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2.
Tumour Biol ; 43(1): 115-127, 2021.
Article in English | MEDLINE | ID: mdl-34219680

ABSTRACT

BACKGROUND: The widespread introduction of immunotherapy in patients with advanced non-small cell lung cancer (NSCLC) has led to durable responses but still many patients fail and are treated beyond progression. OBJECTIVE: This study investigated whether readily available blood-based tumor biomarkers allow accurate detection of early non-responsiveness, allowing a timely switch of therapy and cost reduction. METHODS: In a prospective, observational study in patients with NSCLC treated with nivolumab or pembrolizumab, five serum tumor markers were measured at baseline and every other week. Six months disease control as determined by RECIST was used as a measure of clinical response. Patients with a disease control <  6 months were deemed non-responsive. For every separate tumor marker a criterion for predicting of non-response was developed. Each marker test was defined as positive (predictive of non-response) if the value of that tumor marker increased at least 50% from the value at baseline and above a marker dependent minimum value to be determined. Also, tests based on combination of multiple markers were designed. Specificity and sensitivity for predicting non-response was calculated and results were validated in an independent cohort. The target specificity of the test for detecting non-response was set at >  95%, in order to allow its safe use for treatment decisions. RESULTS: A total of 376 patients (training cohort: 180, validation cohort: 196) were included in our analysis. Results for the specificity of the single marker tests in the validation set were CEA: 98·3% (95% CI: 90·9-100%), NSE: 96·5% (95% CI: 87·9-99·6%), SCC: 96·5% (95% CI: 88·1-99·6%), Cyfra21·1 : 91.8% (95% CI: 81·9-97·3%), and CA125 : 86·0% (95% CI: 74·2-93·7%). A test based on the combination of Cyfra21.1, CEA and NSE accurately predicted non-response in 32.3% (95% CI 22.6-43.1%) of patients 6 weeks after start of immunotherapy. Survival analysis showed a significant difference between predicted responders (Median PFS: 237 days (95% CI 184-289 days)) and non-responders (Median PFS: 58 days (95% CI 46-70 days)) (p <  0.001). CONCLUSIONS: Serum tumor marker based tests can be used for accurate detection of non-response in NSCLC, thereby allowing early and safe discontinuation of immunotherapy in a significant subset of patients.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Biomarkers, Tumor/blood , Carcinoma, Non-Small-Cell Lung/pathology , Immunotherapy/mortality , Lung Neoplasms/pathology , Antibodies, Monoclonal, Humanized/administration & dosage , Carcinoma, Non-Small-Cell Lung/blood , Carcinoma, Non-Small-Cell Lung/drug therapy , Decision Support Techniques , Female , Follow-Up Studies , Humans , Lung Neoplasms/blood , Lung Neoplasms/drug therapy , Male , Middle Aged , Nivolumab/administration & dosage , Prognosis , Prospective Studies , Survival Rate
3.
Nat Genet ; 49(8): 1219-1230, 2017 Aug.
Article in English | MEDLINE | ID: mdl-28650484

ABSTRACT

Invasive lobular carcinoma (ILC) is the second most common breast cancer subtype and accounts for 8-14% of all cases. Although the majority of human ILCs are characterized by the functional loss of E-cadherin (encoded by CDH1), inactivation of Cdh1 does not predispose mice to develop mammary tumors, implying that mutations in additional genes are required for ILC formation in mice. To identify these genes, we performed an insertional mutagenesis screen using the Sleeping Beauty transposon system in mice with mammary-specific inactivation of Cdh1. These mice developed multiple independent mammary tumors of which the majority resembled human ILC in terms of morphology and gene expression. Recurrent and mutually exclusive transposon insertions were identified in Myh9, Ppp1r12a, Ppp1r12b and Trp53bp2, whose products have been implicated in the regulation of the actin cytoskeleton. Notably, MYH9, PPP1R12B and TP53BP2 were also frequently aberrated in human ILC, highlighting these genes as drivers of a novel oncogenic pathway underlying ILC development.


Subject(s)
Breast Neoplasms/genetics , Carcinoma, Lobular/genetics , Mutagenesis, Insertional , Animals , Cadherins/genetics , Cell Line , Cell Survival/genetics , Cell Transformation, Neoplastic/genetics , Female , Haplotypes , Humans , Male , Mice , Myosin Heavy Chains , Myosin-Light-Chain Phosphatase/genetics , Nonmuscle Myosin Type IIA/genetics , Transposases/genetics , Tumor Suppressor Proteins/genetics
4.
Clin Cancer Res ; 21(24): 5630-8, 2015 Dec 15.
Article in English | MEDLINE | ID: mdl-26265694

ABSTRACT

PURPOSE: Predominant causes of head and neck cancer recurrence after radiotherapy are rapid repopulation, hypoxia, fraction of cancer stem cells, and intrinsic radioresistance. Currently, intrinsic radioresistance can only be assessed by ex vivo colony assays. Besides being time-consuming, colony assays do not identify causes of intrinsic resistance. We aimed to identify a biomarker for intrinsic radioresistance to be used before start of treatment and to reveal biologic processes that could be targeted to overcome intrinsic resistance. EXPERIMENTAL DESIGN: We analyzed both microRNA and mRNA expression in a large panel of head and neck squamous cell carcinoma (HNSCC) cell lines. Expression was measured on both irradiated and unirradiated samples. Results were validated using modified cell lines and a series of patients with laryngeal cancer. RESULTS: miRs, mRNAs, and gene sets that correlated with resistance could be identified from expression data of unirradiated cells. The presence of epithelial-to-mesenchymal transition (EMT) and low expression of miRs involved in the inhibition of EMT were important radioresistance determinants. This finding was validated in two independent cell line pairs, in which the induction of EMT reduced radiosensitivity. Moreover, low expression of the most important miR (miR-203) was shown to correlate with local disease recurrence after radiotherapy in a series of patients with laryngeal cancer. CONCLUSIONS: These findings indicate that EMT and low expression of EMT-inhibiting miRs, especially miR-203, measured in pretreatment material, causes intrinsic radioresistance of HNSCC, which could enable identification and treatment modification of radioresistant tumors. Clin Cancer Res; 21(24); 5630-8. ©2015 AACR.


Subject(s)
Epithelial-Mesenchymal Transition/genetics , Head and Neck Neoplasms/genetics , Head and Neck Neoplasms/pathology , MicroRNAs/genetics , Radiation Tolerance/genetics , Cell Line, Tumor , Dose-Response Relationship, Radiation , Gene Expression Profiling , Gene Expression Regulation, Neoplastic/radiation effects , Head and Neck Neoplasms/mortality , Head and Neck Neoplasms/radiotherapy , Humans , Neoplasm Staging , Prognosis , Proportional Hazards Models , Radiation Dosage , Time Factors , Transcriptome
5.
Genome Biol ; 15(1): R9, 2014 Jan 07.
Article in English | MEDLINE | ID: mdl-24398324

ABSTRACT

BACKGROUND: Various microRNAs (miRNAs) are up- or downregulated in tumors. However, the repression of cognate miRNA targets responsible for the phenotypic effects of this dysregulation in patients remains largely unexplored. To define miRNA targets and associated pathways, together with their relationship to outcome in breast cancer, we integrated patient-paired miRNA-mRNA expression data with a set of validated miRNA targets and pathway inference. RESULTS: To generate a biochemically-validated set of miRNA-binding sites, we performed argonaute-2 photoactivatable-ribonucleoside-enhanced crosslinking and immunoprecipitation (AGO2-PAR-CLIP) in MCF7 cells. We then defined putative miRNA-target interactions using a computational model, which ranked and selected additional TargetScan-predicted interactions based on features of our AGO2-PAR-CLIP binding-site data. We subselected modeled interactions according to the abundance of their constituent miRNA and mRNA transcripts in tumors, and we took advantage of the variability of miRNA expression within molecular subtypes to detect miRNA repression. Interestingly, our data suggest that miRNA families control subtype-specific pathways; for example, miR-17, miR-19a, miR-25, and miR-200b show high miRNA regulatory activity in the triple-negative, basal-like subtype, whereas miR-22 and miR-24 do so in the HER2 subtype. An independent dataset validated our findings for miR-17 and miR-25, and showed a correlation between the expression levels of miR-182 targets and overall patient survival. Pathway analysis associated miR-17, miR-19a, and miR-200b with leukocyte transendothelial migration. CONCLUSIONS: We combined PAR-CLIP data with patient expression data to predict regulatory miRNAs, revealing potential therapeutic targets and prognostic markers in breast cancer.


Subject(s)
Breast Neoplasms/genetics , Gene Expression Regulation, Neoplastic , MicroRNAs/genetics , Female , Gene Targeting , Genetic Therapy , Humans , Immunoprecipitation , MCF-7 Cells , MicroRNAs/metabolism , RNA, Messenger/genetics , RNA, Messenger/metabolism
6.
Methods ; 58(2): 171-87, 2012 Oct.
Article in English | MEDLINE | ID: mdl-22836126

ABSTRACT

The characterization of post-transcriptional gene regulation by small regulatory RNAs of 20-30 nt length, particularly miRNAs and piRNAs, has become a major focus of research in recent years. A prerequisite for the characterization of small RNAs is their identification and quantification across different developmental stages, normal and diseased tissues, as well as model cell lines. Here we present a step-by-step protocol for the bioinformatic analysis of barcoded cDNA libraries for small RNA profiling generated by Illumina sequencing, thereby facilitating miRNA and other small RNA profiling of large sample collections.


Subject(s)
Gene Library , High-Throughput Nucleotide Sequencing/methods , MicroRNAs , Specimen Handling , Base Sequence , Gene Expression Profiling/methods , Humans , MicroRNAs/chemistry , MicroRNAs/genetics , RNA, Small Interfering/chemistry , RNA, Small Interfering/genetics , Sequence Analysis, RNA/methods
7.
Nature ; 486(7402): 266-70, 2012 Apr 29.
Article in English | MEDLINE | ID: mdl-22699621

ABSTRACT

Pancreatic ductal adenocarcinoma (PDA) remains a lethal malignancy despite much progress concerning its molecular characterization. PDA tumours harbour four signature somatic mutations in addition to numerous lower frequency genetic events of uncertain significance. Here we use Sleeping Beauty (SB) transposon-mediated insertional mutagenesis in a mouse model of pancreatic ductal preneoplasia to identify genes that cooperate with oncogenic Kras(G12D) to accelerate tumorigenesis and promote progression. Our screen revealed new candidate genes for PDA and confirmed the importance of many genes and pathways previously implicated in human PDA. The most commonly mutated gene was the X-linked deubiquitinase Usp9x, which was inactivated in over 50% of the tumours. Although previous work had attributed a pro-survival role to USP9X in human neoplasia, we found instead that loss of Usp9x enhances transformation and protects pancreatic cancer cells from anoikis. Clinically, low USP9X protein and messenger RNA expression in PDA correlates with poor survival after surgery, and USP9X levels are inversely associated with metastatic burden in advanced disease. Furthermore, chromatin modulation with trichostatin A or 5-aza-2'-deoxycytidine elevates USP9X expression in human PDA cell lines, indicating a clinical approach for certain patients. The conditional deletion of Usp9x cooperated with Kras(G12D) to accelerate pancreatic tumorigenesis in mice, validating their genetic interaction. We propose that USP9X is a major tumour suppressor gene with prognostic and therapeutic relevance in PDA.


Subject(s)
Carcinoma, Pancreatic Ductal/enzymology , Pancreatic Neoplasms/enzymology , Ubiquitin Thiolesterase/genetics , Ubiquitin Thiolesterase/metabolism , Animals , Anoikis/genetics , Carcinoma, Pancreatic Ductal/genetics , Carcinoma, Pancreatic Ductal/pathology , Cell Line, Tumor , Disease Models, Animal , Endopeptidases , Gene Expression Regulation, Neoplastic , Gene Knockdown Techniques , Humans , Mice , Mice, Inbred C57BL , Pancreatic Neoplasms/genetics , Pancreatic Neoplasms/pathology , U937 Cells
8.
Cancer Res ; 71(13): 4443-53, 2011 Jul 01.
Article in English | MEDLINE | ID: mdl-21586611

ABSTRACT

MicroRNAs (miRNA) regulate many genes critical for tumorigenesis. We profiled miRNAs from 11 normal breast tissues, 17 noninvasive, 151 invasive breast carcinomas, and 6 cell lines by in-house-developed barcoded Solexa sequencing. miRNAs were organized in genomic clusters representing promoter-controlled miRNA expression and sequence families representing seed sequence-dependent miRNA target regulation. Unsupervised clustering of samples by miRNA sequence families best reflected the clustering based on mRNA expression available for this sample set. Clustering and comparative analysis of miRNA read frequencies showed that normal breast samples were separated from most noninvasive ductal carcinoma in situ and invasive carcinomas by increased miR-21 (the most abundant miRNA in carcinomas) and multiple decreased miRNA families (including miR-98/let-7), with most miRNA changes apparent already in the noninvasive carcinomas. In addition, patients that went on to develop metastasis showed increased expression of mir-423, and triple-negative breast carcinomas were most distinct from other tumor subtypes due to upregulation of the mir~17-92 cluster. However, absolute miRNA levels between normal breast and carcinomas did not reveal any significant differences. We also discovered two polymorphic nucleotide variations among the more abundant miRNAs miR-181a (T19G) and miR-185 (T16G), but we did not identify nucleotide variations expected for classical tumor suppressor function associated with miRNAs. The differentiation of tumor subtypes and prediction of metastasis based on miRNA levels is statistically possible but is not driven by deregulation of abundant miRNAs, implicating far fewer miRNAs in tumorigenic processes than previously suggested.


Subject(s)
Breast Neoplasms/genetics , MicroRNAs/genetics , Breast Neoplasms/metabolism , Breast Neoplasms/pathology , Carcinoma, Ductal, Breast/genetics , Carcinoma, Ductal, Breast/metabolism , Carcinoma, Ductal, Breast/pathology , Cell Line, Tumor , Cluster Analysis , DNA, Complementary/genetics , Female , Gene Expression Profiling , Humans , Neoplasm Invasiveness , Polymorphism, Single Nucleotide , Receptor, ErbB-2/biosynthesis , Receptors, Estrogen/biosynthesis , Receptors, Progesterone/biosynthesis
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