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Ellen JG, Jacob E, Nikolaou N, Markuzon N. Autoencoder-based multimodal prediction of non-small cell lung cancer survival. Sci Rep 2023; 13:15761. [PMID: 37737469 PMCID: PMC10517020 DOI: 10.1038/s41598-023-42365-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/18/2023] [Accepted: 09/09/2023] [Indexed: 09/23/2023] Open
Abstract
The ability to accurately predict non-small cell lung cancer (NSCLC) patient survival is crucial for informing physician decision-making, and the increasing availability of multi-omics data offers the promise of enhancing prognosis predictions. We present a multimodal integration approach that leverages microRNA, mRNA, DNA methylation, long non-coding RNA (lncRNA) and clinical data to predict NSCLC survival and identify patient subtypes, utilizing denoising autoencoders for data compression and integration. Survival performance for patients with lung adenocarcinoma (LUAD) and squamous cell carcinoma (LUSC) was compared across modality combinations and data integration methods. Using The Cancer Genome Atlas data, our results demonstrate that survival prediction models combining multiple modalities outperform single modality models. The highest performance was achieved with a combination of only two modalities, lncRNA and clinical, at concordance indices (C-indices) of 0.69 ± 0.03 for LUAD and 0.62 ± 0.03 for LUSC. Models utilizing all five modalities achieved mean C-indices of 0.67 ± 0.04 and 0.63 ± 0.02 for LUAD and LUSC, respectively, while the best individual modality performance reached C-indices of 0.64 ± 0.03 for LUAD and 0.59 ± 0.03 for LUSC. Analysis of biological differences revealed two distinct survival subtypes with over 900 differentially expressed transcripts.
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Affiliation(s)
- Jacob G Ellen
- Institute of Health Informatics, University College London, London, UK.
| | - Etai Jacob
- AstraZeneca, Oncology Data Science, Waltham, MA, USA
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Plasma Methylated RNF180 for Noninvasive Diagnosis of Gastric Cancer. BIOMED RESEARCH INTERNATIONAL 2022; 2022:6548945. [PMID: 36246966 PMCID: PMC9556199 DOI: 10.1155/2022/6548945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/23/2021] [Revised: 08/28/2022] [Accepted: 09/07/2022] [Indexed: 12/24/2022]
Abstract
Background. RNF180 is a tumor suppressor gene involved in cell development, proliferation, and apoptosis. Methylation of RNF180 (mRNF180) leads to low expression of RNF180, which is closely related to the occurrence and development of gastric cancer (GC). This study was designed to evaluate the potential performance of plasma mRNF180 as noninvasive biomarker for the diagnosis of GC. Methods. A total of 156 participants, including 60 patients with GC, 39 with chronic superficial gastritis (CSG), 27 with chronic atrophic gastritis (CAG), and 30 with gastric ulcer (GU) were recruited for this study. Plasma mRNF180 level was measured using real-time polymerase chain reaction. Results. As a diagnostic target, mRNF180 had a sensitivity of 71.67% (95% CI: 58.36%–82.18%) and specificity of 59.38% (95% CI: 48.85%–69.14%). The area under the ROC curve value of mRNF180 was 0.731 (95% CI: 0.648%–0.813%) for differentiation of GC from benign gastric diseases (BGD). The effectiveness of mRNF180 was superior to that of CEA, CA199, and CA724. mRNF180 was positively correlated with age, tumor size, T stage, N stage, M stage, and clinical stage of patients with GC. Conclusions. Plasma mRNF180 might serve as a useful and noninvasive biomarker for the diagnosis of GC and can be used to evaluate its prognosis.
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Durmus S, Gelisgen R, Uzun H. DNA Methylation Biomarkers in Cancer: Current Clinical Utility and Future Perspectives. Biomark Med 2022. [DOI: 10.2174/9789815040463122010007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Epigenetic alterations are related to inherited but reversible changes in
modifications that regulate gene activity beyond the DNA sequence. DNA methylation
is the best characterized epigenetic modification, controlling DNA stability, DNA
structure, transcription, and regulation, contributing to normal development and
differentiation. In this section, we first discuss the cellular functions of DNA
methylation and focus on how this fundamental biological process is impaired in
cancer. Changes in DNA methylation status in cancer have been heralded as promising
targets for the development of diagnostic, prognostic, and predictive biomarkers due to
their noninvasive accessibility in bodily fluids (such as blood, urine, stool),
reversibility, stability, and frequency. The absence of markers for definitive diagnosis
of most types of cancer and, in some cases, DNA methylation biomarkers being more
specific and sensitive than commonly used protein biomarkers indicate a strong need
for continued research to expand DNA methylation markers. Although the information
on changes in DNA methylation status in cancer and research on its clinical relevance
is rapidly increasing, the number of DNA methylation biomarkers currently available
as commercial tests is very small. Here, we focus on the importance of DNA
methylation location and target genes likely to be developed in the future for the
development of biomarkers in addition to existing commercial tests. Following a
detailed study of possible target genes, we summarize the current clinical application
status of the most studied and validated DNA methylation biomarkers, including
SEPT9, SDC2, BMP3, NDRG4, SFRP2, TFPI2, VIM and MGMT.
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Affiliation(s)
- Sinem Durmus
- Cerrahpasa Faculty of Medicine, Istanbul University,Department of Biochemistry,Department of Biochemistry, Cerrahpasa Faculty of Medicine, Istanbul University-Cerrahpasa, Istanbul,Turkey
| | - Remise Gelisgen
- Cerrahpasa Faculty of Medicine, Istanbul University,Department of Biochemistry,Department of Biochemistry, Cerrahpasa Faculty of Medicine, Istanbul University-Cerrahpasa, Istanbul,Turkey
| | - Hafize Uzun
- Department of Biochemistry, Faculty of Medicine, Istanbul Atlas University, Istanbul,Turkey
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Anghel SA, Ioniță-Mîndrican CB, Luca I, Pop AL. Promising Epigenetic Biomarkers for the Early Detection of Colorectal Cancer: A Systematic Review. Cancers (Basel) 2021; 13:4965. [PMID: 34638449 PMCID: PMC8508438 DOI: 10.3390/cancers13194965] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/01/2021] [Revised: 09/22/2021] [Accepted: 09/29/2021] [Indexed: 12/12/2022] Open
Abstract
In CRC, screening compliance is decreased due to the experienced discomfort associated with colonoscopy, although this method is the gold standard in terms of sensitivity and specificity. Promoter DNA methylation (hypomethylation or hypermethylation) has been linked to all CRC stages. Study objectives: to systematically review the current knowledge on approved biomarkers, reveal new potential ones, and inspect tactics that can improve performance. This research was conducted according to the Preferred Reporting Items for Systematic Reviews and Meta-Analyses (PRISMA) guidelines; the risk of bias was evaluated using the revised Quality Assessment of Diagnostic Accuracy Studies criteria (QUADAS-2). The Web of Science® Core Collection, MEDLINE® and Scopus® databases were searched for original articles published in peer-reviewed journals with the specific keywords "colorectal cancer", "early detection", "early-stage colorectal cancer", "epigenetics", "biomarkers", "DNA methylation biomarkers", "stool or blood or tissue or biopsy", "NDRG4", "BMP3", "SEPT9", and "SDC2". Based on eligibility criteria, 74 articles were accepted for analysis. mSDC2 and mSEPT9 were frequently assessed in studies, alone or together as part of the ColoDefense panel test-the latter with the greatest performance. mBMP3 may not be an appropriate marker for detecting CRC. A panel of five methylated binding sites of the CTCF gene holds the promise for early-stage specific detection of CRC. CRC screening compliance and accuracy can be enhanced by employing a stool mt-DNA methylation test.
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Affiliation(s)
- Sorina Andreea Anghel
- Department of Clinical Laboratory, Food Safety, "Carol Davila" University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania
- Department of Molecular Cell Biology, Institute of Biochemistry, Splaiul Independentei 296, 060031 Bucharest, Romania
| | - Corina-Bianca Ioniță-Mîndrican
- Department of Clinical Laboratory, Food Safety, "Carol Davila" University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania
- Department of Toxicology, Faculty of Pharmacy, "Carol Davila" University of Medicine and Pharmacy, 020945 Bucharest, Romania
| | - Ioana Luca
- Department of Clinical Laboratory, Food Safety, "Carol Davila" University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania
| | - Anca Lucia Pop
- Department of Clinical Laboratory, Food Safety, "Carol Davila" University of Medicine and Pharmacy, 6 Traian Vuia Street, 020945 Bucharest, Romania
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Kassid AA, Abdul-Rasheed OF, AlKhalidy NM. The Evaluation of Methylated Septin 9 in Blood Plasma and Tissue Biopsies for the Early Detection for Asymptomatic Colon Cancer. Open Access Maced J Med Sci 2021. [DOI: 10.3889/oamjms.2021.7156] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
The purpose of this study was to assess the utility of the SEPT9 genetic marker in the early detection of colon cancer patients. A case-control study was conducted on forty newly diagnosed colon cancer patients. The study was done between March 2019 and January 2020, patients from the Gastroenterology and Liver Education Hospital, Al-imamain Al-Kadhimain Medical City, and Baghdad Teaching Hospital were recruited. Colon cancer patients' mean age ± standard deviation was 54.4 ± 10.79 years while the age ± standard deviation of the mean of the control group was 55.1±8.54 years. For septin9 tissue methylation of the controls was done on the non-malignant tissues of the same patients.
This study concluded that the percentage of Septin 9 (SEPT9) in the tissue of patients with colon cancer (CC) was the highest value, which is more significant than that of the serum of CC patients. Both of these groups were significantly higher than the percentage of SEPT9 methylation of control tissue and serum.
Non-significant differences were obtained in the levels of CEA and CA19-9 between CC patients and controls.
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mSEPT9 Can Monitor the Response and Predict the Prognosis of Stage IV colorectal cancer Patients with Liver Metastasis Undergoing Potentially Curative Surgery. J Surg Res 2021; 267:485-494. [PMID: 34246842 DOI: 10.1016/j.jss.2021.06.008] [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: 11/03/2020] [Revised: 05/10/2021] [Accepted: 06/09/2021] [Indexed: 12/07/2022]
Abstract
BACKGROUND Stage IV colorectal cancer (CRC) patients with liver metastasis undergoing potentially curative surgery represent a subgroup of patients with a relatively good prognosis. In this study, we aimed to evaluate the performance of mSEPT9 to monitor response to treatment and predict prognosis. METHODS In total, we recruited 51 stage IV CRC patients with liver metastasis, including 20 patients who underwent simultaneous surgery and 31 patients who underwent staged surgery. We measured the blood levels of mSEPT9 and CEA prior to surgery and then seven days after surgery. RESULTS mSEPT9 and CEA were detected prior to surgery in 92.2% (47/51) and 70.6% (36/51) of patients, respectively. Following simultaneous and staged surgery, levels of mSEPT9 fell significantly by 923-fold (P<0.001) and 11-fold (P<0.001), respectively. Levels of CEA also fell significantly by 17-fold (P<0.001) and 1.7-fold (P<0.01) following simultaneous and staged surgery, respectively. The mean percentage reduction of mSEPT9 levels after simultaneous surgery (12.3%) was significantly lower than that of staged surgery (33.8%) (P<0.001) while the mean percentage reduction of CEA levels after simultaneous surgery (35.5%) were significantly lower than that of staged surgery (64.6%) (P<0.05). The levels of mSEPT9 in the blood were quantitatively correlated with tumor burden. Survival analysis showed that patients who tested negative for mSEPT9 pre- and post-surgery had a better survival rate than those who tested positive, thus suggesting that mSEPT9 can act as a prognostic indicator. CONCLUSIONS mSEPT9 showed good quantitative efficacy, higher applicability, and sensitivity, than CEA in assessing treatment response and prognosis prediction in patients with stage IV CRC and liver metastasis.
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Sun J, Xu J, Sun C, Zheng M, Li Y, Zhu S, Zhang S. Screening and Prognostic Value of Methylated Septin9 and its Association With Clinicopathological and Molecular Characteristics in Colorectal Cancer. Front Mol Biosci 2021; 8:568818. [PMID: 34095214 PMCID: PMC8173126 DOI: 10.3389/fmolb.2021.568818] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Accepted: 04/22/2021] [Indexed: 12/24/2022] Open
Abstract
Screening of CRC continues to show poor compliance of endoscopy examination. The detection of mSEPT9 in peripheral blood is among the safe and simple early screening methods for CRC. The issue of how to elucidate whether detection of mSEPT9 in peripheral blood can effectively improve compliance of endoscopy and increase the early diagnosis rate of CRC and the relationship between levels of mSEPT9 in the peripheral blood and clinical stage, pathological classification, and expression of characteristic molecules in CRC remains unsolved. A total of 7759 individuals participated in the study that was performed using a questionnaire for screening of high-risk CRC. The endoscopic detection compliance of individuals with high-risk CRC who underwent the fecal occult blood test (FOBT) or mSEPT9 test was compared based on the results of the questionnaire. Additionally, correlation of mSEPT9 levels in the peripheral blood with clinicopathological features, mutation status of TP53, mismatch repair deficiency (dMMR), and KRAS/NRAS/BRAF/PIK3CA genotype was analyzed, and association of biomarkers with cancer-specific survival (CSS) and time to recurrence (TTR) was compared. We also detected levels of mSEPT9 in the peripheral blood of patients with CRC 7 days after surgery and compared the prognostic value of mSEPT9 with CEA. Results of our study showed that the mSEPT9 test could improve compliance of endoscopy and indicated a higher percentage of patients with positive mSEPT9 willing to undergo endoscopy detection than in those with positive FOBT. The specificity and sensitivity of mSEPT9 were better than that of FOBT for the detection of CRC. mSEPT9 was associated with the TNM stage, dMMR, and mutations in TP53, BRAF, and PIK3CA. A Ct value of mSEPT9 ≤ 37.5 was significantly related to poor CSS. mSEPT9 could affect association of dMMR and BRAF and PIK3CA mutations with CSS in a specific stage of CRC. The positive rate of mSEPT9 after surgery was found to correlate with poor TTR, and sensitivity was higher than CEA. The combination of mSEPT9 with CEA had a better prognostic value than that of mSEPT9 alone. The level of mSEPT9 was related to dMMR, mutations in TP53, BRAF, and PIK3CA, and was an effective biomarker for the prognosis of patients with CRC.
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Affiliation(s)
- Jie Sun
- Department of Pathology, Tianjin Union Medical Center, Tianjin, China
| | - Jinling Xu
- Department of Pathology, Tianjin Union Medical Center, Tianjin, China
| | - Chao Sun
- Graduate School, Tianjin University of Traditional Chinese Medicine, Tianjin, China
| | - Minying Zheng
- Department of Pathology, Tianjin Union Medical Center, Tianjin, China
| | - Yuwei Li
- Department of Colorectal Surgery, Tianjin Union Medical Center, Tianjin, China
| | - Siwei Zhu
- Department of Pathology, Tianjin Union Medical Center, Tianjin, China
| | - Shiwu Zhang
- Department of Pathology, Tianjin Union Medical Center, Tianjin, China
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Song L, Chen Y, Gong Y, Wan J, Guo S, Liu H, Li Y, Zeng Z, Lu Y. Opportunistic screening and survival prediction of digestive cancers by the combination of blood mSEPT9 with protein markers. Ther Adv Med Oncol 2020; 12:1758835920962966. [PMID: 33403008 PMCID: PMC7745555 DOI: 10.1177/1758835920962966] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/31/2019] [Accepted: 09/07/2020] [Indexed: 02/06/2023] Open
Abstract
Background: The early detection of digestive cancers and precancerous diseases remains a significant challenge. This study aimed to investigate the performance of the blood methylated SEPT9 (mSEPT9) assay, and the combination of this assay with serum protein markers, in hospital-based opportunistic screening strategies for digestive cancers. Methods: Opportunistic screening was performed in the participating hospitals on outpatients and inpatients who met specific inclusion criteria. We recruited a total of 2030 subjects, including 764 cancer patients [291 colorectal cancer (CRC), 239 gastric cancer (GC), 106 esophageal cancer (EC), and 128 hepatocellular carcinoma (HCC)], 423 subjects with precancerous diseases, and 843 normal subjects. All samples were transported to an authenticated clinical laboratory where the mSEPT9 tests were performed. Results: When used separately, the mSEPT9 detected CRC, GC, EC, and HCC, with a sensitivity of 76.6% [area under the receiver operating characteristic curve (AUC) = 0.86)], 47.7% (AUC = 0.76), 42.6% (AUC = 0.69), and 76.7% (AUC = 0.85) and a specificity of 94.6%, 92.3%, 92.5%, and 87.7%, respectively. The mSEPT9 assay also had potent ability to discriminate cancer from non-cancer subjects. The combination of mSEPT9 with CEA, CA724, SNCG, or AFP significantly enhanced the sensitivity for CRC, GC, EC, and HCC to 86.4% (AUC = 0.99, specificity = 92.8%), 63.6% (AUC = 0.86, specificity = 91.1%), 71.3% (AUC = 0.81, specificity = 82.1%), and 83.3% (AUC = 0.93, specificity = 85.1%), respectively. The performance of the mSEPT9 assay was influenced by cancer stage, patient age, pathological types, and the location of cancer. We also identified that mSEPT9 was an independent risk factor and was a valuable predictor for the long-term survival of digestive cancer patients, with a hazard ratio of 2.84, 2.07, 1.88, and 2.45, for CRC, GC, EC, and HCC, respectively. Conclusion: The blood mSEPT9 assay, whether used alone or in combination with serum protein markers, is effective for the opportunistic screening of digestive cancers. Furthermore, mSEPT9 is an independent risk factor and a predictive marker for the long-term survival of digestive cancer patients.
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Affiliation(s)
- Lele Song
- Department of Radiotherapy, The Eighth Medical Center of the Chinese PLA General Hospital, No.17, Heishanhu Road, Beijing 100091, P.R. China
| | - Yan Chen
- Comprehensive Liver Cancer Department, The Fifth Medical Center of the Chinese PLA General Hospital, Beijing, P.R. China
| | - Yuan Gong
- Department of Gastroenterology, The Chinese PLA General Hospital, Beijing, P.R. China
| | - Jun Wan
- Department of Gastroenterology, The Chinese PLA General Hospital, Beijing, P.R. China
| | - Shaohua Guo
- Department of General Surgery, The Chinese PLA General Hospital, Beijing, P.R. China
| | - Hongyi Liu
- Department of General Surgery, The Chinese PLA General Hospital, Beijing, P.R. China
| | - Yuemin Li
- Department of Radiotherapy, The Eighth Medical Center of the Chinese PLA General Hospital, Beijing, P.R. China
| | - Zhen Zeng
- Comprehensive Liver Cancer Department, The Fifth Medical Center of the Chinese PLA General Hospital, Beijing, 100039 P.R. China
| | - Yinying Lu
- Comprehensive Liver Cancer Department, The Fifth Medical Center of the Chinese PLA General Hospital, Beijing, 100039 P.R. China
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