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Opportunities and challenges of immunotherapy for patients with resectable and potentially resectable stage III non-small cell lung cancer
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Yuzhen Cui1, 2, Jingdong Xu1, 2, Junxu Wen3, Jianfeng Peng3, Jiangao Ren1, 2, Ailing Liu3, Xiangjiao Meng3, Zhaoqin Huang4, Anwen Liu5
Cancer Biology & Medicine | 2026, 23(6) : 865 - 887
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Cancer Biology & Medicine | 2026, 23(6): 865-887
• Review •
Opportunities and challenges of immunotherapy for patients with resectable and potentially resectable stage III non-small cell lung cancer
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Yuzhen Cui1, 2, Jingdong Xu1, 2, Junxu Wen3, Jianfeng Peng3, Jiangao Ren1, 2, Ailing Liu3, Xiangjiao Meng3, Zhaoqin Huang4, Anwen Liu5
Affiliations
  • 1Nanchang University Queen Mary School, Nanchang 330031, China
  • 2Queen Mary University of London, London E1 4NS, UK
  • 3Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan 250117, China
  • 4Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China
  • 5Department of Oncology, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, China
About Author:

Author contributions

Conceived and designed the analysis: Yuzhen Cui, Xiangjiao Meng, Zhaoqin Huang, Anwen Liu.

Collected the data: Ailing Liu.

Contributed data or analysis tools: Junxu Wen.

Performed the analysis: Jianfeng Peng, Jiangao Ren.

Wrote the paper: Yuzhen Cui, Jingdong Xu.

Published: 2026-06-15 doi: 10.20892/j.issn.2095-3941.2025.0589
Outline
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The integration of immune checkpoint inhibitors has transformed the therapeutic landscape for patients with resectable and potentially resectable stage III non-small cell lung cancer, providing unprecedented opportunities for curative treatment. Several trials have investigated immune checkpoint inhibitors, either alone or in combination with chemotherapy or radiotherapy, as neoadjuvant and/or adjuvant approaches for resectable and potentially resectable stage III non-small cell lung cancer. This comprehensive review elaborates and deeply analyzes the evolving evidence from landmark clinical trials and emerging treatment strategies. Despite these promising outcomes, significant challenges remain, including optimal treatment modality selection, controversy about adjuvant immunotherapy for patients who have already achieved a pathologic complete response, appropriate endpoint evaluation, and biomarker identification. This review also discusses future directions for optimizing immunotherapy integration in patients with resectable stage III non-small cell lung cancer, emphasizing the need for personalized treatment approaches to maximize patient benefit while addressing unanswered clinical questions.

Keywords  /  Non-small cell lung cancer  /  immunotherapy  /  chemotherapy  /  radiotherapy  /  resectable  /  potentially resectable  /  biomarkers
Yuzhen Cui, Jingdong Xu, Junxu Wen, Jianfeng Peng, Jiangao Ren, Ailing Liu, Xiangjiao Meng, Zhaoqin Huang, Anwen Liu. Opportunities and challenges of immunotherapy for patients with resectable and potentially resectable stage III non-small cell lung cancer[J]. Cancer Biology & Medicine, 2026 , 23 (6) : 865 -887 . DOI: 10.20892/j.issn.2095-3941.2025.0589
Lung cancer is the leading cause of cancer-related mortality worldwide1 with stage III non-small cell lung cancer (NSCLC), representing a locally advanced form of the disease, accounting for 20%–25% of all NSCLC cases2. The distinction between resectable and unresectable disease in patients with stage III NSCLC is not always clear. Accordingly, some patients fall into an intermediate category of potentially resectable cases. The treatment landscape for resectable stage III NSCLC has evolved rapidly with recent advances in tumor immunology leading to the identification of new therapeutic agents and modalities, including immune checkpoint inhibitors (ICIs)3,4.
Numerous phase III clinical trials have been conducted5–7, yet a systematic synthesis and analysis of the available evidence is lacking8,9. This review provides a comprehensive overview of treatment modalities for resectable stage III NSCLC, including consideration of the biological principles underlying immunotherapy implementation10,11. In addition, we discuss specific challenges in this field and future strategies for optimizing treatment outcomes in patients with resectable stage III disease through novel therapeutic modalities and approaches.
Stage III NSCLC can be classified into three distinct categories based on the feasibility of surgical resection: resectable; potentially resectable; and unresectable. This review encompasses discussions of recent therapeutic advances related to resectable and potentially resectable stage III NSCLC (Figure 1).
Stage III lung cancer is highly heterogeneous. Accordingly, the diagnosis and treatment of NSCLC require precise assessment, decision-making, and implementation. This complex process often necessitates multidisciplinary collaboration and integration. Multidisciplinary team (MDT) management involves a comprehensive evaluation based on the individual circumstances of each patient to formulate the optimal personalized treatment strategy (Figure 2). For example, patients eligible for surgery may undergo surgical treatment following neoadjuvant therapy.
Resectable stage III NSCLC primarily encompasses stage IIIA N0–1 and select N2 disease with single-station mediastinal lymph node metastasis where the short-axis diameter of the lymph nodes is < 2 cm, as well as some cases of T4N1 disease (isolated tumor nodules within different ipsilateral lobes). In accordance with the 8th edition of the International Association for the Study of Lung Cancer (IASLC) lung cancer TNM staging recommendations12–14, resectable stage III NSCLC includes stage IIIA T3N1, T4N0–1, and select T1–2N2 and stage IIIB (T3–4N2) cases. This category also encompasses resectable superior sulcus tumors (T3N1). The use of immunotherapy with surgical treatment strategies for stage III NSCLC can be classified into three categories: neoadjuvant; adjuvant; and perioperative management. Neoadjuvant immunotherapy relies on preoperative antigens, an intact lymphatic system, and patient characteristics, such as PD-L1 expression levels,15 to enhance the activation of the anti-tumor immune response11, expand the tumor-specific T-cell population10,16, and reduce the risk of disease recurrence. Adjuvant therapy, administered after surgery, is usually initiated 3–4 weeks postoperatively. The primary objective of adjuvant therapy is to eliminate any remaining micro-metastatic foci, reducing the likelihood of tumor recurrence and metastasis, and ultimately improving curative outcomes17.
The Asian Thoracic Oncology Research Group defines potentially resectable stage III NSCLC as follows: i) tumors have extensively invaded vital structures, rendering the tumor surgically unresectable or compromising essential physiologic functions; and ii) patients who are unlikely to benefit from surgery alone with definitive chemoradiation as the standard therapeutic regimen18. Current treatment regimens for these patients may include neoadjuvant induction therapy to achieve tumor downstaging19. Following MDT assessment, select stage III patients who achieve adequate tumor downstaging may be considered for surgical resection. In the process of converting potentially resectable patients to radical resection with curative potential, the optimization of therapeutic strategies to ensure improved safety and tolerability is an area requiring further exploration and investigation.
Immunotherapy demonstrates promising therapeutic potential in resectable stage III NSCLC. Several novel treatment modalities aimed at further improving the survival outcomes of stage III patients have been developed (Figure 3). Numerous large-scale trials have been conducted evaluating these treatment modalities to identify the optimal treatment approaches (Table 1).
Several studies have focused on neoadjuvant immunotherapy in the clinical setting of stage III NSCLC. Early studies have reported promising outcomes of neoadjuvant immunotherapy for resectable NSCLC20, in which the combination of neoadjuvant immunotherapy and chemotherapy has attracted widespread attention because of significant efficacy15. Several critical clinical trials have confirmed the feasibility of this therapeutic approach21–24.
The NADIM trial was a landmark study evaluating the feasibility of this therapeutic modality. Forty-six patients with stage IIIA NSCLC were enrolled; patients harboring EGFR/ALK mutations were excluded. Patients received three cycles of neoadjuvant nivolumab (PD-1 antibody) combined with chemotherapy, followed by resection. Notably, 63% of patients achieved a pathologic complete response (pCR)21. The intention-to-treat (ITT) population (46 patients) had a 5-year progression-free survival (PFS) rate of 65.0% [95% confidence interval (CI) = 49.4–76.9] and a 5-year overall survival (OS) rate of 69.3% (95% CI = 53.7–80.6), indicating long-term benefits25.
The results of the subsequent large-scale randomized controlled CheckMate 816 trial further confirmed the objective efficacy of nivolumab. The CheckMate 816 trial was the first phase III study involving neoadjuvant chemoimmunotherapy. The FDA approved the combination therapy in March 2022 based on the positive results in this trial. The results of this study revealed a significantly increased pCR rate of 24% compared to 2.2% for chemotherapy (P < 0.001) and major pathologic response [MPR] (36.9% vs. 8.9%)22. Notably, marked improvement was observed in patients with stage III NSCLC, in whom the pCR reached 23.0% (vs. 0.9%). The 4-year event-free survival (EFS) rates were 49% and 38%, respectively, while the 5-year OS rates were 65.4% and 55%, respectively7,26. Although the incidence of grade 3 and 4 treatment-related adverse events (TRAEs) in the chemoimmunotherapy group was as high as 33.5%, the surgical resection rates were comparable between groups (83% vs. 75%), indicating acceptable perioperative safety. Furthermore, a meta-analysis revealed that neoadjuvant chemoimmunotherapy did not significantly increase the rate of serious adverse events compared to chemotherapy alone (18.0% vs. 12.3%; P = 0.32), suggesting manageable toxicity profiles27. These results indicated that neoadjuvant nivolumab combined with chemotherapy may significantly improve pathologic and survival outcomes with manageable toxicity.
A phase II SAKK 16/14 study evaluated the addition of durvalumab (PD-L1 antibody) to neoadjuvant chemotherapy. Fifty-five patients underwent surgical resection; 34 (62%) achieved an MPR, while 10 (18%) achieved a pCR23. The median EFS was 4.0 years, while the median OS was not reached.
The optimal number of cycles for neoadjuvant immunochemotherapy has emerged as an important issue based on the favorable outcomes of this treatment modality, which was addressed in a retrospective study involving 115 patients28. The MPR rates were 44.8%, 61.4%, 66.7%, and 40.0% for patients who received 2, 3, 4, and ≥ 5 neoadjuvant immunochemotherapy cycles, respectively (P = 0.189). This study demonstrated that an extended neoadjuvant immunochemotherapy regimen of 3–4 cycles was associated with higher MPR rates compared to 2 cycles. Notably, even in patients who achieved a complete or partial response (CR or PR) on imaging, extending treatment to 3–4 cycles remained beneficial. Furthermore, the results suggested that extending treatment beyond 4 cycles was not associated with further improvement in MPR rates.
Neoadjuvant immunochemotherapy demonstrated superior efficacy in terms of increasing the EFS, OS, MPR, and pCR rates compared to neoadjuvant chemotherapy alone and was associated with higher surgical and R0 resection rates without increasing the incidence of serious adverse events (SAEs) or TRAEs (Table 2). Future investigations should continue evaluating the benefits of neoadjuvant immunochemotherapy across different subgroups, particularly as OS data mature, and explore whether specific chemotherapy regimens or immunotherapies are correlated with treatment outcomes in patients receiving neoadjuvant immunochemotherapy.
Given the substantial benefits demonstrated by neoadjuvant chemoimmunotherapy, further optimization is needed to increase the short-term efficacy of combined surgical treatment in patients with locally advanced NSCLC, thereby prolonging patient survival; this goal is a current research focus. Investigators have integrated immunotherapy with chemoradiotherapy to increase survival benefits, minimize treatment-related toxicity, and increase local control rates. Notable trials investigating this approach include the INCREASE trial and the SAKK 16/18 trial29,30.
The SAKK 16/18 study explored the efficacy and safety of durvalumab in combination with chemotherapy and 3 different dose fractionation radiotherapy schemes (2 Gy/20, 5 Gy/5, and 8 Gy/3 fractions)30. Eighty-one percent of the patients underwent surgical resection with R0 resection achieved in 96% of the patients. The pCR rate among evaluated patients was 28%, while the MPR rate for the enrolled patients was 76%. Notably, the moderate fractionation regimen (5 Gy/5 fractions) demonstrated superior efficacy, achieving MPR and pCR rates of 89% and 44%, respectively. There were no significant differences in safety outcomes among the three groups. Further studies are needed to increase the study size and explore the differences.
Durvalumab was administered as the immunotherapeutic agent in the SQUAT (WJOG 12119L) study31. Of the 13 enrolled patients, 11 completed neoadjuvant therapy and successfully underwent surgical resection. The primary endpoints revealed an MPR rate of 63% and a pCR rate of 23%. This treatment regimen resulted in a higher MPR rate than reported in other recently published studies involving neoadjuvant chemotherapy combined with immunotherapy. These findings suggested that concurrent chemoradiotherapy combined with single-agent immunotherapy may have strong tumor control potential and result in favorable outcomes. However, the 2-year PFS and OS rates (43% and 76%, respectively)32 indicated that the observed local response advantage has not yet been translated into significant improvements in PFS or OS, and further follow-up and investigation are needed for validation.
The INCREASE trial used a dual chemoradiotherapy-immunotherapy (CRT-IO) regimen [chemotherapy plus simul-taneous radiotherapy (50 Gy/25 fractions)] interspersed with ipilimumab and nivolumab29. The results indicated a pCR rate of 63%, which was more than twice the rates reported in traditional CRT induction trials33,34 and recent immunochemotherapy trials35. The safety profile was favorable36. This regimen exhibited good efficacy but a radiation dose of 50–60 Gy may significantly impact surgical procedures.
Moreover, the SACTION-01 study used a combination regimen with low-dose radiotherapy. Forty-six patients underwent SBRT (8 Gy/3 fractions) in combination with tislelizumab (PD-1 antibody) and chemotherapy37. Of the 46 patients, 44 ultimately underwent surgical treatment. The MPR rate was 76.1% with an EFS rate of 90% and an OS rate of 95% at 1 year. The safety profile was also favorable. Only 26.1% of patients experienced ≥ grade 3 TRAEs.
Toripalimab (PD-1 antibody) was used in the NeoR-TORCH study (NCT06437977) and the CRT-IO regimen (24 Gy/3 fractions) was compared to the immunotherapy plus chemotherapy regimen. The results of this controlled trial may provide valuable evidence to inform the selection of neoadjuvant chemoradiotherapy versus chemotherapy regimens in future clinical practice.
Despite existing challenges in combining ICI treatment with radiotherapy, the current high pCR/MPR rates and manageable side effects validate the feasibility of this approach. CRT-IO trials, such as INCREASE (pCR 63%) and SAKK 16/18 (pCR 44%), have demonstrated numerically higher response rates compared to CheckMate 816 (pCR 24%), suggesting that radiotherapy may enhance the pathologic response, although these findings require confirmation in large-scale trials given the limited sample sizes. Neoadjuvant therapy aims to reduce tumor burden and improve surgical resection rates and delay recurrence and extend the disease-free survival (DFS). Furthermore, as illustrated by the SQUAT study, higher pathologic response rates may not translate into survival benefits, highlighting the need for randomized controlled trials with mature survival data to establish the definitive role of radiotherapy in neoadjuvant immunotherapy.
Adjuvant cytotoxic chemotherapy has traditionally been the recommended treatment for resected locally advanced NSCLC and high-risk patients. A meta-analysis revealed a 5.8% increase in the DFS rate and a 5.4% increase in the OS rate over a 5-year period with adjuvant chemotherapy38. Several large phase III clinical trials, including IMpower010 and KEYNOTE-09139,40, as well as other trials (Table 1), have explored the use of adjuvant ICI therapy.
The IMpower010 trial included 1280 patients who underwent surgical resection and chemotherapy. The participants were randomly assigned to receive or not receive atezolizumab (PD-L1 antibody)39. In the population with a PD-L1 ≥ 1%, the 5-year DFS rate was 53.2% in the immunotherapy group compared to 42.7% in the chemotherapy alone group. This trend continued to translate to a favorable OS outcome. This benefit was more pronounced in the PD-L1 tumor cell (TC) ≥ 50% subgroup [hazard ratio (HR) = 0.42] with a 5-year OS rate of 84.8%. No unexpected safety signals were observed41. Therefore, the European Medicines Agency (EMA) supports the use of atezolizumab solely for patients with stage II–IIIA NSCLC in whom PD-L1 expression is ≥ 50%, while the Food and Drug Administration (FDA) approves atezolizumab for patients with a PD-L1 ≥ 1% following surgical resection and platinum-based chemotherapy.
Pembrolizumab has recently been approved as adjuvant monotherapy following tumor resection and platinum-based chemotherapy based on positive results from a phase III clinical trial. The KEYNOTE-091 (PEARLS) trial confirmed this finding40. Importantly, patients were enrolled regardless of PD-L1 expression status in this study, creating a more heterogeneous population for biomarker analysis. Adjuvant pembrolizumab was associated with an improved DFS compared to placebo (median DFS of 53.6 vs. 42.0 months; HR = 0.76, 95% CI = 0.63–0.91; P = 0.0014). However, despite the significant benefit in the overall population, the difference in DFS among patients with a PD-L1 ≥ 50% was not statistically significant. The DFS HRs for the PD-L1 < 1%, 1%–49%, and ≥ 50% subgroups were 0.78 (95% CI = 0.58–1.03), 0.67 (95% CI = 0.48–0.92), and 0.82 (95% CI = 0.63–1.05), respectively42.
The IMpower010 and KEYNOTE-091 trials stratified patients based on PD-L1 TC expression. The improvement in DFS following immunotherapy was associated with higher PD-L1 expression according to the IMpower010 subgroup analysis with patients in whom PD-L1 expression was ≥ 50% experiencing a more pronounced benefit (HR = 0.43, 95% CI = 0.27–0.68)41. However, this pattern was not noted in the KEYNOTE-091 trial42 (Figure 4). These divergent findings suggested that in the clinical setting of adjuvant immunotherapy for NSCLC, higher PD-L1 expression does not necessarily correlate with greater efficacy of adjuvant immunotherapy.
These findings may be attributable to the substantial heterogeneity within KEYNOTE-091. First, the study enrolled patients with stage IB–IIIA disease regardless of PD-L1 status and this broad eligibility criterion may have introduced baseline imbalances. Second, the trial design lacked adequate standardization. Specifically, approximately 14% of the patients did not receive adjuvant chemotherapy40 and surgical techniques varied across centers with respect to the extent of lymph node dissection and resection margin quality. These factors likely increased the within-subgroup variance and diminished the statistical power. In contrast, heterogeneity was reduced in IMpower010 through mandatory chemotherapy, stage II–IIIA restriction, and stringent R0 verification39. In addition, the distinct tumor microenvironment in early-stage lung cancer following surgical resection warrants consideration. Adjuvant immunotherapy targets minimal residual disease after R0 resection when the tumor burden is relatively low and the biological characteristics may differ from the primary tumor. PD-L1 testing limitations should also be considered. The two studies used different assay platforms (SP263 vs. 22C3), potentially identifying biologically distinct populations at the same threshold43. Moreover, tumor specimens for testing are derived from surgical resection and may not adequately represent tumor heterogeneity. When coupled with the spatiotemporal heterogeneity of PD-L1 expression, the predictive value in minimal residual disease remains debatable. Statistically, the PD-L1 ≥ 50% subgroup in KEYNOTE-091 enrolled only 333 patients, which may have been underpowered to detect moderate associations with potential unidentified confounding factors influencing the interpretation of results. Given the divergent predictive role of PD-L1 between these two phase III clinical trials, the results do not support extrapolation to guide the application of other ICIs and emphasize the urgent need for more precise biomarkers and individualized therapeutic approaches to avoid overtreatment.
Perioperative treatment comprises neoadjuvant immunotherapy prior to surgery, followed by adjuvant therapy to enhance treatment efficacy. This integrated approach combines ICI treatment with chemotherapy to achieve optimal tumor reduction and systemic disease management before surgery. By maintaining therapeutic efficacy postoperatively, this strategy has the potential to eradicate residual micro-metastatic disease not eliminated by preoperative neoadjuvant treatment.
A key question is whether perioperative combination treatment yields improved pathologic responses and how this affects surgical outcomes. The NADIM II study, a follow-up to the NADIM trial, further demonstrated the objective efficacy of nivolumab in patients with resectable stage III NSCLC. This randomized phase II trial enrolled 86 patients with stage IIIA–B disease and extended the NADIM regimen by incorporating 6 months of adjuvant nivolumab following neoadjuvant chemoimmunotherapy and surgery21,44. The surgical rate in the combination therapy group was 93.0% compared to 69.0% in the chemotherapy group. This trial demonstrated that neoadjuvant immunotherapy significantly prolonged PFS (2-year PFS, 67.2% vs. 40.9%, HR = 0.47) and OS (2-year OS, 85.0% vs. 63.6%, HR = 0.43), which were assessed as non-α-controlled secondary endpoints45.
The feasibility of perioperative ICI treatment has been supported by the following five additional recent randomized phase III clinical trials: KEYNOTE-671; AEGEAN; Neotorch; RATIONALE-315, and CheckMate 77T (Figure 5). Durvalumab was administered as perioperative treatment in the AEGEAN study46. The pCR rates were 17.2% and 4.3% in the durvalumab and placebo groups, respectively (95% CI = 8.7%–17.6%; P = 0.000036)47. The corresponding median EFS times were not reached (NR) and 30.0 months (HR = 0.69). The median DFS was not reached in either group (HR = 0.66) with the durvalumab group demonstrating DFS outcomes significantly superior to the placebo group. Although the OS data are not available yet, a trend toward an OS benefit favoring the durvalumab group was detected48.
The KEYNOTE-671 trial used pembrolizumab and is currently the only phase III perioperative clinical trial designating both OS and EFS as co-primary endpoints49. In contrast, the AEGEAN, Neotorch, and RATIONALE-315 studies46,50,51 focused primarily on pCR, MPR, and EFS as endpoints without incorporating OS. The pembrolizumab group had a significantly longer median EFS compared to the placebo group (47.2 vs. 18.3 months) with a significantly improved 3-year OS rate of 71.3% (vs. 64%; HR = 0.72)6. The FDA subsequently approved pembrolizumab for the indication of neoadjuvant/adjuvant immunotherapy in patients with resectable stage II–IIIB NSCLC52.
The success of multiple large-scale trials has prompted a critical discourse regarding the optimal neoadjuvant duration of therapy (3 or 4 cycles). Notably, comparable pCR rates were noted between the 4-cycle CheckMate 77T regimen (25.3%) and the 3-cycle CheckMate 816 regimen (24.0%). A strong correlation between pCR and EFS was demonstrated in both trials53,54. These findings suggested that three cycles may be sufficient in most cases with the decision regarding an additional fourth cycle warranting individualization based on clinical considerations.
Another critical question is whether the significant pathologic responses achieved through perioperative treatment can translate into improved long-term prognostic outcomes. Given the heterogeneity in study designs and chemotherapeutic regimens, cross-study comparisons should be interpreted with caution. The CheckMate 816 trial reported a hazard ratio of 0.68 for disease progression, recurrence, and death, whereas the HR reported in the KEYNOTE-091 trial was 0.76. These findings suggested that neoadjuvant ICI therapy has a pivotal role in treatment outcomes. The next research priority involves determining whether perioperative approaches confer additional benefits beyond the benefits achieved by either neoadjuvant or adjuvant monotherapy alone.
The incorporation of immunotherapy into neoadjuvant treatment has allowed a significant proportion of patients with stage III NSCLC, who were previously at the borderline of resectability, to achieve tumor downstaging55. This approach has ultimately provided such patients with the opportunity for curative surgical resection.
The Neo-Pre-IC study included 30 patients with potentially resectable disease who received perioperative sintilimab plus chemotherapy. Notably, the downstaging rate was as high as 80% (95% CI = 65.7%–94.3%), indicating that the combination method can effectively convert potentially resectable NSCLC into resectable NSCLC. The 2-year OS rate was 83.3% and the 2-year DFS rate was 75% (95% CI = 56%–94%)56. Furthermore, the neoadjuvant treatment demonstrated an acceptable safety profile with favorable tolerability.
One study evaluated the efficacy of neoadjuvant PD-1/PD-L1 inhibitors combined with chemotherapy in patients with borderline resectable or unresectable stage III NSCLC. A total of 112 patients with T4 and/or N2–N3 disease were included in this study. Of the 112 patients, 75% successfully underwent surgical resection, 29% achieved a pCR, and 42.2% achieved an MPR with a median EFS of 52.6 months. Patients with high PD-L1 expression and a high tumor mutational burden achieved the most favorable pathologic response rates57. This study broadens the population of patients who may benefit from neoadjuvant therapy and underscores the importance of evaluation within an MDT setting.
The INCREASE trial included patients with potentially resectable T3–4N0–1 NSCLC treated with the CRT-IO regimen. Among patients in whom the MDT assessment deemed the tumor only marginally resectable, the radiation dose was increased to a maximum of 60 Gy29. A total of 83% of patients underwent surgery and subsequent pathologic assessment. The MPR and pCR rates significantly increased to 79% and 63%, respectively, with manageable safety profiles36. Extended follow-up is needed to further evaluate long-term toxicity.
Low-dose radiotherapy (LDRT), which has been shown to exert specific immunomodulatory effects with relatively low toxicity in prior studies, may balance treatment efficacy and toxicity. The NCT05157542 trial evaluated the tolerability threshold of neoadjuvant chemotherapy combined with LDRT and reported that the optimal radiotherapy dose among the different cohorts was 30 Gy/15 fractions. All patients achieved tumor downstaging following completion of the planned neoadjuvant therapy. The MPR and pCR rates were both 33.3% in cohort 1 (10 Gy/5 fractions), 66.7% and 0.0% in cohort 2 (20 Gy/10 fractions), respectively, and 100.0% and 66.7% in cohort 3, respectively (30 Gy/15 fractions). No additional safety concerns were reported58. Larger scale studies are warranted to further validate the safety and efficacy of this combination regimen.
Optimal neoadjuvant treatment approaches remain under investigation for potentially resectable patients. Whether concurrent chemoradiotherapy followed by durvalumab or neoadjuvant/perioperative chemotherapy combined with immune checkpoint inhibitors followed by surgery represents the superior approach for patients with bulky or multi-station N2 disease remains a matter of debate. This uncertainty underscores the importance of individualized MDT discussions and the need for further research to refine risk stratification.
Currently, three immunotherapy approaches have demonstrated significant benefits for patients with resectable stage III NSCLC. Selecting a treatment strategy that maximizes the therapeutic advantages and long-term survival outcomes of immunotherapy is therefore of critical importance. Neoadjuvant immunotherapy can improve the R0 resection rate and achieving pCR after neoadjuvant therapy can provide substantial survival benefits to patients. Our single-arm meta-analysis comparing different neoadjuvant regimens revealed that ICI combined with chemotherapy achieved promising pathologic response rates (MPR, 44.5%; pCR, 26.5%; Figure 6)22,45,49–51,54,59,60. However, this approach may lead to disease progression or significant adverse effects, potentially resulting in patients losing the opportunity for surgery. Surgery was cancelled for 15.6% of patients in the combination group of the CheckMate 816 study, mainly because of disease progression22. Therefore, for patients with a PD-L1 ≥ 1%, neoadjuvant immunotherapy should be prioritized for continuous monitoring of disease progression. Notably, in our single-arm meta-analysis, emerging neoadjuvant strategies demonstrated even higher efficacy. ICI combined with radiotherapy achieved remarkable pathologic response rates (MPR, 73.8%; pCR, 45.5%)31,37,61, likely attributable to enhanced local tumor control and potentially reduced systemic toxicity by radiotherapy. Similarly, ICI combined with anti-VEGF agents and chemotherapy showed considerable efficacy (MPR, 64.5%; pCR, 39.2%; Figure 6)62–66, representing a promising future direction, although phase III randomized controlled trials are required to validate these findings.
Adjuvant therapy may not compromise the effectiveness of surgery and it has the potential to eliminate micro-metastatic disease not eradicated by preoperative (chemo-)immunotherapy17. However, the IMpower010 study indicated that adjuvant therapy is significantly beneficial only for patients with PD-L1 levels ≥ 1%41. In contrast to adjuvant therapy, neoadjuvant immunotherapy combined with chemotherapy has demonstrated benefit, even in patients with PD-L1 expression < 1%, whereas adjuvant therapy has not yielded a significant OS benefit and lacks assessment metrics, such as the objective response rate (ORR). Current research suggests that adjuvant therapy may not be the optimal choice for patients with stage III NSCLC. For patients who can tolerate systemic therapy or have PD-L1 expression < 1%, perioperative treatment should be strongly considered.
The ‘sandwich’ approach has shown long-term benefits as a perioperative treatment approach, demonstrating significant improvements in pCR/MPR and EFS in patients with both squamous and non-squamous NSCLC. While this approach may currently be the optimal choice for patients with stage III NSCLC, the high cost, economic burden, and reimbursement challenges may limit widespread clinical application. Omitting adjuvant therapy in some patients could prevent overtreatment and unnecessary economic burden. Currently, the need for postoperative adjuvant treatment in patients who achieve a pCR with neoadjuvant immunotherapy combined with chemotherapy is still under debate. Analyses from the CheckMate 77T and CheckMate 816 trials indicate that patients with a PD-L1 < 1% and pCR negativity show additional EFS benefits from perioperative nivolumab treatment and it is recommended that these patients receive postoperative adjuvant therapy53. Through propensity score weighting analysis, key baseline characteristics between the CheckMate 816 and CheckMate 77T studies were adjusted to achieve balance, revealing that perioperative treatment reduced disease recurrence/death risk by 39% compared to neoadjuvant treatment alone. The LCMC3 study results revealed that patients who received postoperative adjuvant immunotherapy had significantly improved DFS compared to patients who did not receive adjuvant treatment with OS also showing improvement67. Therefore, continuation of adjuvant treatment after neoadjuvant immunotherapy confers survival benefits whether a pCR is or is not achieved. The continuation of adjuvant immunotherapy is recommended for patients receiving preoperative neoadjuvant immunotherapy when feasible based on several phase III perioperative immunotherapy trials. Moreover, individualized discussion of optimal treatment selection for patients within the MDT is encouraged with participation in clinical trials addressing treatment de-escalation and intensification opportunities.
Improvement in survival is the most crucial consideration in the evaluation framework of a therapeutic regimen. OS is regarded as the gold standard for evaluating treatment efficacy but large sample sizes and longer follow-up periods are usually needed. As a result, the evaluation of perioperative immunotherapy in patients with NSCLC requires timely and robust surrogate clinical endpoints.
The MPR and pCR are commonly used primary endpoints in trials evaluating neoadjuvant ICIs68. Meta-analyses have demonstrated that the pCR is an effective predictor of OS outcomes in the context of neoadjuvant chemotherapy and MPR is also associated with OS69. Although the MPR and pCR can assess local tumor regression following treatment, the MPR and pCR cannot be used to evaluate the eradication of distant occult disease. Even patients assessed as having achieved pCR or MPR may still experience distant disease recurrence. Indeed, the risk of distant metastasis might even exceed the risk of local recurrence (48.1% vs. 23.9%, respectively, in patients with stage III NSCLC)70. Although there is a clear correlation between pCR and OS, confirming the value of pCR as a prognostic indicator and validity as a surrogate for OS after neoadjuvant therapy is controversial. pCR appears to represent a reasonable surrogate endpoint that is strongly correlated with OS based on existing evidence.
DFS/EFS, defined as the interval from randomization to disease recurrence, distant metastasis, or death, is a critical endpoint for evaluating the efficacy of adjuvant therapy. However, the interpretation of DFS remains ambiguous. Does DFS indicate control of residual disease leading to delayed recurrence or does DFS imply a complete disease eradication? This distinction has not been definitively resolved. The ADAURA study71 revealed a significant improvement in DFS with adjuvant osimertinib compared to placebo (P < 0.001) with a substantial reduction in the risk of recurrence or death (73% reduction, HR = 0.27). In addition, a significant increase in the 5-year OS benefit was noted (88% vs. 78%), providing strong evidence that DFS benefits from adjuvant treatment can translate into OS improvements. While surrogate clinical endpoints, including MPR, pCR, and DFS, have achieved acceptance in clinical research involving stage III NSCLC perioperative treatment, debate persists whether short-term survival benefits translate to improved OS. Further long-term data are needed to clarify the precise correlations between these measures and OS.
The most widely used imaging modality in the context of neoadjuvant immunotherapy is PET/CT. During the neoadjuvant immunotherapy phase, PET/CT findings are evaluated using the iPERCIST criteria, which assess metabolic changes in tumors based on PET/CT scan findings72.
The advantages of PET/CT include the systemic and non-invasive methodology, molecular-level precision, and targeted approach. PET/CT is expected to become an important adjunctive tool for the non-invasive evaluation of PD-L1 expression. Immuno-PET/CT has undergone rapid advances and deferoxamine-mediated chelation of anti-PD-L1 antibodies with 89Zr has been successfully applied in tumor-bearing mouse models to visualize changes in PD-L1 expression before and after chemotherapy73. In addition, PET/CT-derived metabolic parameters provide insight for predicting dynamic changes in PD-L1 status. 18F-FDG PET/CT is used to assess metabolic parameters in humans and studies have demonstrated relationships between these parameters and PD-L1 expression74.
There can be discrepancies between imaging and pathologic findings in clinical practice. Evaluations based on the RECIST criteria may not always correspond with pathologic assessments. This discrepancy is manifested primarily in cases in which RECIST indicates progression or stability, while pathologic evaluation reveals partial or even complete response75. Some patients may initially be staged as having stage II NSCLC owing to the absence of radiologically detectable lymph node involvement. However, lymph nodes may be discovered during surgery, leading to postoperative reclassification as stage III NSCLC76. Adjuvant therapy is preferred to address residual lymph node disease and micro-metastatic foci for upstaged patients who have already undergone surgery.
Molecular residual disease (MRD) detection serves as a crucial tool for assessing minimal residual disease after treatment. Circulating tumor DNA (ctDNA)-based MRD detection has emerged as a pivotal tool for treatment response evaluation, recurrence monitoring, and prognostic assessment in patients with early-stage NSCLC77 but considerable technical limitations remain. The low mutant allele frequency in ctDNA necessitates ultrahigh-sensitivity detection approaches. In addition, MRD detection in solid tumors is limited by tumor heterogeneity, complicating the design of detection panels. Given the limitations of imaging and MRD detection in precise efficacy assessment, multimodal evaluation systems are a novel research direction. In a multicenter retrospective study utilizing CT imaging combined with deep learning, an imaging biomarker model (LUNAI-fCT) was developed for predicting pCR following neoadjuvant immunochemotherapy in patients with NSCLC78. Multimodal fusion models have demonstrated superior accuracy in pCR prediction compared to unimodal approaches.
With the development of artificial intelligence (AI), more precise capabilities and applications are gradually being identified. Radiologists and histopathologists have successfully used machine learning (ML) and deep learning (DL) approaches to maximize sensitivity, specificity, and accuracy, especially in the evaluation of lung cancer79–81. Large NSCLC datasets of whole slide images and genomic profiles can be used to train robust AI algorithms, improving the efficiency, accuracy, and consistency of histopathologic assessment. Increasingly sophisticated AI prediction models, such as lung cancer risk and prognostic prediction models82,83, are continually being developed. Related studies have shown that combined models integrating clinical features with AI-based DL scores effectively predict MPR in patients with NSCLC following neoadjuvant chemoimmunotherapy [internal validation: area under the receiver operating characteristic curve (AUC) = 0.77, 95% CI = 0.64–0.89; and external validation: AUC = 0.75, 95% = CI 0.62–0.87]. AI prediction models may significantly support future evaluation of treatment efficacy.
Future integration of multimodal models incorporating clinical, pathologic, radiologic, and molecular biomarkers with ML algorithms and the exploration of novel biomarkers is expected to improve therapeutic efficacy assessment and prediction accuracy, enabling precision individualized treatment for patients with stage III NSCLC. Dynamic monitoring approaches, including continuous MRD surveillance and temporal radiomic analysis, are anticipated to provide novel perspectives for efficacy evaluation. These integrated technologies will enable clinicians to precisely monitor disease progression and develop targeted individualized treatment strategies, ultimately improving therapeutic outcomes and patient prognosis.
Recent studies have demonstrated the considerable effectiveness of combining immunotherapy with chemotherapy. However, the addition of immunotherapy, particularly when paired with anti-angiogenic agents, can increase toxicity compared to standard chemotherapy84. The impact of surgery on pulmonary function and the increased toxicity from chemotherapy have resulted in adverse reactions in many patients, potentially leading to missed opportunities for further treatment. Greater than 40% of patients with NSCLC are elderly patients with poor performance status and/or multiple co-morbidities with poor treatment tolerance85. Many of these patients are considered unsuitable for first-line platinum-based treatment regimens and are often excluded from first-line clinical trials86. This group represents an important yet insufficiently studied population of patients with NSCLC and significant unmet medical needs. Therefore, actively exploring a chemotherapy-free approach for neoadjuvant therapy may lead to new solutions.
The LCMC3 study evaluated the efficacy and safety of atezolizumab without chemotherapy67. Neoadjuvant atezolizumab treatment resulted in an MPR rate of 20% for stage IB–III NSCLC and with at least 3 years of follow-up, the 3-year OS rate was 80%. Anti-angiogenic agents combined with PD-1 inhibitors may offer a strategy to maintain the pathologic response while minimizing toxicity for chemotherapy-intolerant patients. Exploring this approach, the phase II AK112-205 trial evaluated ivonescimab (AK112), a PD-1/VEGF bispecific antibody, as neoadjuvant monotherapy or combined with chemotherapy in resectable NSCLC. Monotherapy achieved MPR and pCR rates of 60% and 30%65, respectively, which were notably higher than the 20% MPR reported in the LCMC3 study but lower than the combination group (MPR, 71.8%; pCR, 43.6%). A phase II study evaluated camrelizumab plus apatinib (a VEGFR-2 inhibitor) as neoadjuvant therapy for resectable stage IIA–IIIB NSCLC, yielding an MPR rate of 57% and a pCR rate of 23%64. The NCT04379739 study further validated this approach by comparing camrelizumab plus chemotherapy versus camrelizumab plus apatinib in PD-L1-positive patients. The apatinib combination resulted in a significantly higher MPR rate than chemotherapy (60% vs. 25%) with fewer grade ≥ 3 adverse events (10% vs. 25%)66. These findings suggested that chemotherapy-free regimens combining ICIs with anti-angiogenic agents may achieve superior efficacy with reduced toxicity in PD-L1-positive patients, potentially providing a promising treatment option for this subgroup.
Although phase III trials, such as KEYNOTE-02487 and HARMONi-288, have suggested that the chemotherapy-free approach may be feasible for select patients with advanced unresectable NSCLC, the prevailing evidence for resectable patients still favors neoadjuvant immunotherapy combined with chemotherapy. At present, a chemotherapy-free strategy has not been established as a standard approach for this patient subset.
Neoadjuvant immunochemotherapy has emerged as the recommended treatment approach for patients with potentially resectable NSCLC. In the INCREASE trial, 92.3% of patients underwent surgical resection with pCR and MPR rates of 63% and 79%, respectively, among patients who underwent surgical resection36. Similarly, the Neo-Pre-IC study demonstrated a downstaging rate of 80% in patients with potentially resectable stage IIIA/IIIB NSCLC treated with sintilimab in combination with chemotherapy. Among patients who underwent surgery, 65% and 40% achieved MPR and pCR, respectively89. Several experimental findings suggested that when neoadjuvant treatment is efficacious in potentially resectable disease, the long-term benefits of surgical resection may outweigh the less invasive nature of radiation therapy.
Lymphocyte-activation gene 3 (LAG-3) is recognized as a crucial immune checkpoint with PD-1/PD-L1 and CTLA-490. Relatlimab, an anti-LAG-3 antibody, has demonstrated clinical efficacy in some patients with advanced NSCLC91. The NEOpredict-Lung study demonstrated that the combination of relatlimab and nivolumab can elicit profound, rapid, and durable pathologic responses in patients with resectable stage III NSCLC92. In this trial, the response rates were comparable between the two treatment groups. The 2-year OS and DFS rates for the monotherapy group were 92.3% and 75.3%, respectively, whereas the OS and DFS rates were 88.6% and 69.1%, respectively, for the combination therapy group. All patients successfully underwent surgery with a significantly higher lymph node downstaging rate in the combination therapy group (66.7% vs. 28.6%). The safety profile was acceptable93. A phase II umbrella trial evaluated neoadjuvant chemotherapy plus tislelizumab (TIS), TIS combined with ociperlimab [anti-T cell immunoreceptor with Ig and ITIM domains (TIGIT)], or TIS combined with LBL-007 (anti-LAG-3) in patients with resectable NSCLC. In patients with a PD-L1 TC ≥ 50%, TIS monotherapy and TIS-based combinations yielded favorable MPR and pCR rates. In contrast, the addition of supplementary immunotherapy to TIS plus chemotherapy conferred no additional benefit for patients with a PD-L1 TC < 50%94. Stratified treatment strategies based on histology and PD-L1 expression should be explored in future studies to optimize therapy for low-expression populations and identify optimal combination regimens.
The NeoCOAST-2 study evaluated the efficacy and safety of durvalumab combined with various novel agents and chemotherapy in the perioperative setting95. The pCR rates were 20.0%, 26.7%, and 34.1% in Arm 1 (combined with oleclumab), Arm 2 (combined with monalizumab), and Arm 4 (combined with Dato-DXd), respectively, while the MPR rates were 45.0%, 53.3%, and 65.9%, respectively. The safety profiles were manageable across all treatment groups.
A wide range of therapeutic agents targeting multiple pathways are available for the treatment of NSCLC. As more novel drugs and combination regimens are developed, further clinical data are eagerly anticipated.
Establishing a hierarchy of biomarker priority is essential in the clinical management of resectable stage III NSCLC. In current practice, first-line testing of oncogenic driver mutations is required to guide targeted therapy, followed by PD-L1 assessment (≥ 50% threshold) to determine immunotherapy eligibility, and increasingly, ctDNA-based MRD for postoperative risk stratification. A PD-L1 status ≥ 50% currently has the highest clinical priority for the selection of patients for adjuvant atezolizumab39. Given the rapidly changing NSCLC treatment environment, new biomarkers that offer dynamic insights beyond tissue-based assessment are urgently needed.
MRD is a crucial biomarker for predicting postoperative recurrence in patients with NSCLC and is detected primarily through ctDNA or circulating tumor cells. The CheckMate 816 trial revealed that among 89 patients who received nivolumab plus chemotherapy, ctDNA clearance was associated with higher pCR rates (46% vs. 0%) and a longer EFS (median NR vs. 18.9 months)22. Similarly, patients with undetectable ctDNA levels in the NADIM study had significantly improved PFS and OS outcomes44. These results suggested that ctDNA testing following neoadjuvant chemoimmunotherapy may have important prognostic value and could provide a basis for further individualized treatment. The IMpower010 study demonstrated that patients with ctDNA-negative status had better DFS outcomes after surgery than ctDNA-positive patients in the setting of adjuvant therapy96. However, patients with stage II–IIIA disease, regardless of ctDNA clearance status, benefited from adjuvant ICI treatment. Only patients with persistent ctDNA positivity and a PD-L1 < 1% exhibited no significant improvement in DFS (HR = 0.88, 95% CI = 0.40–1.91)97. The LUNGCA-1 trial revealed that postoperative ctDNA-based MRD was significantly associated with disease recurrence (HR = 11.1)98. Among MRD-positive patients, those who received adjuvant therapy had better recurrence-free survival (RFS) than patients who did not receive treatment (HR = 0.30; P = 0.008). Adjuvant therapy did not prolong the RFS in MRD-negative patients.
Landmarking analysis refers to the selection of a specific postoperative time point as a critical observation point for evaluating MRD status. The timing of postoperative landmark detection is crucial because surgery and adjuvant therapy affect ctDNA levels. Studies have shown that ctDNA positivity at postoperative day 3 was significantly associated with reduced RFS (HR = 5.31)99. Another study revealed that ctDNA levels measured 1 month postoperatively showed a significantly stronger correlation with DFS than ctDNA levels measured at days 3–7, although this difference was observed primarily among MRD-positive groups (P = 0.018) rather than MRD-negative groups100. Plasma samples should ideally be collected 3–7 days postoperatively for initial patient assessment based on these findings. Only when MRD status is positive at days 3–7 should additional samples be collected at 1 month for further evaluation with the 1-month result serving as the definitive MRD status.
Therefore, perioperative MRD monitoring has the potential to predict recurrence risk and inform adjuvant treatment decisions. However, the widespread clinical adoption of these biomarkers is currently hindered by substantial standardization challenges. Key technical limitations include inter-assay variability among anti-PD-L1 antibodies and the requirement for ultrahigh-sensitivity platforms to accurately detect low-abundance ctDNA in early-stage disease. Furthermore, tumor heterogeneity remains a barrier to consistent detection panel design across different clinical settings. Under these prevailing constraints, in the setting of adjuvant immunotherapy, MRD serves primarily as a prognostic indicator rather than a predictive biomarker of immunotherapeutic efficacy97 but further validation is needed. Future studies should prioritize the standardization of precise dynamic evaluation methodologies and the establishment of clinical-grade validation frameworks to facilitate the development of truly individualized treatment strategies.
Recent data, regulatory approvals, and ongoing trials are transforming the standard of care. Improving the curative potential for patients with stage III NSCLC should be a key goal in managing this frequently fatal disease. Indeed, this goal appears more achievable with the introduction of ICIs.
Landmark studies, such as the CheckMate 816 trial, demonstrated significant benefits of neoadjuvant immunochemotherapy over chemotherapy alone in resectable stage III NSCLC, marking the beginning of a new era in neoadjuvant immunotherapy for NSCLC. Our single-arm meta-analysis further supported the favorable efficacy of neoadjuvant immunochemotherapy. The combination of ICI with radiotherapy demonstrated numerically higher pathologic response rates, while ICI combined with antiangiogenic agents also showed promising therapeutic potential. The IMpower010 trial demonstrated improved DFS in association with adjuvant immunotherapy. These trials have prompted debate regarding which treatment strategy is optimal for specific patient populations. We propose the following clinical practice recommendations for resectable stage III NSCLC based on existing evidence. Neoadjuvant immunochemotherapy (3–4 cycles) followed by surgery should be prioritized for patients in whom the PD-L1 TC is ≥ 1% with continuous monitoring for disease progression. Perioperative treatment is recommended for patients tolerating systemic therapy or with a PD-L1 < 1%. Continuing adjuvant therapy after neoadjuvant immunotherapy appears to confer survival benefits independent of achieving a pCR, particularly for patients with a PD-L1 < 1% who do not achieve a pCR. Individualized discussion of optimal treatment selection within the MDT is encouraged for all patients.
While the outlook for the use of ICIs in the treatment of stage III NSCLC is promising, challenges remain in the judicious application of ICIs. High-priority areas include establishing appropriate endpoints for stage III NSCLC. The limitations of current alternative endpoints in assessing distant occult metastasis and addressing ambiguous deficiencies are also underscored. Given the unique clinical needs and vulnerability of patients intolerant of chemotherapy, developing chemotherapy-free regimens is crucial. Optimizing perioperative treatment strategies is also important because the optimal number of cycles for neoadjuvant immunotherapy plus chemotherapy is unclear and requires individualized adjustment. Whether all patients require such intensive treatment regimens is uncertain, highlighting the need for precise stratification criteria and treatment escalation or de-escalation strategies. Moreover, for potentially resectable patients, international consensus on resectability criteria integrating anatomic, functional, and molecular features is urgently needed. Despite the preliminary efficacy of immunotherapy in this population, prospective randomized, controlled trials (RCTs) are required to clarify the comparative efficacy of immunotherapy versus definitive concurrent chemoradiotherapy across different subgroups and to establish evidence-based selection criteria. The discordance between radiologic findings and pathologic outcomes with the uncertainty regarding the need for adjuvant therapy in patients who achieve apCR highlights the importance of routine ctDNA-based MRD detection to guide adaptive treatment strategies. These adaptive strategies include treatment escalation for MRD-positive patients to eradicate micro-metastatic disease and potential de-escalation for patients with a pCR and MRD negativity to minimize toxicity. The development of AI-based multimodal predictive models that integrate radiomics, digital pathology, and ctDNA analysis approaches to predict pathologic response and immunotherapy efficacy is another key area for exploration.
Overall, identifying strategies that meaningfully improve survival outcomes in patients with resectable stage III NSCLC remains a long-term challenge. Nevertheless, conventional therapies are continuously being refined through ongoing research. In biomarker-selected populations, next-generation immunotherapies, such as LAG-3 inhibitors, TIGIT inhibitors, and antibody-drug conjugates (ADCs), have shown promise in specific subgroups, particularly patients with a PD-L1 TC ≥ 50% who may demonstrate the most favorable responses. In addition, LDRT combined with immunotherapy has demonstrated notable synergistic anti-tumor effects with manageable toxicity. Prospective trials (e.g., NCT05157542 and SACTION-01) are exploring the perioperative application. These novel agents and strategies are expected to continue improving outcomes for patients with resectable stage III NSCLC.
  • This work was supported by a grant from the Natural Science Foundation of Shandong Province (Grant No. ZR2023LZL001).
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Year 2026 volume 23 Issue 6
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doi: 10.20892/j.issn.2095-3941.2025.0589
  • Receive Date:2025-09-26
  • Online Date:2026-11-07
  • Published:2026-06-15
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  • Received:2025-09-26
  • Accepted:2026-03-10
Funding
This work was supported by a grant from the Natural Science Foundation of Shandong Province (Grant No. ZR2023LZL001).
Affiliations
    1Nanchang University Queen Mary School, Nanchang 330031, China
    2Queen Mary University of London, London E1 4NS, UK
    3Department of Radiation Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Sciences, Jinan 250117, China
    4Department of Radiology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China
    5Department of Oncology, The Second Affiliated Hospital of Nanchang University, Nanchang 330006, China

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Correspondence to: Xiangjiao Meng, Zhaoqin Huang and Anwen Liu, E-mail: , , and
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表12种不同金属材料的力学参数
科
Family
属数
Number of
genus
种数
Number of
species
占总种数比例
Percentage of
total species (%)
属
Genus
种数
Number of
species
占总种数比例
Percentage of total
species (%)
鹅膏菌科Amanitaceae 2 11 5.26 鹅膏菌属 Amanita 10 4.78
小菇科 Mycenaceae 2 12 5.74 丝盖伞属 Inocybe 5 2.39
多孔菌科 Polyporaceae 8 14 6.70 蜡蘑属 Laccaria 5 2.39
红菇科 Russulaceae 3 23 11.00 小皮伞属 Marasmius 6 2.87
小菇属 Mycena 11 5.26
光柄菇属 Pluteus 5 2.39
红菇属 Russula 17 8.13
栓菌属 Trametes 5 2.39
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