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Moreira FC, Sarquis DP, de Souza JES, Avelar DDS, Araújo TMT, Khayat AS, dos Santos SEB, de Assumpção PP. Treasures from trash in cancer research. Oncotarget 2022; 13:1246-1257. [PMID: 36395362 PMCID: PMC9671455 DOI: 10.18632/oncotarget.28308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2022] [Accepted: 10/26/2022] [Indexed: 11/19/2022] Open
Abstract
INTRODUCTION Cancer research has significantly improved in recent years, primarily due to next-generation sequencing (NGS) technology. Consequently, an enormous amount of genomic and transcriptomic data has been generated. In most cases, the data needed for research goals are used, and unwanted reads are discarded. However, these eliminated data contain relevant information. Aiming to test this hypothesis, genomic and transcriptomic data were acquired from public datasets. MATERIALS AND METHODS Metagenomic tools were used to explore genomic cancer data; additional annotations were used to explore differentially expressed ncRNAs from miRNA experiments, and variants in adjacent to tumor samples from RNA-seq experiments were also investigated. RESULTS In all analyses, new data were obtained: from DNA-seq data, microbiome taxonomies were characterized with a similar performance of dedicated metagenomic research; from miRNA-seq data, additional differentially expressed sncRNAs were found; and in tumor and adjacent to tumor tissue data, somatic variants were found. CONCLUSIONS These findings indicate that unexplored data from NGS experiments could help elucidate carcinogenesis and discover putative biomarkers with clinical applications. Further investigations should be considered for experimental design, providing opportunities to optimize data, saving time and resources while granting access to multiple genomic perspectives from the same sample and experimental run.
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Affiliation(s)
- Fabiano Cordeiro Moreira
- Núcleo de Pesquisas em Oncologia/Universidade Federal do Pará, Belém, Pará, Brazil
- Co-first authors
| | - Dionison Pereira Sarquis
- Núcleo de Pesquisas em Oncologia/Universidade Federal do Pará, Belém, Pará, Brazil
- Co-first authors
| | | | | | | | - André Salim Khayat
- Núcleo de Pesquisas em Oncologia/Universidade Federal do Pará, Belém, Pará, Brazil
| | - Sidney Emanuel Batista dos Santos
- Núcleo de Pesquisas em Oncologia/Universidade Federal do Pará, Belém, Pará, Brazil
- Instituto de Ciências Biológicas/Universidade Federal do Pará, Belém, Pará, Brazil
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Pereira A, Moreira F, Vinasco-Sandoval T, Cunha A, Vidal A, Ribeiro-dos-Santos AM, Pinto P, Magalhães L, Assumpção M, Demachki S, Santos S, Assumpção P, Ribeiro-dos-Santos Â. miRNome Reveals New Insights Into the Molecular Biology of Field Cancerization in Gastric Cancer. Front Genet 2019; 10:592. [PMID: 31275362 PMCID: PMC6593062 DOI: 10.3389/fgene.2019.00592] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2018] [Accepted: 06/04/2019] [Indexed: 12/17/2022] Open
Abstract
BACKGROUND MicroRNAs (miRNAs) play an important role in gastric carcinogenesis and have been associated with gastric field cancerization; however, their role is not fully understood in this process. We performed the miRNome sequencing of non-cancerous, adjacent to tumor and gastric cancer samples to understand the involvement of these small RNAs in gastric field cancerization. METHODS We analyzed samples of patients without cancer as control (non-cancerous gastric samples) and adjacent to cancer and gastric cancer paired samples, and considered miRNAs with |log2(fold change)| > 2 and Padj < 0.05 to be statistically significant. The identification of target genes, functional analysis and enrichment in KEGG pathways were realized in the TargetCompare, miRTargetLink, and DAVID tools. We also performed receiver operating characteristic (ROC) curves and miRNAs that had an AUC > 0.85 were considered to be potential biomarkers. RESULTS We found 14 miRNAs exclusively deregulated in gastric cancer, of which six have potential diagnostic value for advanced disease. Nine miRNAs with known tumor suppressor activities (TS-miRs) were deregulated exclusively in adjacent tissue. Of these, five have potential diagnostic value for the early stages of gastric cancer. Functional analysis of these TS-miRs revealed that they regulate important cellular signaling pathways (PI3K-Akt, HIF-1, Ras, Rap1, ErbB, and MAPK signaling pathways), that are involved in gastric carcinogenesis. Seven miRNAs were differentially expressed in both gastric cancer and adjacent regarding to non-cancerous tissues; among them, hsa-miR-200a-3p and hsa-miR-873-5p have potential diagnostic value for early and advanced stages of the disease. Only hsa-miR-196a-5p was differentially expressed between adjacent to cancer and gastric cancer tissues. In addition, the other miRNAs identified in this study were not differentially expressed between adjacent to cancer and gastric cancer, suggesting that these tissues are very similar and that share these molecular changes. CONCLUSION Our results show that gastric cancer and adjacent tissues have a similar miRNA expression profile, indicating that studied miRNAs are intimately associated with field cancerization in gastric cancer. The overexpression of TS-miRs in adjacent tissues may be a barrier against tumorigenesis within these pre-cancerous conditions prior to the eventual formation or relapse of a tumor. Additionally, these miRNAs have a great accuracy in discriminating non-cancerous from adjacent to tumor and cancer tissues and can be potentially useful as biomarkers for gastric cancer.
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Affiliation(s)
- Adenilson Pereira
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Fabiano Moreira
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Tatiana Vinasco-Sandoval
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Adenard Cunha
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Amanda Vidal
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - André M. Ribeiro-dos-Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
| | - Pablo Pinto
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
| | - Leandro Magalhães
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
| | - Mônica Assumpção
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Samia Demachki
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Sidney Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Paulo Assumpção
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
| | - Ândrea Ribeiro-dos-Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Graduate Program of Genetics and Molecular Biology, Federal University of Pará, Belém, Brazil
- Research Center on Oncology, Graduate Program of Oncology and Medical Science, Federal University of Pará, Belém, Brazil
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Pereira AL, Magalhães L, Moreira FC, Reis-das-Mercês L, Vidal AF, Ribeiro-Dos-Santos AM, Demachki S, Anaissi AKM, Burbano RMR, Albuquerque P, Dos Santos SEB, de Assumpção PP, Ribeiro-Dos-Santos ÂKC. Epigenetic Field Cancerization in Gastric Cancer: microRNAs as Promising Biomarkers. J Cancer 2019; 10:1560-1569. [PMID: 31031866 PMCID: PMC6485221 DOI: 10.7150/jca.27457] [Citation(s) in RCA: 31] [Impact Index Per Article: 5.2] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/24/2018] [Accepted: 11/21/2018] [Indexed: 12/17/2022] Open
Abstract
Background: The biological role of microRNAs (miRNAs) in field cancerization is unknown. To investigate the involvement of miRNAs in gastric field cancerization, we evaluated the expression profile of ten miRNAs and their diagnostic value. Methods: We used three groups of FFPE gastric samples: non-cancer (NC), cancer adjacent (ADJ) and gastric cancer (GC). The expression profiles of hsa-miR-10a, -miR-21, -miR-29c, -miR-135b, -miR-148a, -miR-150, -miR-204, -miR-215, -miR-483 and -miR-664a were investigated using qRT-PCR. The results obtained by qRT-PCR were validated in Small RNA-Seq data from the TCGA database. The search for target genes of the studied miRNAs was performed in the miRTarBase public database and miRTargetLink tool, using experimentally validated interactions. In addition, we also performed the functional analysis of these genes using enrichment in KEGG pathways. The potential as biomarker was evaluated using a receiver operating characteristic (ROC) curve and the derived area under the curve (AUC>0.85) analysis. Results: The miRNAs hsa-miR-10a, -miR-21, -miR-135b, hsa-miR-148a, -miR-150, -miR-215, -miR-204, -miR-483 and -miR-664a were up-regulated in ADJ and GC compared to NC (P<0.03); and hsa-miR-21 and -miR-135b were up-regulated in GC compared to ADJ (P<0.01). Hsa-miR-148a, -miR-150, -miR-215, -miR-483 and -miR-664a were not differentially expressed between GC and ADJ, suggesting that both share similar changes (P>0.1). The TS-miR hsa-miR-29c was up-regulated in ADJ compared to NC and GC (P<0.01); we did not observe a significant difference in the expression of this miRNA between NC and GC. This feature may be an antitumor mechanism used by cancer-adjacent tissue because this miRNA regulates the BCL-2, CDC42 and DMNT3A oncogenes. The expression level of hsa-miR-204 was associated with Helicobacter pylori infection status (P<0.05). Functional analysis using the genes regulated by the studied miRNAs showed that they are involved in biological pathways and cellular processes that are critical for the establishment of H. pylori infection and for the onset, development and progression of GC. hsa-miR-10a, -miR-21, -miR-135b, -miR-148a, -miR-150, -miR-215, -miR-483 and -miR-664a were able to discriminate NC from other tissues with great accuracy (AUC>0.85). Conclusion: The studied miRNAs are closely related to field cancerization, regulate genes important for gastric carcinogenesis and can be potentially useful as biomarkers in GC.
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Affiliation(s)
- Adenilson Leão Pereira
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil
| | - Leandro Magalhães
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil
| | - Fabiano Cordeiro Moreira
- Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Laís Reis-das-Mercês
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil
| | - Amanda Ferreira Vidal
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil
| | - André Maurício Ribeiro-Dos-Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil
| | - Samia Demachki
- Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Ana Karyssa Mendes Anaissi
- Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Rommel Mario Rodríguez Burbano
- Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Paulo Albuquerque
- São Camilo and São Luís Hospital, Dr. Marcello Cândia Street, 68901-901, Macapá, Amapá, Brazil
| | - Sidney Emanuel Batista Dos Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil.,Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Paulo Pimentel de Assumpção
- Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
| | - Ândrea Kely Campos Ribeiro-Dos-Santos
- Laboratory of Human and Medical Genetics, Institute of Biological Sciences, Federal University of Pará, Augusto Corrêa Avenue, 66075-110, Belém, Pará, Brazil.,Research Center on Oncology, Institute of Health Sciences, Federal University of Pará, Mundurucus Street, 66073-000, Belém, Pará, Brazil
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TULP3: A potential biomarker in colorectal cancer? PLoS One 2019; 14:e0210762. [PMID: 30640939 PMCID: PMC6331117 DOI: 10.1371/journal.pone.0210762] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2018] [Accepted: 01/01/2019] [Indexed: 01/23/2023] Open
Abstract
Colorectal cancer (CRC) is the second most common cancer in women and the third most common cancer in men globally. The identification of differentially expressed genes associated to patient's clinical data may represent a useful approach to find important genes in CRC carcinogenesis. Previously, the TULP3 transcription factor was identified as a possible prognostic biomarker in pancreatic ductal adenocarcinoma. Considering that pancreatic and colorectal tissues have the same embryonic origin, we investigated the profile of TULP3 expression in CRC hypothesizing that it may have a role in its development. We comparatively analysed TULP3 gene expression in CRC and normal adjacent colonic tissue and assessed association of expression profiles with survival and clinicopathological information, using publicly available datasets. TULP3 expression levels were increased in CRC when compared to the adjacent non-tumoral tissue. In addition, higher TULP3 gene expression was associated to lymphatic and vascular invasion in colon adenocarcinoma (COAD) and rectum adenocarcinoma (READ), respectively. In summary, our results point to a possible role of TULP3 as a diagnostic and prognostic biomarker in CRC. Additional studies are necessary to confirm these preliminary findings.
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de Assumpção PP, Khayat AS, Thomaz Araújo TM, Barra WF, Ishak G, Cruz Ramos AMP, Dos Santos SEB, Dos Santos ÂKCR, Demachki S, de Assumpção PB, Calcagno DQ, Dos Santos NPC, de Assumpção MB, Moreira FC, Dos Santos AMR, de Assumpção CB, Riggins GJ, Rodríguez Burbano RM. Traps and trumps from adjacent-to-tumor samples in gastric cancer research. Chin J Cancer Res 2018; 30:564-567. [PMID: 30510368 PMCID: PMC6232362 DOI: 10.21147/j.issn.1000-9604.2018.05.10] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023] Open
Abstract
The search for cancer biomarkers is frequently based on comparisons between tumors and adjacent-to-tumor samples. However, even after histological confirmation of been free of cancer cells, these adjacent-to-tumor samples might harbor molecular alterations which are not sufficient to cause them to look like cancer, but can differentiate these cells from normal cells. When comparing them, potential biomarkers are missed, and mainly the opportunity of finding initial aberrations presents in both tumors and adjacent samples, but not in true normal samples from non-cancer patients, resulting in misinterpretations about the carcinogenic process. Nevertheless, collecting adjacent-to-tumor samples brings trumps to be explored. The addition of samples from non-cancer patients opens an opportunity to increase the finds of the molecular cascade of events in the carcinogenic process. Differences between normal samples and adjacent samples might represent the first steps of the carcinogenic process. Adding samples of non-cancer patients to the analysis of molecular alterations relevant to the carcinogenic process opens a new window of opportunities to the discovery of cancer biomarkers and molecular targets.
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Affiliation(s)
| | - André Salim Khayat
- Oncology Research Center, Federal University of Pará, Belém 66075-110, Brazil
| | | | | | - Geraldo Ishak
- Oncology Research Center, Federal University of Pará, Belém 66075-110, Brazil
| | | | | | | | - Samia Demachki
- Oncology Research Center, Federal University of Pará, Belém 66075-110, Brazil
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