4 GP Unclear Unclear No
Hu XL. 2017 102 53/53 66/40 332-74 54/39/13 GP+XAPI 20ml/4 GP RECIST WHO Yes ①②
Li QL. 2016 103 36/36 54/18 27-74 28/42/2 GP+XAPI 40-60ml/2 GP RECIST WHO Yes ①②③ ④⑤
Liu JR. 2016 104 30/30 31/29 40-79 0/60/0 GP+XAPI 40ml/2 GP RECIST Unclear No ①②③
Zhang FY. 2011 105 24/24 31/17 50-75 30/18/0 GP+XAPI 40-60ml/2 GP WHO NCL No ①②
Qin ZQ. 2009 106 32/32 46/18 Unclear 36/26/2 GP+API 250mg/2 GP WHO WHO Yes ①②③
Han L. 2012 107 25/26 29/22 Unclear 30/18/3 GP+LTNI 2mg/2 GP WHO WHO Yes ①②③
Li JJ. 2013 108 30/22 31/21 43-81 35/11/6 GP+LTNI 2mg/2 GP WHO WHO No ①②③
Chu DJ. 2010 109 41/41 48/34 32-78 45/36/1 GP+ELMI 500mg/3 GP RECIST WHO Yes ①②③

Note: NSCLC: non-small cell lung cancer; E/C: experimental group /control group; CHI (D/C): dose/cycles; Ad/Sq/Ot: adenocarcinoma/squamous carcinoma/other; GP: cisplatin and gemcitabine; Aidi: Aidi injection; KLT: Kanglaite injection; CKSI: Compound Kushen injection; BJOE: Brucea javanica Oil Emulsion injection; SQFZ: Shenqi Fuzheng injection; KAI: Kangai injection; XAPI: Xiaoaiping injection; API: Astragalus polysaccharide injection; LTNI: Lentinan injection; ELMI: Elemene injection; scale. A: evaluation criteria of tumor response; scale. B: evaluation criteria of adverse reactions; RECIST: response evaluation criteria in solid tumors; NCI-CTC: National Cancer Institute Common Toxicity Criteria; ①: ORR = CR+PR; ②: leukopenia; ③: nausea and vomiting; ④: median survival time; ⑤: Karnofsky performance status (KPS).

For each of the CHIs, the number of included studies was as follows: Aidi, 28 trials; KLT, 20 trials; CKSI, 9 trials; KAI, 6 trials; BJOE, 10 trials; SQFZ, 10 trials; XAPI, 4 trials; API, 1 trial; LTNI, 2 trials; ELMI, 1 trial and 1 trial includes Aidi and KAI 27. A network plot of the main outcomes of the Bayesian analysis is depicted in Figure 2. And the Node-splitting model resylts for main outcomes showed no difference presented statistically significance (P > 0.05), the consistency model was used for analysis (Supplementary Table 2).

Figure 2.

Figure 2

Network graph of the main outcomes. NOTE: Node sizes indicate the total sample sizes for treatments, and the line thickness corresponds to the number of trials.

There were 41 studies 20-22, 26-30, 32, 35-36, 41, 44, 47, 49-50, 54-56, 60, 63, 65-66, 68, 70, 74, 77-78, 80-81, 83, 86, 88-90, 93, 98, 102, 104, 108 that adopted a random number table, and 2 studies 48, 103 that used direct sampling, to randomize subjects into groups. These studies were rated as having a low risk of bias. Five studies 18-19, 23, 34, 99 were based on the patient's opinion or medical record number, which were rated as having a high risk of bias. None of the included studies reported the details of concealed allocations. One study 62 involved the blinding of patients. Five patients who presented with acute/subacute toxicity withdrew from one study 59. Besides, in 10 of the studies 33, 49, 51, 54-55, 62, 76, 82, 85, doses were unknown or not recommended. The methodological bias risk of all included studies is presented in Figure 3 and Supplementary Table 1.

Figure 3.

Figure 3

Risk of methodological bias. A. Risk of bias summary: review authors' judgments about each risk of bias item for each included study. B. Risk of bias graph: review authors' judgements about each risk of bias item presented as percentages across all included studies.

Objective response rate (ORR)

ORR was reported in 88 studies involving 10 CHIs. The results revealed that, compared with the effects of GP regimen chemotherapy alone, GP+Aidi (OR = 1.87, 95%CI [1.56, 2.24]), GP+KLT (OR = 1.66, 95%CI [1.35, 2.04]), GP+CKSI (OR = 1.76, 95%CI [1.33, 2.33]), GP+BJOE (OR = 1.70, 95%CI [1.28, 2.27]), GP+SQFZ (OR = 1.52, 95%CI [1.16, 2.01]), and GP+KAI (OR = 1.88, 95%CI [1.33, 2.65]) (P < 0.05) were associated with a significantly improved ORR (Table 2, Supplementary Figure 2). According to the SUCRA analysis of the ORR, the 10 CHIs were ranked as follows: GP+Aidi (79.0%) > GP+KAI (76.4%) > GP+CKSI (68.6%) > GP+BJOE (62.6%) > GP+KLT (60.8%) > GP+SQFZ (48.5%) > GP+ELMI (44.2%) > GP+API (42.5%) > GP+XAPI (28.8%) > GP+LTNI (27.1%) > GP (11.5%) (Figure 4).

Table 2.

Results of the network meta-analysis of KPS (upper right quadrant) and ORR (lower left quadrant)

GP+ELMI GP+LTNI GP+API GP+XAPI GP+KAI GP+SQFZ GP+BJOE GP+CKSI GP+KLT GP+Aidi GP
GP+ELMI NA NA NA NA NA NA NA NA NA NA
1.25 (0.38,4.07) GP+LTNI 1.20 (0.23,6.42) 0.68 (0.15,2.97) 0.88 (0.21,3.64) 0.99 (0.28,3.46) 0.76 (0.22,2.69) 0.88 (0.25,3.10) 0.76 (0.22,2.62) 0.71 (0.21,2.45) 0.29 (0.09,0.94)
1.03 (0.27,3.92) 0.82 (0.23,3.00) GP+API 0.56 (0.13,2.46) 0.73 (0.18,3.02) 0.82 (0.24,2.87) 0.63 (0.18,2.23) 0.73 (0.21,2.57) 0.63 (0.18,2.18) 0.59 (0.17,2.03) 0.24 (0.07,0.78)
1.12 (0.41,3.04) 0.90 (0.35,2.28) 1.09 (0.35,3.35) GP+XAPI 1.30 (0.40,4.23) 1.46 (0.55,3.86) 1.13 (0.42,3.01) 1.30 (0.49,3.46) 1.12 (0.43,2.92) 1.05 (0.41,2.71) 0.42 (0.17,1.02)
0.72 (0.28,1.83) 0.57 (0.24,1.37) 0.70 (0.24,2.03) 0.64 (0.35,1.16) GP+KAI 1.12 (0.47,2.71) 0.87 (0.36,2.11) 1.00 (0.41,2.43) 0.86 (0.36,2.05) 0.81 (0.36,1.85) 0.33 (0.15,0.71)
0.88 (0.35,2.20) 0.71 (0.30,1.64) 0.86 (0.30,2.45) 0.79 (0.45,1.38) 1.23 (0.79,1.92) GP+SQFZ 0.77 (0.43,1.39) 0.89 (0.50,1.60) 0.76 (0.44,1.33) 0.72 (0.43,1.22) 0.29 (0.19,0.44)
0.79 (0.32,1.98) 0.63 (0.27,1.47) 0.77 (0.27,2.20) 0.71 (0.40,1.24) 1.10 (0.70,1.73) 0.89 (0.60,1.33) GP+BJOE 1.16 (0.64,2.10) 0.99 (0.56,1.76) 0.94 (0.54,1.61) 0.38 (0.24,0.58)
0.76 (0.31,1.91) 0.61 (0.26,1.42) 0.74 (0.26,2.13) 0.68 (0.39,1.19) 1.07 (0.68,1.66) 0.87 (0.58,1.28) 0.97 (0.65,1.44) GP+CKSI 0.86 (0.49,1.51) 0.81 (0.47,1.38) 0.32 (0.21,0.49)
0.81 (0.33,1.98) 0.65 (0.28,1.48) 0.79 (0.28,2.21) 0.72 (0.43,1.22) 1.13 (0.76,1.69) 0.92 (0.65,1.29) 1.03 (0.72,1.46) 1.06 (0.75,1.50) GP+KLT 0.95 (0.57,1.57) 0.38 (0.26,0.56)
0.72 (0.29,1.75) 0.57 (0.25,1.30) 0.70 (0.25,1.96) 0.64 (0.38,1.08) 1.00 (0.68,1.48) 0.81 (0.59,1.13) 0.91 (0.65,1.27) 0.94 (0.67,1.31) 0.89 (0.68,1.16) GP+Aidi 0.40 (0.29,0.56)
1.34 (0.56,3.22) 1.08 (0.49,2.39) 1.31 (0.47,3.60) 1.20 (0.74,1.95) 1.88 (1.33,2.65) 1.52 (1.16,2.01) 1.70 (1.28,2.27) 1.76 (1.33,2.33) 1.66 (1.35,2.04) 1.87 (1.56,2.24) GP

Note: GP: cisplatin and gemcitabine; Aidi: Aidi injection; KLT: Kanglaite injection; CKSI: Compound Kushen injection; BJOE: Brucea javanica Oil Emulsion injection; SQFZ: Shenqi Fuzheng injection; KAI: Kangai injection; XAPI: Xiaoaiping injection; API: Astragalus polysaccharide injection.

Figure 4.

Figure 4

Rank of the cumulative probabilities for the ORR and KPS. NOTE: Higher surface under the cumulative ranking curves (SUCRA) values indicated higher probabilities that the treatments were more effective and superior than other therapies.

Adverse reactions

Fifty-six studies involving 10 CHIs reported on leukopenia. The results showed that GP+Aidi (OR = 0.40, 95%CI [0.30, 0.52]), GP+KLT (OR = 0.44, 95%CI [0.31, 0.64]), GP+CKSI (OR = 0.37, 95%CI [0.34, 0.55]), GP+BJOE (OR = 0.55, 95%CI [0.31, 0.97]), GP+SQFZ (OR = 0.45, 95%CI [0.31, 0.67]), GP+KAI (OR = 0.13, 95%CI [0.07, 0.23]), GP+XAPI (OR = 0.48, 95%CI [0.29, 0.79]), GP+API (OR = 0.20, 95%CI [0.07, 0.59]), GP+LTNI (OR = 0.29, 95%CI [0.11, 0.75]) and GP+ELMI (OR = 0.23, 95%CI [0.09, 0.59]) (P < 0.05) were associated with lower rates of leukopenia than GP regimen chemotherapy alone. Besides, GP+KAI carried a lower risk of leukopenia than GP+SQFZ (OR = 0.28, 95%CI [0.14, 0.56]), GP+BJOE (OR = 0.23, 95%CI [0.10, 0.52]), GP+CKSI (OR = 0.34, 95%CI [0.17, 0.69]), GP+KLT (OR = 0.28, 95%CI [0.14, 0.56]), and GP+Aidi (OR = 0.31, 95%CI [0.17, 0.60]) (P < 0.05). GP+XAPI was observed to have a higher risk of leukopenia than GP+KAI (OR = 3.82, 95%CI [1.76, 8.28]) (P < 0.05) (Table 3, Supplementary Figure 3). Based on the SUCRA analysis of different schemes intervene leukopenia, GP+KAI may be a lower risk treatment option for endpoint events. In terms of the risk of endpoint events, the treatment options were ranked as follows: GP+KAI (4.4%) < GP+API (20.0%) < GP+ELMI (24.0%) < GP+LTNI (36.0%) < GP+CKSI (46.3%) < GP+Aidi (52.2%) < GP+KLT (61.9%) < GP+SQFZ (63.2%) < GP+XAPI (67.0%) < GP+BJOE (75.3%) < GP (99.8%) (Figure 5).

Table 3.

Results of the network meta-analysis of nausea and vomiting (upper right quadrant) and leukopenia (lower left quadrant)

GP+ELMI GP+LTNI GP+API GP+XAPI GP+KAI GP+SQFZ GP+BJOE GP+CKSI GP+KLT GP+Aidi GP
GP+ELMI 1.12 (0.25,5.02) 0.87 (0.16,4.56) 1.07 (0.24,4.77) 0.97 (0.24,3.84) 1.18 (0.28,5.01) 2.31 (0.53,10.20) 1.29 (0.35,4.80) 0.86 (0.23,3.16) 1.16 (0.33,4.03) 2.41 (0.72,8.11)
0.79 (0.21,3.00) GP+LTNI 0.77 (0.18,3.27) 0.96 (0.27,3.32) 0.86 (0.29,2.61) 1.06 (0.32,3.45) 2.07 (0.60,7.09) 1.16 (0.42,3.20) 0.77 (0.28,2.10) 1.03 (0.41,2.64) 2.16 (0.89,5.23)
1.14 (0.27,4.79) 1.45 (0.35,6.08) GP+API 1.24 (0.29,5.20) 1.12 (0.30,4.17) 1.37 (0.34,5.45) 2.68 (0.64,11.12) 1.49 (0.43,5.19) 0.99 (0.29,3.41) 1.34 (0.41,4.34) 2.79 (0.89,8.71)
0.48 (0.16,1.39) 0.61 (0.21,1.76) 0.42 (0.13,1.36) GP+XAPI 0.90 (0.30,2.70) 1.11 (0.34,3.59) 2.17 (0.64,7.37) 1.21 (0.44,3.32) 0.80 (0.29,2.18) 1.08 (0.43,2.74) 2.26 (0.94,5.42)
1.82 (0.60,5.56) 2.31 (0.76,7.06) 1.59 (0.47,5.43) 3.82 (1.76,8.28) GP+KAI 1.23 (0.44,3.42) 2.40 (0.81,7.05) 1.34 (0.58,3.07) 0.89 (0.39,2.01) 1.20 (0.58,2.46) 2.50 (1.29,4.84)
0.51 (0.18,1.41) 0.64 (0.23,1.79) 0.44 (0.14,1.39) 1.06 (0.56,2.00) 0.28 (0.14,0.56) GP+SQFZ 1.95 (0.61,6.23) 1.09 (0.43,2.77) 0.72 (0.29,1.81) 0.98 (0.42,2.26) 2.04 (0.93,4.46)
0.42 (0.14,1.25) 0.53 (0.18,1.59) 0.36 (0.11,1.23) 0.87 (0.41,1.85) 0.23 (0.10,0.52) 0.82 (0.41,1.63) GP+BJOE 0.56 (0.21,1.51) 0.37 (0.14,0.99) 0.50 (0.20,1.24) 1.04 (0.44,2.45)
0.62 (0.22,1.72) 0.78 (0.28,2.18) 0.54 (0.17,1.70) 1.30 (0.69,2.44) 0.34 (0.17,0.69) 1.22 (0.70,2.12) 1.49 (0.75,2.96) GP+CKSI 0.66 (0.33,1.33) 0.89 (0.50,1.61) 1.87 (1.13,3.09)
0.51 (0.19,1.40) 0.65 (0.24,1.78) 0.45 (0.14,1.39) 1.07 (0.58,1.98) 0.28 (0.14,0.56) 1.01 (0.59,1.71) 1.23 (0.63,2.40) 0.83 (0.49,1.40) GP+KLT 1.35 (0.76,2.39) 2.82 (1.74,4.58)
0.57 (0.21,1.53) 0.73 (0.27,1.94) 0.50 (0.17,1.51) 1.20 (0.68,2.10) 0.31 (0.17,0.60) 1.13 (0.71,1.80) 1.38 (0.74,2.56) 0.93 (0.58,1.47) 1.12 (0.72,1.74) GP+Aidi 2.09 (1.54,2.83)
0.23 (0.09,0.59) 0.29 (0.11,0.75) 0.20 (0.07,0.59) 0.48 (0.29,0.79) 0.13 (0.07,0.23) 0.45 (0.31,0.67) 0.55 (0.31,0.97) 0.37 (0.25,0.55) 0.45 (0.31,0.64) 0.40 (0.31,0.52) GP

Note: GP: cisplatin and gemcitabine; Aidi: Aidi injection; KLT: Kanglaite injection; CKSI: Compound Kushen injection; BJOE: Brucea javanica Oil Emulsion injection; SQFZ: Shenqi Fuzheng injection; KAI: Kangai injection; XAPI: Xiaoaiping injection; API: Astragalus polysaccharide injection.

Figure 5.

Figure 5

Rank of the cumulative probabilities for the leukopenia, nausea and vomiting. NOTE: Higher surface under the cumulative ranking curves (SUCRA) values indicated higher probabilities that the treatments had more adverse reactions than other therapies.

Forty studies involving 10 CHIs reported that the GP regimen involved a higher risk of nausea and vomiting than GP+Aidi (OR = 2.09, 95%CI [1.54, 2.83]), GP+KLT (OR = 2.82, 95%CI [1.74, 4.48]), GP+CKSI (OR = 1.87, 95%CI [1.13, 3.09]) and GP+KAI (OR = 2.50, 95%CI [1.29, 4.84]) (P < 0.05). Furthermore, GP+BJOE carried a higher risk than GP+KLT (OR = 0.37, 95%CI [0.15, 0.99]) (P < 0.05) (Table 3, Supplementary Figure 4). In terms of the risk of nausea and vomiting as an adverse effect, the CHIs were ranked as follows: GP+KLT (24.2%) < GP+API (31.3%) < GP+KAI (35.8%) < GP+ELMI (39.0%) < GP+XAPI (41.0%) < GP+LTNI (45.5%) < GP+Aidi (48.3%) < GP+SQFZ (49.5%) < GP+CKSI (56.9%) < GP+BJOE (85.4%) < GP (93.1%) (Figure 5).

Effects on secondary outcomes

For secondary outcomes, 11 studies 18, 21, 32, 42, 49, 54, 64, 73, 96-97, 104 reported the MST, involving Aidi, KLT, XAPI, CKSI and ELMI (Supplementary Figure 5). The NMA demonstrated that, when compared with the GP regimen alone, GP+KLT (HR = 1.45, 95%CI [1.12, 1.86]) (P < 0.05) was the only combination that showed a statistical difference. Based on the probabilistic collation table, GP+KLT performed best with regard to MST (Supplementary Figure 6).

KPS score was reported in 37 studies involving 9 CHIs (Supplementary Figure 5). The results revealed that GP regimen chemotherapy was associated with lower KPS scores than GP+Aidi (OR = 0.40, 95%CI [0.29, 0.56]), GP+KLT (OR = 0.38, 95%CI [0.26, 0.56]), GP+CKSI (OR = 0.32, 95%CI [0.21, 0.49]), GP+BJOE (OR = 0.38, 95%CI [0.24, 0.58]), GP+SQFZ (OR = 0.29, 95%CI [0.19, 0.44]), GP+KAI (OR = 0.33, 95%CI [0.15, 0.71]), GP+API (OR = 0.24, 95%CI [0.07, 0.78]) and GP+LTNI (OR = 0.29, 95%CI [0.09, 0.94]) (P < 0.05) (Table 2). According to the SUCRA of KPS, the 9 CHIs were ranked as follows: GP+API (74.6%) > GP+SQFZ (71.0%) > GP+LTNI (64.7%) > GP+KAI (60.0%) > GP+CKSI (59.8%) > GP+BJOE (45.8%) > GP+KLT (45.6%) > GP+XAPI (40.0%) > GP+Aidi (37.7%) > GP (0.7%) (Figure 4). The SUCRAs of the different treatments outcomes are shown in Table 4.

Table 4.

Surface under the cumulative ranking curve results of the outcomes

ORR (%) Leukopenia (%) Nausea and vomiting (%) KPS (%)
GP 11.5 99.8 93.1 0.7
GP+Aidi 79.0 52.2 48.3 37.7
GP+API 42.5 20.0 31.3 74.6
GP+BJOE 62.6 75.3 85.4 45.8
GP+CKSI 68.6 46.3 56.9 59.8
GP+ELMI 44.2 24.0 39.0 -
GP+KAI 76.4 4.4 35.8 60.0
GP+KLT 60.8 61.9 24.2 45.6
GP+LTNI 27.1 36.0 45.5 64.7
GP+SQFZ 48.5 63.2 49.5 71.0
GP+XAPI 28.8 67.0 41.0 40.0

Cluster analysis

We used cluster analysis to comprehensively compare the effects of the interventions on two different outcomes. The first cluster analysis was performed for 9 types of CHIs for which ORR and KPS were reported. The plot was based on the SUCRA values of the CHI groups; each color represents a set of treatment groups that belong to the same cluster, and treatment groups that were located in the upper right corner were superior to other CHIs in both the ORR and KPS. The results of the cluster analysis demonstrated that GP+Aidi, GP+KAI and GP+CKSI had better therapeutic effects than others. Besides, three cluster analyses were conducted for 10 types of CHIs. GP+KAI had advantages in the ranking of ORR and leukopenia and was found to be a tolerable option for the relief of ADRs. As for ORR and nausea, KLT+GP showed better advantages in ranking.

Moreover, we paid more attention to anticancer drugs (ZC01) included Aidi, CKSI, XAIP, BJOE from the catalog of drugs for national basic medical insurance of China 18. Aidi and CKSI showed better advantages in ranking of efficient and safety in this study. In contrast, GP regimen chemotherapy alone was comprehensively ranked as having the worst efficacy and safety of the treatment options (Figure 6).

Figure 6.

Figure 6

Cluster analysis plots. NOTE: Interventions in the upper-right section of the cluster analysis plots were more easy Leading to relevant results. GP: cisplatin and gemcitabine; Aidi: Aidi injection; KLT: Kanglaite injection; CKSI: Compound Kushen injection; BJOE: Brucea javanica Oil Emulsion injection; SQFZ: Shenqi Fuzheng injection; KAI: Kangai injection; XAPI: Xiaoaiping injection; API: Astragalus polysaccharide injection.

Subgroup and sensitivity analyses

The included studies were divided into a long-term chemotherapy subgroup (> 2 cycles) and a short-term chemotherapy subgroup (≤ 2 cycles). The results showed that the ORR of GP+BJOE decreased with a short-term cycle (Supplementary Table 3b), and the leukopenia advantage of GP+KAI (compared to other CHIs) was decreased (Supplementary Table 4c). For evaluation criteria, we found that it did not exhibit a significant influence on the endpoint of the main outcomes (Supplementary Table 3a, Table 4b and Table 5b). In clinical treatment, GP regimen chemotherapy is mainly used for lung squamous cell carcinoma. A subgroup analysis was conducted after dividing the included studies into a mainly squamous cell carcinoma subgroup and a mainly adenocarcinoma subgroup. The results were consistent, except for the decreased efficacy of GP+CKSI (Supplementary Table 3c).

Table 5.

The sensitivity of this NMA

ORR (%) Leukopenia (%) Nausea and vomiting (%)
A. Exclusion of high-risk studies
GP 12.2 99.7 92.1
GP+Aidi 87.1 58.9 43.3
GP+API 41.7 19 32.7
GP+BJOE 63.2 74.9 85.3
GP+CKSI 69 44 53.5
GP+ELMI 43.1 20.8 38.7
GP+KAI 69.1 11.4 54.5
GP+KLT 63.1 61 23.5
GP+LTNI 24.9 33.9 43.6
GP+SQFZ 48.1 60.8 40.9
GP+XAPI 28.5 65.5 41.9
B. Exclusion of not recommended doses studies
GP 12.5 99.7 91.3
GP+Aidi 81.3 52.5 49.1
GP+API 42.3 21.6 32.3
GP+BJOE 66.2 65.3 89.4
GP+CKSI 68.5 46.1 57.8
GP+ELMI 42.8 24.4 39.8
GP+KAI 76.9 4.3 35.4
GP+KLT 56.1 67.2 26.4
GP+LTNI 23.9 36.4 44.4
GP+SQFZ 49.9 64.5 41
GP+XAPI 29.6 68.2 43.2

A previous study 19 reported that some CHIs may not exhibit a clear effect on adverse reactions without supportive treatment. Therefore, we divided the included studies involving adverse reactions into a supportive treatment subgroup and a no supportive treatment subgroup. In the no supportive treatment subgroup, the results showed that the leukopenia advantage of GP+KAI (compared to the other CHIs) was decreased (Supplementary Table 4a). Also, GP+CKSI, and GP+KAI showed no statistical differences in nausea and vomiting compared with GP regimen chemotherapy alone (Supplementary Table 5a).

To test the sensitivity of this NMA, we respectively excluded high-risk studies and not recommended dose studies. In the end, The SUCRAs ranking of different treatments outcomes were almost same as in Table 4. Therefore, the results of this meta-analysis are robust (Table 5).

Inconsistency and publication bias

The publication bias was detected by qualitatively based on funnel-plot asymmetry (Figure 7) and quantitatively based on Egger's test (Figure 8). The points with different colors represent different comparisons between the interventions. We found possible publication bias, included nausea and vomiting (P=0.007), leukopenia (P=0.000). The Trim and Fill Method was used to further sensitivity analyses, the result showed there was no indications of publication with the Duval's trim and fill method (no new studies added).

Figure 7.

Figure 7

Funnel plots of the included randomized controlled trials.

Figure 8.

Figure 8

Egger's funnel plot with pseudo-95% confidence limits.

Discussion

NSCLC is a common respiratory malignancy worldwide. Although platinum-based chemotherapy has improved the clinical efficiency of NSCLC treatment, complementary therapy is still sought to reduce adverse reactions and improve the QOL of patients. Currently, TCM has been applied in multifaceted approaches and plays an indispensable role in the prevention and treatment of cancer, owing to its unique treatment concepts, theory, methods, and basic and clinical research 20. In clinical therapy, CHIs have become known for their rapid efficacy and convenient application characteristics compared to TCM decoctions. However, due to the large number of CHIs and the lack of direct control studies, it is difficult to select an optimal scheme of CHIs combined with GP regimen chemotherapy for the treatment of advanced NSCLC. Hence, we conducted a NMA to evaluate clinical efficiency, adverse reactions, QOL, and long-term synergistic efficacy in stage III/IV NSCLC patients treated with GP chemotherapy plus CHIs.

This study included 92 RCTs with 10 CHIs used in the treatment of NSCLC. Aidi, KLT, CKSI and KAI showed obvious advantages in both efficacy and safety, and among them, Aidi+GP (79.0%) showed great advantages of ORR, and KAI+GP and KLT+GP had the lowest probability in terms of leukopenia (4.4%) and nausea and vomiting (24.2%). KAI+GP might be the best performing combination. Based on the SUCRA analyses, this combination ranked first for reducing leukopenia, and was in the top three for improving ORR, reducing nausea and vomiting. Previous studies have demonstrated that KAI improves the effect and enhances QOL when used as an adjuvant treatment with chemotherapy. Such findings have been observed among patients with primary breast cancer 21, colorectal cancer 22, and NSCLC 23. Recent pharmacological studies have reported that flavonoids from Astragalus membranaceus (Fisch.) Bge. var. mongholicus (Bge.) Hsiao and rare ginsenosides are the major effective substances of KAI 24. It has also been reported that the flavonoid of Astragalus could inhibit the proliferation of K562 cells, and inhibit the tumor growth of C57 black (BL)/6 tumor-bearing mice by regulating immune 25,26. Furthermore, ginseng can inhibit tumor cell growth and differentiation, increase the sensitivity of chemotherapy drugs, and enhance the immune function of peripheral blood lymphocytes in patients with cancer 27. Besides, we also noticed anticancer drugs and adjuvant drugs for cancer got different advantages in the curative effects, such as high ORR of Aidi+GP. Through the cluster analysis, Aidi and CKSI showed better advantages than other anticancer drugs in ranking of efficient and safety in this study.

Differences in survival rates are of utmost importance to both clinicians and NSCLC patients. We are similarly interested in the long-term synergistic efficacy of CHIs compared with GP regimen chemotherapy alone. There were five CHIs (Aidi, KLT, CKSI, XAPI and ELMI) included in this NMA for which MST was reported, and KLT+GP was the only combination that showed a positive effect on MST compared with GP regimen chemotherapy alone.

GP regimen chemotherapy exhibits varying degrees of blood and gastrointestinal toxicity, and we selected the most common adverse clinical reactions, including nausea, vomiting, and leukopenia, to evaluate the role of CHIs in the prevention of adverse reactions. As the only CHI recommended for the treatment of leukopenia following chemotherapy 28, KAI also showed a clear advantage over other CHIs in this study. However, subgroup analyses found that, in the no supportive treatment subgroup, the leukopenia advantage of GP+KAI over other CHIs was decreased, and that GP+Aidi, GP+CKSI, and GP+KAI did not show statistical differences in nausea and vomiting compared with GP alone. The results of the subgroup analyses suggested that CHIs might have a limited effect in reducing adverse reactions. The results of the pathological pattern subgroup showed that CHIs might have a similar effect in squamous cell carcinoma and adenocarcinoma.

This study is the first to evaluate the efficacy and safety of different CHIs combined with GP regimen chemotherapy in the treatment of advanced NSCLC. Also, the rankings of CHIs according to their clinical effectiveness rates and other outcomes provides direction for clinical medication. However, there are some limitations of this study that should be noted. Firstly, each API+GP and ELMI+GP included only one study 106,109 on this study, which may limit the strength of the evidence. Secondly, some included trials were of low methodological quality. There were 43 studies reported the random allocation methods, but no study provided detailed information on the random allocation concealment. Additionally, all of the included RCTs were performed in China, which reduces the universal applicability of the results. Finally, a potential limitation was publication bias, due to the fact that studies obtaining optimistic results could be more easily published than studies with unfavorable results. Though the existence of publication bias, sensitivity analyses of Trim and Fill Method showed the result was reliable.

It should be noted that evidence concerning the long-term synergistic efficacy of different CHIs combined with GP regimen chemotherapy, such as overall survival and progression-free survival, is still insufficient. And most studies did not mention the stages of chemotherapy, which may affect the efficacy. Therefore, the studies with high methodological quality are still required. And we appeal to clinical researchers to clarify the details of chemotherapy, include short-term and long-term synergistic efficacy with the specific normative data type and regard it as a vital outcome in future research.

Conclusions

In this network meta-analysis, KAI+GP of adjuvant drugs, Aidi+GP and CKSI+GP of anticancer drugs appeared to be the advantageous treatment options for patients with advanced NSCLC, owing to its superior therapeutic performance and reduced adverse reactions. Also, KLT+GP positively affected MST. However, many shortcomings in clinical trial methodology resulted in an inadequate assessment of clinical efficacy and safety. Therefore, direct and diverse multicenter comparisons between different CHIs are warranted to further confirm these results, and present an in-depth review in the near future.

Supplementary Material

Supplementary figures and tables.

Acknowledgments

We would like to thank Session of Evidence-based Clinical Club (EBC) for the direction on the manuscripts.

Funding

This work was financially supported by National key research and development plan of China [No. 2018YFC1707405] and National Natural Science Foundation of China [No. 81774289, 81473463]. The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

Author Contributions

Conceptualization: Juan Li, Guang-Hui Zhu; Data curation: Tong-Tong Liu, Bo-Wen Xu; investigation: Bo-Wen Xu, Guang-Hui Zhu; Methodology: Juan Li, Guang-Hui Zhu, Tong-Tong Liu; Supervision: Jie Li; Writing - original draft: Juan Li, Guang-Hui Zhu; Writing - review & editing: Juan Li.

Ethical statement

The authors are accountable for all aspects of the work in ensuring that questions related to the accuracy or integrity of any part of the work are appropriately investigated and resolved.

Data availability statement

All data relevant to the study are included in the article or uploaded as supplementary information.

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