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Batochir C, Kim IA, Jo EJ, Kim EB, Kim HJ, Hur JY, Kim DW, Park HK, Lee KY. Discrimination of Lung Cancer and Benign Lung Diseases Using BALF Exosome DNA Methylation Profile. Cancers (Basel) 2024; 16:2765. [PMID: 39123492 PMCID: PMC11311347 DOI: 10.3390/cancers16152765] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2024] [Revised: 07/15/2024] [Accepted: 07/31/2024] [Indexed: 08/12/2024] Open
Abstract
Benign lung diseases are common and often do not require specific treatment, but they pose challenges in the distinguishing of them from lung cancer during low-dose computed tomography (LDCT). This study presents a comprehensive methylation analysis using real-time PCR for minimally invasive diagnoses of lung cancer via employing BALF exosome DNA. A panel of seven epigenetic biomarkers was identified, exhibiting specific methylation patterns in lung cancer BALF exosome DNA. This panel achieved an area under the curve (AUC) of 0.97, with sensitivity and specificity rates of 88.24% and 97.14%, respectively. Each biomarker showed significantly higher mean methylation levels (MMLs) in both non-small cell lung cancer (NSCLC) and small cell lung cancer (SCLC) compared to non-cancer groups, with fold changes from 1.7 to 13.36. The MMLs of the biomarkers were found to be moderately elevated with increasing patient age and smoking history, regardless of sex. A strong correlation was found between the MMLs and NSCLC stage progression, with detection sensitivities of 79% for early stages and 92% for advanced stages. In the validation cohort, the model demonstrated an AUC of 0.95, with 94% sensitivity and specificity. Sensitivity for early-stage NSCLC detection improved from 88.00% to 92.00% when smoking history was included as an additional risk factor.
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Affiliation(s)
- Chinbayar Batochir
- Seasun Biomaterials, Inc., Daejeon 34015, Republic of Korea; (C.B.); (E.J.J.); (E.-B.K.); (D.W.K.); (H.K.P.)
| | - In Ae Kim
- Precision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul 05030, Republic of Korea; (I.A.K.); (H.J.K.); (J.Y.H.)
| | - Eun Ji Jo
- Seasun Biomaterials, Inc., Daejeon 34015, Republic of Korea; (C.B.); (E.J.J.); (E.-B.K.); (D.W.K.); (H.K.P.)
| | - Eun-Bi Kim
- Seasun Biomaterials, Inc., Daejeon 34015, Republic of Korea; (C.B.); (E.J.J.); (E.-B.K.); (D.W.K.); (H.K.P.)
| | - Hee Joung Kim
- Precision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul 05030, Republic of Korea; (I.A.K.); (H.J.K.); (J.Y.H.)
| | - Jae Young Hur
- Precision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul 05030, Republic of Korea; (I.A.K.); (H.J.K.); (J.Y.H.)
| | - Do Won Kim
- Seasun Biomaterials, Inc., Daejeon 34015, Republic of Korea; (C.B.); (E.J.J.); (E.-B.K.); (D.W.K.); (H.K.P.)
| | - Hee Kyung Park
- Seasun Biomaterials, Inc., Daejeon 34015, Republic of Korea; (C.B.); (E.J.J.); (E.-B.K.); (D.W.K.); (H.K.P.)
| | - Kye Young Lee
- Precision Medicine Lung Cancer Center, Konkuk University Medical Center, Seoul 05030, Republic of Korea; (I.A.K.); (H.J.K.); (J.Y.H.)
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Shenoy US, Basavarajappa DS, Kabekkodu SP, Radhakrishnan R. Pan-cancer exploration of oncogenic and clinical impacts revealed that HOXA9 is a diagnostic indicator of tumorigenesis. Clin Exp Med 2024; 24:134. [PMID: 38904676 PMCID: PMC11192824 DOI: 10.1007/s10238-024-01389-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2024] [Accepted: 06/04/2024] [Indexed: 06/22/2024]
Abstract
Homeodomain transcription factor A9 (HOXA9) is a member of the HOX cluster family of transcription factors that are crucially involved in embryo implantation, morphogenesis, body axis development, and endothelial cell differentiation. Despite numerous reports on its aberrant expression in a few malignancies, the molecular and functional complexity of HOXA9 across cancers remains obscure. We aimed to analyze the dynamic role of HOXA9 across cancers by identifying, analyzing, and understanding its multiple modes of regulation and functional implications and identifying possible therapeutic avenues. We conducted a comprehensive analysis to determine the role of HOXA9 across cancers. This approach involved the integration of large-scale datasets from public repositories such as the Genomic Data Commons, specifically the Cancer Genome Atlas (GDC-TCGA), across 33 different cancer types. The multiple modes of HOXA9 regulation by genetic and epigenetic factors were determined using online tools, which comprised experimentally validated observations. Furthermore, downstream pathways were identified by predicting the targets of HOXA9 and by performing functional enrichment analysis. We also assessed the clinical significance of HOXA9 in terms of prognosis and stage stratification. This study evaluated the correlation between HOXA9 and tumor-infiltrating molecules and discussed its association with therapeutically approved antineoplastic drugs. HOXA9 was significantly upregulated in 9 tumors and downregulated in 2 cancers. The deregulation of HOXA9 is primarily attributed to epigenetic factors, including promoter DNA methylation and noncoding RNAs (ncRNAs). The HOXA9 transcription factor interacts with PBX/MEIS cofactors and regulates multiple genes involved in cancer-associated EMT, autophagy, the cell cycle, metabolic pathways, Wnt signaling, TGF-β signaling, the AMPK pathway, PI3K/AKT signaling, and NF-κB signaling, thereby establishing control over downstream mechanisms. Differential expression in various clinical stages across cancers was shown to have prognostic significance and to be correlated with tumor-infiltrating immune molecules. The assessment of the correlation of HOXA9 expression with approved antineoplastic drugs revealed that targeting HOXA9 could be the most reliable strategy for preventing cancer progression. HOXA9 is upregulated in the majority of malignancies and drives cancer progression by regulating multiple signaling mechanisms. Hence, HOXA9 could be a reliable diagnostic indicator and a potential therapeutic candidate for solid cancer types.
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Affiliation(s)
- U Sangeetha Shenoy
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Dhanraj Salur Basavarajappa
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Shama Prasada Kabekkodu
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Raghu Radhakrishnan
- Department of Oral Pathology, Manipal College of Dental Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India.
- Academic Unit of Oral and Maxillofacial Medicine and Pathology, School of Clinical Dentistry, University of Sheffield, Sheffield,, S10 2TA, UK.
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Shenoy US, Adiga D, Alhedyan F, Kabekkodu SP, Radhakrishnan R. HOXA9 transcription factor is a double-edged sword: from development to cancer progression. Cancer Metastasis Rev 2024; 43:709-728. [PMID: 38062297 PMCID: PMC11156722 DOI: 10.1007/s10555-023-10159-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/09/2023] [Accepted: 11/30/2023] [Indexed: 04/02/2024]
Abstract
The HOXA9 transcription factor serves as a molecular orchestrator in cancer stemness, epithelial-mesenchymal transition (EMT), metastasis, and generation of the tumor microenvironment in hematological and solid malignancies. However, the multiple modes of regulation, multifaceted functions, and context-dependent interactions responsible for the dual role of HOXA9 as an oncogene or tumor suppressor in cancer remain obscure. Hence, unravelling its molecular complexities, binding partners, and interacting signaling molecules enables us to comprehend HOXA9-mediated transcriptional programs and molecular crosstalk. However, it is imperative to understand its central role in fundamental biological processes such as embryogenesis, foetus implantation, hematopoiesis, endothelial cell proliferation, and tissue homeostasis before designing targeted therapies. Indeed, it presents an enormous challenge for clinicians to selectively target its oncogenic functions or restore tumor-suppressive role without altering normal cellular functions. In addition to its implications in cancer, the present review also focuses on the clinical applications of HOXA9 in recurrence and drug resistance, which may provide a broader understanding beyond oncology, open new avenues for clinicians for accurate diagnoses, and develop personalized treatment strategies. Furthermore, we have also discussed the existing therapeutic options and accompanying challenges in HOXA9-targeted therapies in different cancer types.
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Affiliation(s)
- U Sangeetha Shenoy
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Divya Adiga
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Faisal Alhedyan
- Department of Oral and Maxillofacial Surgery and Diagnostic Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj, 11942, Saudi Arabia
- Unit of Oral and Maxillofacial Pathology, School of Clinical Dentistry, The University of Sheffield, Sheffield, United Kingdom
| | - Shama Prasada Kabekkodu
- Department of Cell and Molecular Biology, Manipal School of Life Sciences, Manipal Academy of Higher Education, Manipal, Karnataka, 576104, India
| | - Raghu Radhakrishnan
- Department of Oral Pathology, Manipal College of Dental Sciences, Manipal Academy of Higher Education, Manipal, 576104, India.
- Unit of Oral and Maxillofacial Pathology, School of Clinical Dentistry, The University of Sheffield, Sheffield, United Kingdom.
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Jiang L, Xue S, Xu J, Fu X, Wei J, Zhang C. Prognostic value of Musashi 2 (MSI2) in cancer patients: A systematic review and meta-analysis. Front Oncol 2022; 12:969632. [PMID: 36530989 PMCID: PMC9751961 DOI: 10.3389/fonc.2022.969632] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2022] [Accepted: 11/02/2022] [Indexed: 11/10/2023] Open
Abstract
Musashi 2 (MSI2) is an RNA-binding protein that regulates mRNA translation of numerous intracellular targets and plays an important role in the development of cancer. However, the prognostic value of MSI2 in various cancers remains controversial. Herein, we conducted this meta-analysis including 21 studies with 2640 patients searched from PubMed, Web of Science, EMBASE, Chinese National Knowledge Infrastructure databases, and WanFang databases to accurately assess the prognostic significance of MSI2 in various cancers. Our results indicated that high MSI2 expression was significantly related to poor overall survival (HR = 1.84, 95% CI: 1.66-2.05, P < 0.001) and disease-free survival (HR = 1.73, 95% CI: 1.35-2.22, P < 0.001). In addition, MSI2 positive expression was associated with certain phenotypes of tumor aggressiveness, such as clinical stage, depth of invasion, lymph node metastasis, liver metastasis and tumor size. In conclusion, elevated MSI2 expression is closely correlated with poor prognosis in various cancers, and may serve as a potential molecular target for cancer patients.
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Affiliation(s)
- Lin Jiang
- Department of Anesthesiology, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
| | - Shanshan Xue
- Department of Clinical Laboratory, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
| | - Jie Xu
- The Center for Translational Medicine, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
| | - Xiaoyang Fu
- The Center for Translational Medicine, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
| | - Jing Wei
- Department of Obstetrics and Gynecology, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
| | - Chuanmeng Zhang
- The Center for Translational Medicine, Taizhou People’s Hospital, Affiliated to Nanjing Medical University, Taizhou, Jiangsu, China
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Tang L, Peng L, Tan C, Liu H, Chen P, Wang H. Role of HOXA9 in solid tumors: mechanistic insights and therapeutic potential. Cancer Cell Int 2022; 22:349. [PMID: 36376832 PMCID: PMC9664671 DOI: 10.1186/s12935-022-02767-9] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2022] [Accepted: 10/19/2022] [Indexed: 11/16/2022] Open
Abstract
HOXA9 functioning as a transcription factor is one of the members of HOX gene family, which governs multiple cellular activities by facilitating cellular signal transduction. In addition to be a driver in AML which has been widely studied, the role of HOXA9 in solid tumor progression has also received increasing attention in recent years, where the aberrant expression of HOXA9 is closely associated with the prognosis of patient. This review details the signaling pathways, binding partners, post-transcriptional regulation of HOXA9, and possible inhibitors of HOXA9 in solid tumors, which provides a reference basis for further study on the role of HOXA9 in solid tumors.
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Fabrizio FP, Castellana S, Centra F, Sparaneo A, Mastroianno M, Mazza T, Coco M, Trombetta D, Cingolani N, Centonza A, Graziano P, Maiello E, Fazio VM, Muscarella LA. Design and experimental validation of OPERA_MET-A panel for deep methylation analysis by next generation sequencing. Front Oncol 2022; 12:968804. [PMID: 36033501 PMCID: PMC9404304 DOI: 10.3389/fonc.2022.968804] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 07/22/2022] [Indexed: 11/13/2022] Open
Abstract
DNA methylation is the most recognized epigenetic mark that leads to a massive distortion in cancer cells. It has been observed that a large number of DNA aberrant methylation events occur simultaneously in a group of genes, thus providing a growth advantage to the cell in promoting cell differentiation and neoplastic transformation. Due to this reason, methylation profiles have been suggested as promising cancer biomarkers. Here, we designed and performed a first step of validation of a novel targeted next generation sequencing (NGS) panel for methylation analysis, which can simultaneously evaluate the methylation levels at CpG sites of multiple cancer-related genes. The OPERA_MET-A methylation panel was designed using the Ion AmpliSeq™ technology to amplify 155 regions with 125-175 bp mean length and covers a total of 1107 CpGs of 18 cancer-related genes. The performance of the panel was assessed by running commercially available fully methylated and unmethylated control human genomic DNA (gDNA) samples and a variable mixture of them. The libraries were run on Ion Torrent platform and the sequencing output was analyzed using the “methylation_analysis” plugin. DNA methylation calls on both Watson (W) and Crick (C) strands and methylated:unmethylated ratio for each CpG site were obtained. Cell lines, fresh frozen and formalin-fixed paraffin-embedded (FFPE) lung cancer tissues were tested. The OPERA_MET-A panel allows to run a minimum of 6 samples/530 chip to reach an observed mean target depth ≥2,500X (W and C strands) and an average number of mapped reads >750,000/sample. The conversion efficiency, determined by spiking-in unmethylated Lambda DNA into each sample before the bisulfite conversion process, was >97% for all samples. The observed percentage of global methylation for all CpGs was >95% and <5% for fully methylated and unmethylated gDNA samples, respectively, and the observed results for the variable mixtures were in agreement with what was expected. Methylation-specific NGS analysis represents a feasible method for a fast and multiplexed screening of cancer patients by a high-throughput approach. Moreover, it offers the opportunity to construct a more robust algorithm for disease prediction in cancer patients having a low quantity of biological material available.
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Affiliation(s)
- Federico Pio Fabrizio
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
- *Correspondence: Federico Pio Fabrizio, ; Lucia Anna Muscarella,
| | - Stefano Castellana
- Unit of Bioinformatics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Flavia Centra
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Angelo Sparaneo
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Mario Mastroianno
- Scientific Direction, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Tommaso Mazza
- Unit of Bioinformatics, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Michelina Coco
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Domenico Trombetta
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Nicola Cingolani
- Unit of Pathology, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Antonella Centonza
- Unit of Oncology, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Paolo Graziano
- Unit of Pathology, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Evaristo Maiello
- Unit of Oncology, Fondazione IRCCS Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
| | - Vito Michele Fazio
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
- Laboratory of Molecular Medicine and Biotechnology, University Campus Bio-Medico of Rome, Rome, Italy
- Institute of Translational Pharmacology, National Research Council of Italy (CNR), Rome, Italy
| | - Lucia Anna Muscarella
- Laboratory of Oncology, Fondazione IRCCS, Scientific Institute for Research and Health Care Casa Sollievo della Sofferenza, San Giovanni Rotondo, Italy
- *Correspondence: Federico Pio Fabrizio, ; Lucia Anna Muscarella,
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