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Eurasian Journal of
            Medicine and Oncology                                                 Single-cell sequencing for lung cancer



            bisphosphate 3-kinase catalytic subunit delta (PIK3CD),   4.3. Single-cell sequencing in drug resistance and
            and  ubiquinol-cytochrome  c  reductase,  complex  III   individualized therapy in lung cancer
            subunit  X (UQCR10) and PD-1 expression, suggesting   Acquired drug resistance is a major factor contributing
            their potential as predictive markers for pembrolizumab   to poor prognosis and survival outcomes in cancer. 78,79
            efficacy in PD-L1-negative squamous lung cancer. In   Disease recurrence is also caused by drug resistance, which
            another study, Yudi Hu  et al.  investigated the changes   can be due to genetic or epigenetic changes, modifications
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            in smoking on T cells in primary NSCLC patients by   in drug targets, inhibition of apoptosis, increased drug
            integrating single-cell RNA-seq and bulk RNA-seq data.   efflux, and other cellular and molecular mechanisms. 80,81
            The results showed that smoking induced high expression   Single-cell sequencing helps to understand the
            of metallopeptidase domain 12 (ADAM12) in tumor-   mechanisms of drug resistance in lung cancer. Through
            specific Tregs in untreated NSCLC patients, indicating   scRNA-seq  and  scATAC-seq  analysis  of  cell  line  models
            ADAM12 as a potential biomarker and therapeutic target.   and clinical specimens, Yukie Kashima  identified CD74
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            Ruan et al.  found that the expression of CEA cell adhesion   as an important factor in the transition of tumor cells from
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            molecule 6 (CEACAM6), secretoglobin family 3A member   a naïve to a drug-tolerant state. CD74 upregulation confers
            2 (SCGB3A2), and complement C3 (C3) was significantly   resistance to the epidermal growth factor receptor tyrosine
            elevated in tumor cells within the cerebrospinal fluid of   kinase inhibitor (EGFR-TKI) osimertinib and blocks
            patients with soft meningeal metastases from LUAD,   apoptosis, enabling tumor regrowth. Salcher S  focused
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            suggesting these molecules as potential markers of tumor   on tissue-resident neutrophils (TRNs) by analyzing
            metastasis. A  recent study integrated scRNA-seq and   1,283,972  single  cells  integrated  from  556  samples  and
            lipidomics to develop a lung cancer artificial intelligence
            detector (LCAID) v2.0, a lipid-targeted detection method   318  patients. The study revealed that genetic markers
            for early lung cancer diagnosis. scRNA-seq revealed lipid   derived from TRNs were linked to treatment failure with
                                                               anti-programmed cell death ligand 1 (PD-L1) therapy. In
            metabolism dysregulation in tumor cells and identified   addition, researchers generated CTC-derived xenografts
            nine lipid biomarkers through machine learning. Its   from patients with SCLC and performed single-cell RNA
            accuracy and high specificity make it a valuable tool for
            early detection and large-scale screening of high-risk   sequencing on both chemoresistant and chemosensitive
            populations, providing a more personalized approach to   CTC-derived xenografts, as well as patient-derived
            lung cancer treatment. 74                          CTCs. The findings showed that cellular subpopulations
                                                               underwent EMT after developing treatment resistance. In
            4.2. Single-cell sequencing for lung cancer        chemoresistant models, there was an increased expression
            prognostic evaluation                              of signaling pathway components previously associated
                                                               with chemoresistance, such as MYC, mTOR, and Wnt.
            The application of single-cell sequencing in monitoring
            tumor dynamics offers unprecedented insights into    The  findings  confirmed  the  presence  of multiple
            cancer progression and treatment response. A midkine   cisplatin resistance pathways at intratumoral, intrapatient,
            (MDK) is a protein that activates signaling pathways   and interpatient levels. These pathways were marked by
            through  ligand-dependent  receptor  interactions,  the coexistence of distinct subpopulations of cells with
            resulting in specific biological responses. It is also a   heterogeneous gene expression.  A study found that in
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            potent proangiogenic factor.  Overexpression of MDK   non-responsive tumors, the signaling mechanisms of
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            (at  both  mRNA  and  protein  levels)  has  been  strongly   T-cell receptors specific to  mutated  antigens  (MANA)
            linked to malignancy and poor prognosis.  Jiang    were significantly impaired. This reduction in signaling
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            et al.  identified two distinct subtypes using the LUAD   could weaken the immune system’s ability to recognize
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            scRNA-seq dataset, observing different prognostic and   and destroy tumor cells, contributing to treatment
            immunologic characteristics. Higher risk scores were   resistance and immune evasion. In addition, these clones
            associated with poorer survival outcomes and were   demonstrated coordinated upregulation of checkpoint
            more frequently linked to TP53 mutation, higher tumor   molecules, killer suppressor receptors, and inhibitors
            mutation burden values, and PD-L1 upregulation. This   of T-cell activation. These observations offer valuable
            model could serve as a potential biomarker for LUAD   insights into resistance mechanisms that may be targeted
            patients’  risk  stratification  and  treatment  response   to enhance the efficacy of PD-1 blockade.  He  et al.
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            prediction.  These findings highlight the critical role   analyzed the role of circadian rhythm disruption (CRD)
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            of scRNA-seq in refining prognostic models for LUAD   in  tumors using  three  representative single-cell  RNA-
            patients and enhancing personalized therapeutic    seq datasets of LUAD. The study showed that patients
            approaches to improve survival outcomes.           with LUAD who had high CRD scores tended to have a

            Volume 9 Issue 2 (2025)                         10                              doi: 10.36922/ejmo.6883
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