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1.
Nat Commun ; 15(1): 4871, 2024 Jun 13.
Article En | MEDLINE | ID: mdl-38871738

The phenomenon of mixed/heterogenous treatment responses to cancer therapies within an individual patient presents a challenging clinical scenario. Furthermore, the molecular basis of mixed intra-patient tumor responses remains unclear. Here, we show that patients with metastatic lung adenocarcinoma harbouring co-mutations of EGFR and TP53, are more likely to have mixed intra-patient tumor responses to EGFR tyrosine kinase inhibition (TKI), compared to those with an EGFR mutation alone. The combined presence of whole genome doubling (WGD) and TP53 co-mutations leads to increased genome instability and genomic copy number aberrations in genes implicated in EGFR TKI resistance. Using mouse models and an in vitro isogenic p53-mutant model system, we provide evidence that WGD provides diverse routes to drug resistance by increasing the probability of acquiring copy-number gains or losses relative to non-WGD cells. These data provide a molecular basis for mixed tumor responses to targeted therapy, within an individual patient, with implications for therapeutic strategies.


Chromosomal Instability , ErbB Receptors , Lung Neoplasms , Mutation , Tumor Suppressor Protein p53 , Humans , Tumor Suppressor Protein p53/genetics , Tumor Suppressor Protein p53/metabolism , Animals , Mice , Lung Neoplasms/genetics , Lung Neoplasms/drug therapy , Lung Neoplasms/pathology , ErbB Receptors/genetics , ErbB Receptors/metabolism , ErbB Receptors/antagonists & inhibitors , Drug Resistance, Neoplasm/genetics , Cell Line, Tumor , Protein Kinase Inhibitors/pharmacology , Protein Kinase Inhibitors/therapeutic use , Adenocarcinoma of Lung/genetics , Adenocarcinoma of Lung/drug therapy , Adenocarcinoma of Lung/pathology , Molecular Targeted Therapy/methods , Female , DNA Copy Number Variations , Male
2.
Adv Wound Care (New Rochelle) ; 13(4): 187-199, 2024 Apr.
Article En | MEDLINE | ID: mdl-38183626

Significance: Chemotherapy is a primary method to treat cancer. While chemotherapeutic drugs are designed to target rapidly dividing cancer cells, they can also affect other cell types. In the case of dermal cells and macrophages involved in wound healing, cytotoxicity often leads to the development of chronic wounds. The situation becomes even more severe when chemotherapy is combined with surgical tumor excision. Recent Advances: Despite its significant impact on patients' recovery from surgery, the issue of delayed wound healing in individuals undergoing chemotherapy remains inadequately explored. Critical Issues: This review aims to analyze the harmful impact of chemotherapy on wound healing. The analysis showed that chemotherapy drugs could inhibit cellular metabolism, cell division, and angiogenesis and lead to nerve damage. They impede the migration of cells into the wound and reduce the production of extracellular matrix. At the molecular level, they interfere with replication, transcription, translation, and cell signaling. This work reviews skin problems that patients may experience during and after chemotherapy and demonstrates insights into the cellular and molecular mechanisms of these pathologies. Future Directions: In the future, the problem of impaired wound healing in patients treated with chemotherapy may be addressed by cell therapies like autologous keratinocyte transplantation, which has already proved effective in this case. Epigenetic intervention to mitigate the side effects of chemotherapy is also worth considering, but epigenetic consequences of chemotherapy on skin cells are largely unknown and should be investigated.


Keratinocytes , Wound Healing , Humans , Wound Healing/physiology , Extracellular Matrix
3.
Nat Med ; 29(4): 846-858, 2023 04.
Article En | MEDLINE | ID: mdl-37045997

Cancer-associated cachexia (CAC) is a major contributor to morbidity and mortality in individuals with non-small cell lung cancer. Key features of CAC include alterations in body composition and body weight. Here, we explore the association between body composition and body weight with survival and delineate potential biological processes and mediators that contribute to the development of CAC. Computed tomography-based body composition analysis of 651 individuals in the TRACERx (TRAcking non-small cell lung Cancer Evolution through therapy (Rx)) study suggested that individuals in the bottom 20th percentile of the distribution of skeletal muscle or adipose tissue area at the time of lung cancer diagnosis, had significantly shorter lung cancer-specific survival and overall survival. This finding was validated in 420 individuals in the independent Boston Lung Cancer Study. Individuals classified as having developed CAC according to one or more features at relapse encompassing loss of adipose or muscle tissue, or body mass index-adjusted weight loss were found to have distinct tumor genomic and transcriptomic profiles compared with individuals who did not develop such features. Primary non-small cell lung cancers from individuals who developed CAC were characterized by enrichment of inflammatory signaling and epithelial-mesenchymal transitional pathways, and differentially expressed genes upregulated in these tumors included cancer-testis antigen MAGEA6 and matrix metalloproteinases, such as ADAMTS3. In an exploratory proteomic analysis of circulating putative mediators of cachexia performed in a subset of 110 individuals from TRACERx, a significant association between circulating GDF15 and loss of body weight, skeletal muscle and adipose tissue was identified at relapse, supporting the potential therapeutic relevance of targeting GDF15 in the management of CAC.


Carcinoma, Non-Small-Cell Lung , Lung Neoplasms , Male , Humans , Cachexia/complications , Lung Neoplasms/pathology , Carcinoma, Non-Small-Cell Lung/pathology , Proteomics , Neoplasm Recurrence, Local/pathology , Body Composition , Body Weight , Muscle, Skeletal/metabolism , Antigens, Neoplasm/metabolism , Neoplasm Proteins
4.
Transl Lung Cancer Res ; 12(3): 594-614, 2023 Mar 31.
Article En | MEDLINE | ID: mdl-37057121

Background and Objective: Lung cancer remains the leading cause of cancer-related mortality and constitutes a significant societal burden. Recent advancements in targeted therapies and immunotherapy have considerably broadened therapeutic options in lung cancer, particularly in non-small-cell lung cancer (NSCLC). However, these novel methods necessitate sophisticated molecular diagnostics. Liquid biopsy, which refers to the cytological and molecular analysis of cancer markers shed by the tumor into the body fluids, may offer an attractive diagnostic tool at the individual patient level. This approach is particularly relevant for lung cancer, as the anatomical location of tumor lesions frequently makes them inaccessible for tissue biopsy. Apart from minimal invasiveness, the major advantages of liquid biopsy include better reflection of the tumor clonal heterogeneity (spatial heterogeneity), the possibility of sequential sampling, and real-time monitoring of tumor load and its evolving mutational status (temporal heterogeneity). Methods: This article reviews the available data in this field, current applications, and future perspectives in accordance with the Narrative Review reporting rules. Key Content and Findings: We discuss the most used approaches, i.e., circulating DNA and tumor cells, but also emerging liquid biopsy techniques, such as plasma DNA methylation, plasma metabolites and RNA, extracellular vesicles, and tumor-educated platelets in NSCLC. Finally, we highlight the current limitations of liquid biopsy techniques hampering their clinical applications. Conclusions: Due to their advantages, liquid biopsy-based approaches have recently gained immense interest in oncology. Potential applications of this method include early detection, informing precision medicine-based individualized treatment, and real-time monitoring of disease evolution and treatment. The development of next-generation sequencing has vastly extended genetic profiling, thus enabling better identification of druggable alterations. However, the clinical application of liquid biopsy techniques is still limited due to their suboptimal specificity and sensitivity, lack of standardization, and relatively high costs. Addressing these issues may allow further integration of liquid biopsies in the routine clinical setting, thus making a profound and permanent change in NSCLC management.

6.
Nat Med ; 25(10): 1540-1548, 2019 10.
Article En | MEDLINE | ID: mdl-31591602

An aim of molecular biomarkers is to stratify patients with cancer into disease subtypes predictive of outcome, improving diagnostic precision beyond clinical descriptors such as tumor stage1. Transcriptomic intratumor heterogeneity (RNA-ITH) has been shown to confound existing expression-based biomarkers across multiple cancer types2-6. Here, we analyze multi-region whole-exome and RNA sequencing data for 156 tumor regions from 48 patients enrolled in the TRACERx study to explore and control for RNA-ITH in non-small cell lung cancer. We find that chromosomal instability is a major driver of RNA-ITH, and existing prognostic gene expression signatures are vulnerable to tumor sampling bias. To address this, we identify genes expressed homogeneously within individual tumors that encode expression modules of cancer cell proliferation and are often driven by DNA copy-number gains selected early in tumor evolution. Clonal transcriptomic biomarkers overcome tumor sampling bias, associate with survival independent of clinicopathological risk factors, and may provide a general strategy to refine biomarker design across cancer types.


Clonal Evolution/genetics , Lung Neoplasms/genetics , Prognosis , Transcriptome/genetics , Aged , Biomarkers, Tumor/genetics , DNA Copy Number Variations/genetics , Disease-Free Survival , Exome/genetics , Female , Gene Expression Regulation, Neoplastic , Genetic Heterogeneity , Humans , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Male , Risk Factors , Exome Sequencing
7.
Curr Opin Support Palliat Care ; 13(4): 316-322, 2019 12.
Article En | MEDLINE | ID: mdl-31592847

PURPOSE OF REVIEW: Thoracic malignancies are amongst the most lethal of all cancers. Cancer cachexia lacks unanimously accepted diagnostic criteria, and therefore is referenced to as a conceptual framework whereby cancer cachexia is 'an ongoing loss of skeletal muscle mass (termed sarcopenia), with or without loss of fat mass that cannot be reversed by conventional nutritional support and leads to progressive functional impairment'. This review summarises the current evidence base in this field, including imaging techniques currently used to define sarcopenia, inflammatory and metabolic changes associated with the syndrome and ongoing research into potential treatment strategies. RECENT FINDINGS: Sarcopenia is a key component of the cancer cachexia syndrome. It is common in patients with both early-stage and advanced NSCLC. Patients with sarcopenia have more treatment-related side effects and poorer overall survival compared with nonsarcopenic patients. SUMMARY: Early identification of cancer cachexia may facilitate stratification of patients most-at-risk and initiation of emerging anticachexia treatments. If these are proven to be effective, this strategy has the potential to improve tolerance to anti-cancer therapies, improving the quality of life, and perhaps the survival, of patients with thoracic malignancies.


Cachexia/etiology , Cachexia/physiopathology , Sarcopenia/etiology , Sarcopenia/physiopathology , Thoracic Neoplasms/complications , Anorexia/etiology , Anorexia/physiopathology , Body Composition/physiology , Cachexia/diagnosis , Cachexia/therapy , Carcinoma, Non-Small-Cell Lung/complications , Energy Metabolism , Humans , Inflammation Mediators/metabolism , Lung Neoplasms/complications , Muscle, Skeletal/metabolism , Obesity/etiology , Obesity/physiopathology , Palliative Care , Sarcopenia/diagnosis , Sarcopenia/therapy
8.
Oncogene ; 38(2): 180-193, 2019 01.
Article En | MEDLINE | ID: mdl-30093630

Resistance to chemotherapy remains a critical barrier to effective cancer treatment. Although cisplatin is one of the most commonly used chemotherapeutic agents in the treatment of non-small cell lung cancer (NSCLC), mechanisms of resistance to this drug are not fully understood. Here, we report a novel cisplatin-resistance mechanism involving SET Domain Containing 2 (SETD2), a histone H3 lysine 36 (H3K36) trimethyltransferase, and cAMP-responsive element-binding protein 1 (CREB1). A549 cells selected in vivo to give brain metastases exhibited cisplatin resistance and decreased expression of phosphorylated CREB1. Next-generation sequencing (NGS) analysis identified a missense mutation in SETD2 (p.T1171K), and we demonstrated that SETD2-mediated trimethylation of H3K36 (H3K36me3) and CREB1 phosphorylation are critical for cellular sensitivity to cisplatin. Moreover, we showed that suppression of SETD2 or CREB1 and ectopic expression of mutant SETD2 conferred cisplatin resistance through inhibition of H3K36me3 and ERK activation in NSCLC cells. Our results provide evidence that SETD2 and CREB1 contribute to cisplatin cytotoxicity via regulation of the ERK signaling pathway, and their inactivation may lead to cisplatin resistance.


Carcinoma, Non-Small-Cell Lung/pathology , Cyclic AMP Response Element-Binding Protein/metabolism , Drug Resistance, Neoplasm/genetics , Histone-Lysine N-Methyltransferase/genetics , Lung Neoplasms/pathology , A549 Cells , Carcinoma, Non-Small-Cell Lung/genetics , Carcinoma, Non-Small-Cell Lung/metabolism , Cisplatin/pharmacology , Humans , Lung Neoplasms/genetics , Lung Neoplasms/metabolism , Mutation
9.
Cancer Treat Rev ; 66: 114-121, 2018 May.
Article En | MEDLINE | ID: mdl-29738940

The majority of stage III NSCLC patients managed with a combination of radiotherapy and chemotherapy will develop a locoregional or distant relapse. Concomitant radiochemotherapy allows for improved local control but has no impact on extrathoracic recurrences. To ameliorate this inefficiency the concept of consolidation treatment has been put forward, whereby systemically active doses of chemotherapy, targeted therapy or immune therapy are administered after completion of radiochemotherapy. Randomized trials failed to provide support for consolidation chemotherapy or anti-EGFR therapies. Recently durvalumab, an anti-PD-L1 checkpoint inhibitor, administered as consolidation treatment, was shown to substantially improve progression-free survival. This article critically reviews major studies addressing the role of consolidation systemic therapies following definitive concurrent radiochemotherapy and discusses prospects for future research.


Carcinoma, Non-Small-Cell Lung/radiotherapy , Chemoradiotherapy/methods , Consolidation Chemotherapy/methods , Lung Neoplasms/radiotherapy , Carcinoma, Non-Small-Cell Lung/pathology , Humans , Lung Neoplasms/pathology , Neoplasm Staging
10.
Lung Cancer ; 118: 111-118, 2018 04.
Article En | MEDLINE | ID: mdl-29571988

OBJECTIVES: Overexpression of miR-192, miR-192* and miR-662 was previously found to correlate with poor prognosis of early-stage squamous cell lung cancer (SCC) patients. In this study, we investigated the relevance of these miRNAs to cancer cell biology and chemoresistance. MATERIALS AND METHODS: MiRNA expression profile was analysed in 10 non-small cell lung cancer (NSCLC) cell lines using RT-qPCR. H520 and H1703 cells were transfected with miRNA inhibitors (anti-miR-192, -192* and -662) for functional studies. Chemoresistance to cisplatin and etoposide was evaluated using MTT colorimetric assay. H520 cells were subjected to 3D soft-agar colony formation assay and H1703 cells to wound healing assay. Whole transcriptome analysis was used to assess the effect of miR-192 and miR-662 inhibition on gene expression. RESULTS: SCC cell lines, H520 and H1703, differed in miRNA expression and phenotypic features. MiR-192 and miR-662 inhibition decreased clonogenicity and motility of SCC cells. MiR-192 and miR-662 inhibition sensitized SCC cells to etoposide but not to cisplatin. Whole transcriptome analysis revealed genes regulated by miR-192 and miR-662 in SCC, relevant to maintaining chemoresistance, invasiveness, epithelial-mesenchymal transition (EMT) and immune evasion. CONCLUSIONS: We showed for the first time that miR-192 and miR-662 have functional role in SCC cells. Our findings suggest that targeting these miRNAs may impact both chemoresistance and invasiveness of SCC, and add to the evidence linking these aspects of tumour biology. Overexpression of miR-192 and miR-662 might be useful as a marker of resistance to etoposide.


Lung Neoplasms/genetics , MicroRNAs/genetics , Neoplasms, Squamous Cell/genetics , Antineoplastic Agents/therapeutic use , Cell Line, Tumor , Cell Proliferation , Cisplatin/therapeutic use , Drug Resistance, Neoplasm/genetics , Epithelial-Mesenchymal Transition/genetics , Etoposide/therapeutic use , Gene Expression Profiling , Humans , Immune Evasion/genetics , Lung Neoplasms/drug therapy , Lung Neoplasms/pathology , Neoplasm Invasiveness/genetics , Neoplasms, Squamous Cell/drug therapy , Neoplasms, Squamous Cell/pathology
11.
Contemp Oncol (Pozn) ; 21(3): 254-258, 2017.
Article En | MEDLINE | ID: mdl-29180936

Non-small cell lung cancer (NSCLC) driven by activating mutations in epidermal growth factor receptor (EGFR) constitutes up to 10% of NSCLC cases. According to the NCCN recommendations, all patients (with the exception of smoking patients with squamous cell lung cancer) should be screened for the presence of activating EGFR mutations, i.e. deletion in exon 19 or point mutation L858R in exon 21, in order to select the group that benefits from EGFR tyrosine kinase inhibitors (EGFR TKIs) treatment. Among approved agents there are the 1st generation reversible EGFR TKIs, erlotinib and gefitinib, and the 2nd generation irreversible EGFR TKI, afatinib. The objective response rates to these drugs in randomised clinical trials were in the range of 56-74%, and median time to progression 9-13 months. The most common determinant of resistance to these drugs is the clonal expansion of cancer cells with T790M mutation (Thr790Met) in exon 20 of EGFR. Osimertinib (Tagrisso™), a 3rd generation, irreversible EGFR tyrosine kinase inhibitor, constitutes a novel, highly efficacious treatment for NSCLC patients progressing on EGFR TKIs with T790M mutation confirmed as the resistance mechanism. Resistance mutation can be determined in tissue or liquid biopsy obtained after progression on EGFR TKIs. Osimertinib has a favourable toxicity profile, with mild rash and diarrhoea being the most common. In this article, we present three cases that were successfully treated with osimertinib after progression on 1st and 2nd generation EGFR TKIs.

12.
Clin Exp Metastasis ; 33(8): 765-773, 2016 12.
Article En | MEDLINE | ID: mdl-27485175

The role of adjuvant chemotherapy in stage T2-T3N0 colon cancer (CC) is controversial and there are currently no reliable factors allowing for individual selection of patients with high risk of relapse for such therapy. We searched for microRNA-based signature with prognostic significance in this group. We assessed by qRT-PCR expression of 754 microRNAs (miRNAs) in tumour samples from 85 stage pT2-3N0 CC patients treated with surgery alone. MiRNA expression was compared between two groups of patients: 40 and 45 patients who did and did not develop distant metastases after resection, respectively. Additionally, miRNA expression was compared between CC and normal colon mucosa samples and between the mismatch repair (MMR) competent and deficient tumours. Low expression of miR-1300 and miR-939 was significantly correlated with shorter distant metastasis-free survival (DMFS) in Cox univariate analysis (p.adjusted = 0.049). The expression signature of five miRNAs (miR-1296, miR-135b, miR-539, miR-572 and miR-185) was found to be prognostic [p = 1.28E-07, HR 8.4 (95 % CI: 3.81-18.52)] for DMFS and cross-validated in a leave-one-out analysis, with the sensitivity and specificity of 74 and 78 %, respectively. The expression of miR-592 was significantly associated with the MMR status (p.adjusted <0.01). The expression of several novel miRNAs were found to be tumour specific, e.g. miR-888, miR-523, miR-18b, miR-302a, miR-423-5p, miR-582-3p (p < 0.05). We developed a miRNA expression signature that may be predictive for the risk of distant relapse in early stage CC and confirmed previously reported association between miR-592 expression and MMR status.


Biomarkers, Tumor/genetics , Colonic Neoplasms/genetics , MicroRNAs/genetics , Neoplasm Metastasis/genetics , Adult , Aged , Aged, 80 and over , Biomarkers, Tumor/biosynthesis , Colonic Neoplasms/pathology , DNA Mismatch Repair/genetics , Female , Gene Expression Regulation, Neoplastic , Humans , Kaplan-Meier Estimate , Male , MicroRNAs/biosynthesis , Middle Aged , Neoplasm Metastasis/pathology , Predictive Value of Tests , Prognosis
13.
Arch Immunol Ther Exp (Warsz) ; 64(6): 497-503, 2016 Dec.
Article En | MEDLINE | ID: mdl-27086366

Mastocytosis is an uncommon disease classified as a myeloproliferative neoplasm, however, its symptoms are broad and place patients at crossroads between dermatology, hematology and allergology. Patients with mastocytosis often suffer from symptoms resulting from the activation and release of mediators from the mast cells, such as generalized itching, redness, headache, abdominal cramps, diarrhea, bone pain or arthritis, hypotension and shock. The possible severe, fatal or near fatal reactions caused by food hypersensitivity are reasons for the research focused on marker identification. The aim of the study was to analyse the gene expression differences in mastocytosis patients with and without food and drug hypersensitivity and insect venom allergy (IVA). A total of 57 Caucasian patients with mastocytosis were studied [median age 41.8; range 18-77 years; 15 (26.3 %) males and 42 (73.7 %) females]. Quantitative RT-PCRs of 11 genes plus ribosomal 18S RNA were run. Symptoms of food hypersensitivity were found in 12 patients (21 %), including 3 patients (13 %) with cutaneous mastocytosis (CM), and 9 (28 %) with indolent systemic mastocytosis (ISM). IVA was confirmed in 13 patients (22.8 %) including 6 patients (10.5 %) with CM, and 7 patients (12.3 %) with ISM. Drug hypersensitivity was diagnosed in 10 patients (17.5 %). Significant differences in the gene expression were found for TRAF4 (p = 0.008) in the comparison of the mastocytosis patients with and without concomitant food hypersensitivity. Furthermore significant differences were found in gene expression for B3GAT1 (p = 0.003) in patients with IVA compared to patients without insect sting anaphylaxis in the medical history. The expression of studied genes did not differ according to the presence of drug hypersensitivity. The TRAF4 expression was higher in mastocytosis patients with food hypersensitivity in their medical history, the B3GAT1 expression was lower in mastocytosis patients with IVA in history.


Food Hypersensitivity , Glucuronosyltransferase/metabolism , Insect Bites and Stings/immunology , Mastocytosis, Systemic/immunology , Mastocytosis/immunology , TNF Receptor-Associated Factor 4/metabolism , Adolescent , Adult , Aged , Allergens , Anaphylaxis/immunology , Drug Hypersensitivity , Female , Gene Expression Regulation , Humans , Male , Mastocytosis/metabolism , Mastocytosis, Systemic/metabolism , Middle Aged , Venoms , Young Adult
14.
Pol J Pathol ; 67(3): 228-234, 2016.
Article En | MEDLINE | ID: mdl-28155971

Colorectal carcinoma (CRC) is one of the leading causes of cancer-related deaths worldwide. Alterations in keratin expression, including keratin 7 (K7), are frequent findings in multiple cancers, and they constitute a prognostic factor. The aim of our study was to evaluate the prognostic significance of K7 in the primary tumour and lymph node metastases in two separate cohorts of patients: the first one with lymph node involvement (LN+, 129 cases) and the second one free of LN metastases (LN-, 85 cases). Keratin 7 expression in CRC was analysed on tissue microarrays with immunohistochemistry and evaluated using the h-score. In the LN+ group K7 positivity was identified in 7/129 (5.4%) of primary tumours (PT) and lymph node metastases (LNM); concordance between them was 94% ( 0.396). Keratin 7 was expressed in 8/85 cases (9.4%) in the LN- group. K7 expression in LNM of the LN+ cohort correlated with shorter overall survival (OS) (p = 0.047) and presence of distant metastases at diagnosis (p = 0.005). Expression of K7 in the primary tumour in both cohorts did not correlate with survival. We conclude that the status of K7 expression in metastatic lymph nodes from CRC is a poor prognostic factor.


Adenocarcinoma/pathology , Biomarkers, Tumor/analysis , Colorectal Neoplasms/pathology , Keratin-7/biosynthesis , Adenocarcinoma/mortality , Adult , Aged , Aged, 80 and over , Colorectal Neoplasms/mortality , Disease-Free Survival , Female , Humans , Immunohistochemistry , Kaplan-Meier Estimate , Keratin-7/analysis , Lymphatic Metastasis/pathology , Male , Middle Aged , Prognosis , Proportional Hazards Models , Tissue Array Analysis
15.
BMC Genomics ; 16: 752, 2015 Oct 06.
Article En | MEDLINE | ID: mdl-26444668

BACKGROUND: The development of a more refined prognostic methodology for early non-small cell lung cancer (NSCLC) is an unmet clinical need. An accurate prognostic tool might help to select patients at early stages for adjuvant therapies. RESULTS: A new integrated bioinformatics searching strategy, that combines gene copy number alterations and expression, together with clinical parameters was applied to derive two prognostic genomic signatures. The proposed methodology combines data from patients with and without clinical data with a priori information on the ability of a gene to be a prognostic marker. Two initial candidate sets of 513 and 150 genes for lung adenocarcinoma (ADC) and squamous cell carcinoma (SCC), respectively, were generated by identifying genes which have both: a) significant correlation between copy number and gene expression, and b) significant prognostic value at the gene expression level in external databases. From these candidates, two panels of 7 (ADC) and 5 (SCC) genes were further identified via semi-supervised learning. These panels, together with clinical data (stage, age and sex), were used to construct the ADC and SCC hazard scores combining clinical and genomic data. The signatures were validated in two independent datasets (n = 73 for ADC, n = 97 for SCC), confirming that the prognostic value of both clinical-genomic models is robust, statistically significant (P = 0.008 for ADC and P = 0.019 for SCC) and outperforms both the clinical models (P = 0.060 for ADC and P = 0.121 for SCC) and the genomic models applied separately (P = 0.350 for ADC and P = 0.269 for SCC). CONCLUSION: The present work provides a methodology to generate a robust signature using copy number data that can be potentially used to any cancer. Using it, we found new prognostic scores based on tumor DNA that, jointly with clinical information, are able to predict overall survival (OS) in patients with early-stage ADC and SCC.


Carcinoma, Non-Small-Cell Lung/genetics , Gene Dosage/genetics , Neoplasm Proteins/genetics , Prognosis , Carcinoma, Non-Small-Cell Lung/pathology , Carcinoma, Non-Small-Cell Lung/surgery , Female , Gene Expression Regulation, Neoplastic , Genome, Human , Genomics , Humans , Kaplan-Meier Estimate , Male , Neoplasm Proteins/biosynthesis , Neoplasm Staging
16.
Clin Lung Cancer ; 14(6): 666-673.e2, 2013 Nov.
Article En | MEDLINE | ID: mdl-23870818

BACKGROUND: There is increasing evidence that suggests that particular histopathologic types of non-small-cell lung cancer (NSCLC) display distinct molecular characteristics. We analyzed, in lung squamous cell carcinoma (SCC) and adenocarcinoma (AC), the expression of 8 genes that constitute 2 previously reported prognostic expression signatures in NSCLC. METHODS: Fresh-frozen tumor and normal lung samples were obtained at surgery from 135 patients with stage I-III NSCLC (89 (65.9%) SCC, 46 (34.1%) AC). Expression of CSF1 (colony stimulating factor for macrophages), carbonic anhydrase 9 (CA9), epithelial growth factor receptor (EGFR), dual specificity phosphatase 6 (DUSP6), v-erb-b2 erythroblastic leukemia viral oncogene homolog 3 (ERBB3), monocyte to macrophage differentiation-associated (MMD), lymphocyte-specific protein tyrosine kinase (LCK) and signal transducer and activator of transcription 1 (STAT1) was assessed in SCC, AC, and in normal lung by quantitative reverse transcriptase - polymerase chain reaction (qRT-PCR). Metastasis-free survival was analyzed according to the median value of gene expression in the entire NSCLC cohort and separately in SCC and AC. RESULTS: Expression of CA9, CSF1, DUSP6, STAT1, and MMD differed between NSCLC and normal lung. EGFR was more abundant in SCC compared with AC, whereas the reverse was true for DUSP6 and ERBB3. A high expression of CSF1 correlated with shorter metastasis-free survival in the entire NSCLC group (P = .016) and in SCC (P = .049) and AC (P = .034) cohorts. CONCLUSIONS: Several genes considered prognostic in NSCLC showed significantly different expression in SCC and AC, and thus should be analyzed separately in these 2 subtypes for their prognostic significance. CSF1 is similarly expressed in SCC and AC, and portends a poor outcome in the entire group of patients with NSCLC, and in SCC and AC when considered separately.


Carcinoma, Non-Small-Cell Lung/diagnosis , Lung Neoplasms/diagnosis , Macrophage Colony-Stimulating Factor/metabolism , Adult , Aged , Aged, 80 and over , Antigens, Neoplasm/genetics , Antigens, Neoplasm/metabolism , Biomarkers, Tumor/metabolism , Carbonic Anhydrase IX , Carbonic Anhydrases/genetics , Carbonic Anhydrases/metabolism , Carcinoma, Non-Small-Cell Lung/mortality , Carcinoma, Non-Small-Cell Lung/pathology , Disease-Free Survival , Dual Specificity Phosphatase 6/genetics , Dual Specificity Phosphatase 6/metabolism , ErbB Receptors/genetics , ErbB Receptors/metabolism , Female , Follow-Up Studies , Gene Expression Regulation, Neoplastic , Humans , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/genetics , Lymphocyte Specific Protein Tyrosine Kinase p56(lck)/metabolism , Lymphokines/genetics , Lymphokines/metabolism , Macrophage Colony-Stimulating Factor/genetics , Male , Middle Aged , Neoplasm Metastasis , Neoplasm Staging , Prognosis , Receptor, ErbB-3/genetics , Receptor, ErbB-3/metabolism , STAT1 Transcription Factor/genetics , STAT1 Transcription Factor/metabolism
17.
Mutat Res ; 717(1-2): 25-31, 2011 Dec 01.
Article En | MEDLINE | ID: mdl-21540042

MicroRNAs (miRs) are short RNA chains that regulate gene expression by inhibition of mRNA translation. Their expression is often deranged in cancer. Increasing evidence indicates that these molecules play an important role in oncogenesis and cancer progression. This review focuses on the clinical application of miRs in lung cancer, with the emphasis on detection of early lung cancer, prognostication and chemotherapy sensitivity prediction. Methodological aspects of studies on prognostic markers in early NSCLC are outlined in detail. Finally, modulation of miR expression in lung cancer as a therapeutic possibility is discussed.


Lung Neoplasms/diagnosis , Lung Neoplasms/genetics , Lung Neoplasms/therapy , MicroRNAs , Animals , Antineoplastic Agents/therapeutic use , Biomarkers/metabolism , Clinical Trials as Topic , Early Detection of Cancer/methods , Humans , Prognosis
18.
Clin Cancer Res ; 15(1): 284-90, 2009 Jan 01.
Article En | MEDLINE | ID: mdl-19118056

PURPOSE: Current staging methods are imprecise for predicting prognosis of early-stage non-small-cell lung cancer (NSCLC). We aimed to develop a gene expression profile for stage I and stage II NSCLC, allowing identification of patients with a high risk of disease recurrence within 2 to 3 years after initial diagnosis. EXPERIMENTAL DESIGN: We used whole-genome gene expression microarrays to analyze frozen tumor samples from 172 NSCLC patients (pT1-2, N0-1, M0) from five European institutions, who had undergone complete surgical resection. Median follow-up was 89 months (range, 1.2-389) and 64 patients developed a recurrence. A random two thirds of the samples were assigned as the training cohort with the remaining samples set aside for independent validation. Cox proportional hazards models were used to evaluate the association between expression levels of individual genes and patient recurrence-free survival. A nearest mean analysis was used to develop a gene-expression classifier for disease recurrence. RESULTS: We have developed a 72-gene expression prognostic NSCLC classifier. Based on the classifier score, patients were classified as either high or low risk of disease recurrence. Patients classified as low risk showed a significantly better recurrence-free survival both in the training set (P < 0.001; n = 103) and in the independent validation set (P < 0.01; n = 69). Genes in our prognostic signature were strongly enriched for genes associated with immune response. CONCLUSIONS: Our 72-gene signature is closely associated with recurrence-free and overall survival in early-stage NSCLC patients and may become a tool for patient selection for adjuvant therapy.


Carcinoma, Non-Small-Cell Lung/genetics , Gene Expression Profiling , Lung Neoplasms/genetics , Neoplasm Staging/methods , Carcinoma, Non-Small-Cell Lung/pathology , Disease-Free Survival , Humans , Lung Neoplasms/pathology , Oligonucleotide Array Sequence Analysis , Prognosis , Survival Rate
19.
Clin Cancer Res ; 14(17): 5565-70, 2008 Sep 01.
Article En | MEDLINE | ID: mdl-18765549

PURPOSE: Clinical staging does not adequately risk stratify patients with early stage non-small cell lung cancer. We sought to generate a real-time PCR (RT-PCR)-based prognostic model in patients with early stage lung adenocarcinoma, the dominant histology of lung cancer in the United States. EXPERIMENTAL DESIGN: We studied gene expression of 61 candidate genes in 107 patients with completely surgically resected lung adenocarcinoma using RT-PCR. We used crossvalidation methods to select and validate a prognostic model based on the expression of a limited number of genes. A risk score was generated based on model coefficients, and survival of patients with high- and low-risk scores were analyzed. RESULTS: We generated a four-gene model based on expression of WNT3a, ERBB3, LCK, and RND3. Risk score predicted mortality better than clinical stage or tumor size (adjusted hazard ratio, 6.7; 95% confidence interval, 1.6-28.9; P=0.001). Among 70 patients with stage I disease, 5-year overall survival was 87% among patients with low-risk scores, and 38% among patients with high-risk scores (P=0.0002). Among all patients, 5-year overall survival was 62% and 41%, respectively (P=0.0054). Disease-free survival was also significantly different among low- and high-risk score patients. CONCLUSIONS: This multigene assay predicts overall and disease-free survival significantly better than clinical stage and tumor size in patients with early stage lung adenocarcinoma and performs especially well in patients with stage I disease. Prospective clinical trials are needed to determine whether high-risk patients with stage I disease benefit from adjuvant chemotherapy.


Adenocarcinoma/genetics , Lung Neoplasms/genetics , Adenocarcinoma/mortality , Aged , Female , Gene Expression , Humans , Lung Neoplasms/mortality , Male , Middle Aged , Polymerase Chain Reaction , Prognosis , Risk , Survival Analysis
20.
Clin Cancer Res ; 14(15): 4794-9, 2008 Aug 01.
Article En | MEDLINE | ID: mdl-18676750

PURPOSE: Adjuvant treatment may improve survival in early-stage squamous cell carcinoma (SCC) of the lung; however, the absolute gain is modest and mainly limited to stage II-IIIA. Current staging methods are imprecise indications of prognosis, but high-risk patients can be identified by gene expression profiling and considered for adjuvant therapy. EXPERIMENTAL DESIGN: The expression of 29 genes was assessed by reverse transcriptase quantitative PCR in frozen primary tumor specimens obtained from 66 SCC patients who had undergone surgical resection. Expression values were dichotomized using the median as a cutoff value. We used a risk score to develop a gene expression model for the prediction of survival. RESULTS: The univariate analysis of gene expression in the training cohort identified 10 genes with significant prognostic value: CSF1, EGFR, CA IX, PH4, KIAA0974, ANLN, VEGFC, NTRK1, FN1, and INR1. In the multivariate Cox model, CSF1 (hazard ratio, 3.5; P = 0.005), EGFR (hazard ratio, 2.7; P = 0.02), CA IX (hazard ratio, 0.2; P < 0.0001), and tumor size >4 cm (hazard ratio, 2.7; P = 0.02) emerged as significant markers for survival. The high prognostic value of a risk score based on the expression of the three genes (CSF1, EGFR, and CA IX) was positively validated in a separate cohort of 26 patients in an independent laboratory (P = 0.05). CONCLUSIONS: The three-gene signature is strongly associated with prognosis in early-stage SCC. Positive independent validation suggests its suitability for selecting SCC patients with an increased risk of death who might benefit from adjuvant treatment.


Antigens, Neoplasm/biosynthesis , Carbonic Anhydrases/biosynthesis , Carcinoma, Squamous Cell/metabolism , ErbB Receptors/biosynthesis , Gene Expression Regulation, Neoplastic , Lung Neoplasms/metabolism , Macrophage Colony-Stimulating Factor/biosynthesis , Adult , Aged , Carbonic Anhydrase IX , Cohort Studies , Female , Gene Expression Profiling , Humans , Male , Middle Aged , Neoplasm Staging/methods
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