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Papagiannopoulos OD, Kourou K, Papaloukas C, Fotiadis DI. Comparison of High-Throughput Technologies in the Classification of Adult-Onset Still's Disease Patients. ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY. ANNUAL INTERNATIONAL CONFERENCE 2022; 2022:77-80. [PMID: 36086666 DOI: 10.1109/embc48229.2022.9871152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/15/2023]
Abstract
A meta-analysis study was conducted to compare high-throughput technologies in the classification of Adult-Onset Still's Disease patients, using differentially expressed genes from independent profiling experiments. We exploited two publicly available datasets from the Gene Expression Omnibus and performed a separate differential expression analysis on each dataset to extract statistically important genes. We then mapped the genes of the two datasets and subsequently we employed well-established machine learning algorithms to evaluate the denoted genes as candidate biomarkers. Using next-generation sequencing data, we managed to achieve the maximum (100%) classification accuracy, sensitivity and specificity with the Gradient Boosting and the Random Forest classifiers, compared to the 83% of the DNA microarray data. Clinical Relevance- When biomarkers derived from one study are applied to the data of another, in many cases the results may diverge significantly. Here we establish that in cross-profiling meta-analysis approaches based on differential expression analysis, next-generation sequencing data provide more accurate results than microarray experiments in the classification of Adult-Onset Still's Disease patients.
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Clinical Impact of FDG-PET/CT Compared with CE-CT in Response Monitoring of Metastatic Breast Cancer. Cancers (Basel) 2021; 13:cancers13164080. [PMID: 34439232 PMCID: PMC8392540 DOI: 10.3390/cancers13164080] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/04/2021] [Accepted: 08/11/2021] [Indexed: 12/22/2022] Open
Abstract
Simple Summary The method of treatment evaluation in patients with chronic breast cancer may affect clinical decision making and treatment protocols. In this study, we compared the two imaging modalities for the evaluation of treatment responses in 65 patients with spread breast cancer. We included 34 patients who underwent contrast-enhanced computed tomography (CE-CT) and 31 patients who underwent positron emission tomography/computed tomography (FDG-PET/CT). Then, we compared the response categories and clinical effects within the two modalities during a follow-up period of an average of 17.3 months. Our results showed that CE-CT modality reported more scans as stable disease, while FDG-PET/CT modality reported regressive metastatic disease more often. This means that FDG-PET/CT responds more precisely with respect to the changes in patients’ clinical condition, while CE-CT tends to report stable disease in most of the scans. Therefore, FDG-PET/CT may be a more suitable imaging modality than CE-CT for the evaluation of treatment in patients with metastatic breast cancer. Abstract We compared response categories and impacts on treatment decisions for metastatic breast cancer (MBC) patients that are response-monitored with contrast-enhanced computed-tomography (CE-CT) or fluorodeoxyglucose-positron emission tomography/computed tomography (FDG-PET/CT). A comparative diagnostic study was performed on MBC patients undergoing response monitoring by CE-CT (n = 34) or FDG-PET/CT (n = 31) at the Odense University Hospital (Denmark). The responses were assessed visually and allocated into categories of complete response (CR/CMR), partial response (PR/PMR), stable disease (SD/SMD), and progressive disease (PD/PMD). Response categories, clinical impact, and positive predictive values (PPV) were compared for follow-up scans. A total of 286 CE-CT and 189 FDG-PET/CT response monitoring scans were performed. Response categories were distributed into CR (3.8%), PR (8.4%), SD (70.6%), PD (15%), and others (2.1%) by CE-CT and into CMR (22.2%), PMR (23.8%), SMD (31.2%), PMD (18.5%), and others (4.4%) by FDG-PET/CT, revealing a significant difference between the groups (P < 0.001). PD and PMD caused changes of treatment in 79.1% and 60%, respectively (P = 0.083). PPV for CE-CT and FDG-PET/CT was 0.85 (95% CI: 0.72–0.97) and 0.70 (95% CI: 0.53–0.87), respectively (P = 0.17). FDG-PET/CT indicated regression of disease more frequently than CE-CT, while CE-CT indicated stable disease more often. FDG-PET/CT seems to be more sensitive than CE-CT for monitoring response in metastatic breast cancer.
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Garrido P, Paz-Ares L, Majem M, Morán T, Trigo JM, Bosch-Barrera J, Garcίa-Campelo R, González-Larriba JL, Sánchez-Torres JM, Isla D, Viñolas N, Camps C, Insa A, Juan Ó, Massuti B, Paredes A, Artal Á, López-Brea M, Palacios J, Felip E. LungBEAM: A prospective multicenter study to monitor stage IV NSCLC patients with EGFR mutations using BEAMing technology. Cancer Med 2021; 10:5878-5888. [PMID: 34296539 PMCID: PMC8419773 DOI: 10.1002/cam4.4135] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Revised: 06/30/2021] [Accepted: 07/01/2021] [Indexed: 01/25/2023] Open
Abstract
OBJECTIVES The aim of LungBEAM was to determine the value of a novel epidermal growth factor receptor (EGFR) mutation test in blood based on BEAMing technology to predict disease progression in advanced non-small cell lung cancer (NSCLC) patients treated with first- or second-generation EGFR-tyrosine kinase inhibitors (EGFR-TKIs). Another goal was to monitor the dynamics of EGFR mutations, as well as to track EGFR exon 20 p.T790M (p.T790M) resistance during treatment, as critical indicators of therapeutic efficacy and patient survival. METHODS Stage IV NSCLC patients with locally confirmed EGFR-TKI sensitizing mutations (ex19del and/or L858R) in biopsy tissue who were candidates to receive first- or second-generation EGFR-TKI as first-line therapy were included. Plasma samples were obtained at baseline and every 4 weeks during treatment until a progression-free survival (PFS) event or until study completion (72-week follow-up). The mutant allele fraction (MAF) was determined for each identified mutation using BEAMing. RESULTS A total of 68 of the 110 (61.8%) patients experienced a PFS event. Twenty-six patients (23.6%) presented with an emergent p.T790M mutation in plasma at some point during follow-up, preceding radiologic progression with a median of 76 (interquartile ratio: 54-111) days. Disease progression correlated with the appearance of p.T790M in plasma with a hazard ratio (HR) of 1.94 (95% confidence interval [CI], 1.48-2.54; p < 0.001). The HR for progression in patients showing increasing plasma sensitizing mutation levels (positive MAF slope) versus patients showing either decreasing or unchanged plasma mutation levels (negative or null MAF slopes) was 3.85 (95% CI, 2.01-7.36; p < 0.001). CONCLUSION Detection and quantification of EGFR mutations in circulating tumor DNA using the highly sensitive BEAMing method should greatly assist in optimizing treatment decisions for advanced NSCLC patients.
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Affiliation(s)
- Pilar Garrido
- Medical Oncology Department, IRYCIS Hospital Universitario Ramón y Cajal, Universidad Alcalá, Madrid, Spain.,CIBERONC, Madrid, Spain
| | - Luis Paz-Ares
- CIBERONC, Madrid, Spain.,Medical Oncology Department, Hospital Universitario 12 de Octubre and i+12 Research Institute, Madrid, Spain.,Lung Cancer Group, Clinical Research Program, Spanish National Cancer Research Center (CNIO), Madrid, Spain.,Complutense University, Madrid, Spain
| | - Margarita Majem
- Medical Oncology Department, Hospital De La Santa Creu I Sant Pau, Barcelona, Spain.,Spanish Lung Cancer Group (GECP), Barcelona, Spain
| | - Teresa Morán
- Spanish Lung Cancer Group (GECP), Barcelona, Spain.,ICO Badalona, Hospital Germans Trias i Pujol, Barcelona, Spain
| | - José Manuel Trigo
- Medical Oncology Department, Hospital Universitario Virgen de la Victoria, Málaga, Spain
| | - Joaquim Bosch-Barrera
- Medical Oncology, Catalan Institute of Oncology (ICO), Dr. Josep Trueta Hospital of Girona, Girona, Spain
| | | | | | | | - Dolores Isla
- Medical Oncology Department, Hospital Universitario Lozano Blesa, Zaragoza, Spain
| | - Núria Viñolas
- Medical Oncology Department, Hospital Clinic i Provincial, Barcelona, Spain
| | - Carlos Camps
- CIBERONC, Madrid, Spain.,Medical Oncology Department, Hospital General Universitario de Valencia, Universidad de Valencia, Valencia, Spain
| | - Amelia Insa
- Medical Oncology Department, Hospital Clínico Universitario, Valencia, Spain
| | - Óscar Juan
- Medical Oncology Department, Hospital Universitario La Fe, Valencia, Spain
| | - Bartomeu Massuti
- Medical Oncology Department, Hospital General Universitario de Alicante, Alicante, Spain
| | - Alfredo Paredes
- Medical Oncology Department, Hospital Universitario Donostia, Donostia-San Sebastián, Spain
| | - Ángel Artal
- Medical Oncology, Hospital Universitario Miguel Servet, Zaragoza, Spain
| | - Marta López-Brea
- Medical Oncology Department, Hospital Universitario Marqués de Valdecilla, Santander, Spain
| | - José Palacios
- CIBERONC, Madrid, Spain.,Pathology Department, IRYCIS Hospital Universitario Ramón y Cajal, Universidad Alcalá, Madrid, Spain
| | - Enriqueta Felip
- Medical Oncology Department, Hospital Universitario Vall d'Hebron, Barcelona, Spain
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Pessoa LS, Heringer M, Ferrer VP. ctDNA as a cancer biomarker: A broad overview. Crit Rev Oncol Hematol 2020; 155:103109. [PMID: 33049662 DOI: 10.1016/j.critrevonc.2020.103109] [Citation(s) in RCA: 115] [Impact Index Per Article: 28.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2020] [Revised: 07/17/2020] [Accepted: 09/07/2020] [Indexed: 02/07/2023] Open
Abstract
Circulating tumor DNA (ctDNA) in fluids has gained attention because ctDNA seems to identify tumor-specific abnormalities, which could be used for diagnosis, follow-up of treatment, and prognosis: the so-called liquid biopsy. Liquid biopsy is a minimally invasive approach and presents the sum of ctDNA from primary and secondary tumor sites. It has been possible not only to quantify the amount of ctDNA but also to identify (epi)genetic changes. Specific mutations in genes have been identified in the plasma of patients with several types of cancer, which highlights ctDNA as a possible cancer biomarker. However, achieving detectable concentrations of ctDNA in body fluids is not an easy task. ctDNA fragments present a short half-life, and there are no cut-off values to discriminate high and low ctDNA concentrations. Here, we discuss the use of ctDNA as a cancer biomarker, the main methodologies, the inherent difficulties, and the clinical predictive value of ctDNA.
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Affiliation(s)
- Luciana Santos Pessoa
- Brain's Biomedicine Laboratory, Paulo Niemeyer State Brain Institute, Rio de Janeiro, Rio de Janeiro, Brazil; Center for Experimental Surgery, Graduate Program in Surgical Sciences, Department of Surgery, Faculty of Medicine, Federal University of Rio de Janeiro, Rio de Janeiro, Brazil
| | - Manoela Heringer
- Brain's Biomedicine Laboratory, Paulo Niemeyer State Brain Institute, Rio de Janeiro, Rio de Janeiro, Brazil
| | - Valéria Pereira Ferrer
- Department of Cellular and Molecular Biology, Institute of Biology, Fluminense Federal University, Niteroi, Rio de Janeiro, Brazil.
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Circulating Tumor DNA in KRAS positive colorectal cancer patients as a prognostic factor - a systematic review and meta-analysis. Crit Rev Oncol Hematol 2020; 154:103065. [PMID: 32763752 DOI: 10.1016/j.critrevonc.2020.103065] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2020] [Revised: 06/13/2020] [Accepted: 07/20/2020] [Indexed: 02/07/2023] Open
Abstract
BACKGROUND Liquid biopsy is a novel tool in oncology. It provides minimally invasive detection of tumor specific DNA. This review summarizes data on presence of circulating tumor DNA in serum or plasma of CRC patients as a potential negative prognostic factor. MATERIALS AND METHODS The systematic review was performed according to PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analyses). The search was performed using PubMed, Web of Science and Scopus. RESULTS In total 18 articles with a total of 1779 patients met the inclusion criteria. Six out of 8 studies found that presence of ctDNA in plasma/serum was associated with inferior overall survival. All 6 studies found that high concentrations of ctDNA in plasma/serum was associated with inferior overall survival. CONCLUSIONS Presence or high concentrations of KRAS mutation in plasma or serum were associated with inferior prognosis. Establishing cut-off concentrations is warranted for further clinical implementation of liquid biopsy.
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Qian M, Li Q, Zhang M, Xu X, Shen Q, Chen H, Wang X, Liu T, Cheng Y. Multidisciplinary therapy strategy of precision medicine in clinical practice. Clin Transl Med 2020; 10:116-124. [PMID: 32508051 PMCID: PMC7240867 DOI: 10.1002/ctm2.15] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/06/2020] [Revised: 03/12/2020] [Accepted: 03/12/2020] [Indexed: 12/15/2022] Open
Abstract
The application of precision medicine concept in clinical work needs a period of practice and experience accumulation. The present article introduced an example of functioning approach named "multidisciplinary therapy strategy of precision medicine" (MDTS-PM), clinical practice and process, decision-making, and therapies. The MDTS-PM integrates multidisciplinary experts and develops real-time therapeutic strategy based on clinical phenomes and gene sequencing of tissue DNA and circulating DNA. The strength of MDTS-PM is the combination of dynamical clinical phenomes, genetic information, diagnosis, and treatment to make the therapy more targeted and specific. MDTS-PM provides comprehensive, whole-process, and personalized diagnosis and treatment services for patients with complex cancer or complex drug resistance progression; provides guidance for further adjustment of drug use; and establishes a multidisciplinary cooperative team, improves the quality of clinical diagnosis and treatment, and optimizes the process of medical services.
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Affiliation(s)
- Mengjia Qian
- Zhongshan Hospital Institute of Clinical ScienceFudan University Shanghai Medical CollegeShanghaiChina
| | - Qian Li
- Department of OncologyFudan UniversityShanghai Medical CollegeShanghaiChina
| | - Miaomiao Zhang
- Zhongshan Hospital Institute of Clinical ScienceFudan University Shanghai Medical CollegeShanghaiChina
| | - Xiaojing Xu
- Department of OncologyFudan UniversityShanghai Medical CollegeShanghaiChina
| | - Qi Shen
- Zhongshan Hospital Institute of Clinical ScienceFudan University Shanghai Medical CollegeShanghaiChina
| | - Hao Chen
- Department of Thoracic SurgeryZhongshan Hospital Xuhui BranchFudan University Shanghai Medical CollegeShanghaiChina
| | - Xiangdong Wang
- Zhongshan Hospital Institute of Clinical ScienceFudan University Shanghai Medical CollegeShanghaiChina
- Center for Tumor Diagnosis & TherapyJinshan HospitalFudan University Shanghai Medical CollegeShanghaiChina
| | - Tianshu Liu
- Department of OncologyFudan UniversityShanghai Medical CollegeShanghaiChina
| | - Yunfeng Cheng
- Zhongshan Hospital Institute of Clinical ScienceFudan University Shanghai Medical CollegeShanghaiChina
- Center for Tumor Diagnosis & TherapyJinshan HospitalFudan University Shanghai Medical CollegeShanghaiChina
- Department of HematologyZhongshan HospitalFudan University Shanghai Medical CollegeShanghaiChina
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Kastrisiou M, Zarkavelis G, Pentheroudakis G, Magklara A. Clinical Application of Next-Generation Sequencing as A Liquid Biopsy Technique in Advanced Colorectal Cancer: A Trick or A Treat? Cancers (Basel) 2019; 11:E1573. [PMID: 31623125 PMCID: PMC6826585 DOI: 10.3390/cancers11101573] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/06/2019] [Revised: 10/01/2019] [Accepted: 10/13/2019] [Indexed: 12/24/2022] Open
Abstract
Owing to its advantages over prior relevant technologies, massive parallel or next-generation sequencing (NGS) is rapidly evolving, with growing applications in a wide range of human diseases. The burst in actionable molecular alterations in many cancer types advocates for the practicality of using NGS in the clinical setting, as it permits the parallel characterization of multiple genes in a cost- and time-effective way, starting from low-input DNA. In advanced clinical practice, the oncological management of colorectal cancer requires prior knowledge of KRAS, NRAS, and BRAF status, for the design of appropriate therapeutic strategies, with more gene mutations still surfacing as potential biomarkers. Tumor heterogeneity, as well as the need for serial gene profiling due to tumor evolution and the emergence of novel genetic alterations, have promoted the use of liquid biopsies-especially in the form of circulating tumor DNA (ctDNA)-as a promising alternative to tissue molecular analysis. This review discusses recent studies that have used plasma NGS in advanced colorectal cancer and summarizes the clinical applications, as well as the technical challenges involved in adopting this technique in a clinically beneficial oncological practice.
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Affiliation(s)
- Myrto Kastrisiou
- Laboratory of Clinical Chemistry, Faculty of Medicine, School of Health Sciences, University of Ioannina, 45110 Ioannina, Greece.
- Department of Medical Oncology, University General Hospital of Ioannina, 45500 Ioannina, Greece.
- Society for Study of Clonal Heterogeneity of Neoplasia (EMEKEN), 45444 Ioannina, Greece.
| | - George Zarkavelis
- Department of Medical Oncology, University General Hospital of Ioannina, 45500 Ioannina, Greece.
- Society for Study of Clonal Heterogeneity of Neoplasia (EMEKEN), 45444 Ioannina, Greece.
| | - George Pentheroudakis
- Department of Medical Oncology, University General Hospital of Ioannina, 45500 Ioannina, Greece.
- Society for Study of Clonal Heterogeneity of Neoplasia (EMEKEN), 45444 Ioannina, Greece.
| | - Angeliki Magklara
- Laboratory of Clinical Chemistry, Faculty of Medicine, School of Health Sciences, University of Ioannina, 45110 Ioannina, Greece.
- Department of Biomedical Research, Institute of Molecular Biology & Biotechnology, Foundation for Research & Technology-Hellas, 45110 Ioannina, Greece.
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