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Updated: Sep 15, 2025

Next Generation Sequencing for the Detection of Actionable Mutations in Solid and Liquid Tumors
Published on: September 20, 2016
Impact of KRAS mutation subtypes on morphological heterogeneity and immune landscape in surgically treated lung
Klara Torok1, Bence Ferencz1,2, Kristiina Boettiger3
1Department of Thoracic Surgery, Semmelweis University and National Institute of Oncology, Budapest, Hungary.
Background:
Although Kirsten rat sarcoma virus (KRAS) mutations represent the most frequent oncogenic driver alterations in Caucasian lung adenocarcinoma (LADC) patients, their impact on immune phenotype and tumor morphology is largely unexplored. Here, we investigated the associations between KRAS mutation subtypes, immune landscape, and tumor heterogeneity in surgically treated LADC, with a particular focus on specific tumor growth patterns.
Methods:
This study included 87 surgically treated patients with histologically confirmed early-stage LADC. Three tumorous and one non-tumorous tissue microarray (TMA) cores were collected from each patient. KRAS genotyping was performed using polymerase chain reaction (PCR)-based assays. We assessed the immune landscape by evaluating the NLRP3 inflammasome, CD3, CD163, and PD-L1 expression.
Results:
The mutational landscape concerning the type of KRAS mutation was mostly homogenous across TMA cores, with KRASG12C being the most frequently detected alteration. Notably, in 19 cases, the dominant mutational subtype differed between the tumor punctures originating from the same tumor. Although KRASG12A mutation was not detected in LADC samples with a lepidic growth pattern and micropapillary LADCs lacked wild-type KRAS gene, no statistically significant association was found between the KRAS mutation subtype and LADC growth pattern. NLRP3 expression significantly correlated with CD3 and CD163 expressions (P<0.001), and elevated NLRP3 levels were characteristic of LADCs with solid growth pattern (P=0.001). Tumor samples with solid morphology expressed significantly higher levels of PD-L1 than acinar- or lepidic-pattern LADCs (P=0.007 and P=0.002, respectively).
Conclusions:
KRAS mutation subtypes may have a heterogeneous distribution across different tumor regions, contributing to cases with concomitant mutation subtypes that create significant diagnostic challenges. The growth pattern-specificity of NLRP3 and PD-L1 offers additional guidance for the future development of alternative immunotherapeutic approaches.
Insights
Kirsten rat sarcoma virus (KRAS) mutations in lung adenocarcinoma (LADC) can be heterogeneous, impacting diagnosis. Specific growth patterns in LADC correlate with NLRP3 and PD-L1 expression, guiding future immunotherapies.
Area of Science:
- Oncology
- Immunology
- Pathology
Background:
- Kirsten rat sarcoma virus (KRAS) mutations are frequent in lung adenocarcinoma (LADC).
- The impact of KRAS mutation subtypes on immune phenotype and tumor morphology in LADC remains underexplored.
- This study investigates the relationship between KRAS mutation subtypes, immune markers, and tumor heterogeneity in LADC.
Purpose of the Study:
- To analyze the association between KRAS mutation subtypes and immune landscape in LADC.
- To explore the link between KRAS mutation subtypes and tumor morphology, specifically growth patterns.
- To investigate the expression of NLRP3 inflammasome, CD3, CD163, and PD-L1 in relation to KRAS mutations and LADC subtypes.
Main Methods:
- Study included 87 surgically treated LADC patients.
- Tissue microarrays (TMA) were used for analysis of tumor and non-tumorous tissues.
- KRAS genotyping via PCR, and assessment of NLRP3, CD3, CD163, and PD-L1 expression.
Main Results:
- KRAS mutation subtypes showed mostly homogenous distribution, with KRASG12C being most frequent.
- Heterogeneity in KRAS mutation subtypes was observed in 19 cases.
- NLRP3 expression correlated with CD3 and CD163; elevated NLRP3 was linked to solid growth patterns.
- Solid LADC morphology showed higher PD-L1 expression compared to acinar or lepidic patterns.
Conclusions:
- KRAS mutation subtypes can be heterogeneously distributed within LADC, posing diagnostic challenges.
- Specific LADC growth patterns are associated with distinct immune marker expressions (NLRP3, PD-L1).
- Findings provide guidance for developing novel immunotherapeutic strategies targeting LADC.
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