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Gutierrez-Chakraborty E, Chakraborty D, Das D, Bai Y. Discovering novel prognostic biomarkers of hepatocellular carcinoma using eXplainable Artificial Intelligence. EXPERT SYSTEMS WITH APPLICATIONS 2024; 252:124239. [PMID: 39829683 PMCID: PMC11737334 DOI: 10.1016/j.eswa.2024.124239] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/22/2025]
Abstract
Hepatocellular carcinoma (HCC) remains a global health challenge with high mortality rates, largely due to late diagnosis and suboptimal efficacy of current therapies. With the imperative need for more reliable, non-invasive diagnostic tools and novel therapeutic strategies, this study focuses on the discovery and application of novel genetic biomarkers for HCC using explainable artificial intelligence (XAI). Despite advances in HCC research, current biomarkers like Alpha-fetoprotein (AFP) exhibit limitations in sensitivity and specificity, necessitating a shift towards more precise and reliable markers. This paper presents an innovative multi-model XAI and a probabilistic causal inference framework to identify and validate key genetic biomarkers for HCC prognosis. Our methodology involved analyzing clinical and gene expression data to identify potential biomarkers with prognostic significance. The study utilized robust AI models validated against extensive gene expression datasets, demonstrating not only the predictive accuracy but also the clinical relevance of the identified biomarkers through explainable metrics. The findings highlight the importance of biomarkers such as TOP3B, SSBP3, and COX7A2L, which were consistently influential across multiple models, suggesting their role in improving the predictive accuracy for HCC prognosis beyond AFP. Notably, the study also emphasizes the relevance of these biomarkers to the Hispanic population, aligning with the larger goal of demographic-specific research. The application of XAI in biomarker discovery represents a significant advancement in HCC research, offering a more nuanced understanding of the disease and laying the groundwork for improved diagnostic and therapeutic strategies.
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Affiliation(s)
| | - Debaditya Chakraborty
- College of Engineering and Integrated Design, University of Texas at San Antonio, TX, United States
| | - Debodipta Das
- Department of Cell Systems and Anatomy, University of Texas Health Science Center at San Antonio, TX, United States
| | - Yidong Bai
- Department of Cell Systems and Anatomy, University of Texas Health Science Center at San Antonio, TX, United States
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Liu X, Jiang X, Mo X, Han J, Jia L, He J, Yi G, Yun W. An efficient DNAzyme-locked leakless enzyme-free amplification system for alpha-foetoprotein detection in liver cancer and breast cancer. Mikrochim Acta 2024; 191:483. [PMID: 39052195 DOI: 10.1007/s00604-024-06570-3] [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: 03/08/2024] [Accepted: 07/12/2024] [Indexed: 07/27/2024]
Abstract
Alpha-foetoprotein (AFP) is taken as a diagnostic tumor marker for the screening and diagnosis of cancer. Nucleic acid-based isothermal amplification strategies are emerging as a potential technology in early screening and clinical diagnosis of AFP. The leakages between hairpins dramatically increase the background and reduce the sensitivity. Thus, it is necessary to develop some strategies to reduce the leakage for isothermal amplification strategies. A DNAzyme-locked leakless enzyme-free amplification system was developed for AFP detection in liver cancer and breast cancer. AFP could open the apt-hairpin and initiate the catalytic hairpin assembly (CHA) reaction to produce a Y-shaped duplex. Two tails of a Y-shaped duplex cleaved the two kinds of leakless hairpins. Then, the third tail of the Y-shaped duplex catalyzed the second CHA between the cleaved leakless hairpins to recover the fluorescent intensity. The limit of detection reached 5 fg/mL by the two levels of signal amplifications. Importantly, the leakless hairpin design effectively reduced leakage between hairpins and weakened the background. In addition, it also showed a great promising potential for AFP detection in early screening and clinical diagnosis.
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Affiliation(s)
- Xiaojun Liu
- Department of Oncology, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China.
| | - Xuemei Jiang
- Breast Disease Center, The People's Hospital of Deyang City, Deyang, 618000, Sichuan, China
| | - Xiujuan Mo
- Department of Nutrition, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China
| | - Jianjun Han
- Department of Oncology, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China
| | - Li Jia
- Department of Oncology, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China
| | - Jun He
- Department of Oncology, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China
| | - Guangming Yi
- Department of Oncology, The Third Hospital of Mianyang, Sichuan Mental Health Center, Mianyang, 621000, Sichuan, China
| | - Wen Yun
- College of Environment and Resources, Chongqing Technology and Business University, Chongqing, 400067, China.
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Schmithals C, Kakoschky B, Denk D, von Harten M, Klug JH, Hintermann E, Dropmann A, Hamza E, Jacomin AC, Marquardt JU, Zeuzem S, Schirmacher P, Herrmann E, Christen U, Vogl TJ, Waidmann O, Dooley S, Finkelmeier F, Piiper A. Tumour-specific activation of a tumour-blood transport improves the diagnostic accuracy of blood tumour markers in mice. EBioMedicine 2024; 105:105178. [PMID: 38889481 PMCID: PMC11237870 DOI: 10.1016/j.ebiom.2024.105178] [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: 09/14/2023] [Revised: 04/12/2024] [Accepted: 05/17/2024] [Indexed: 06/20/2024] Open
Abstract
BACKGROUND The accuracy of blood-based early tumour recognition is compromised by signal production at non-tumoral sites, low amount of signal produced by small tumours, and variable tumour production. Here we examined whether tumour-specific enhancement of vascular permeability by the particular tumour homing peptide, iRGD, which carries dual function of binding to integrin receptors overexpressed in the tumour vasculature and is known to promote extravasation via neuropilin-1 receptor upon site-specific cleavage, might be useful to improve blood-based tumour detection by inducing a yet unrecognised vice versa tumour-to-blood transport. METHODS To detect an iRGD-induced tumour-to-blood transport, we examined the effect of intravenously injected iRGD on blood levels of α-fetoprotein (AFP) and autotaxin in several mouse models of hepatocellular carcinoma (HCC) or in mice with chronic liver injury without HCC, and on prostate-specific antigen (PSA) levels in mice with prostate cancer. FINDINGS Intravenously injected iRGD rapidly and robustly elevated the blood levels of AFP in several mouse models of HCC, but not in mice with chronic liver injury. The effect was primarily seen in mice with small tumours and normal basal blood AFP levels, was attenuated by an anti-neuropilin-1 antibody, and depended on the concentration gradient between tumour and blood. iRGD treatment was also able to increase blood levels of autotaxin in HCC mice, and of PSA in mice with prostate cancer. INTERPRETATION We conclude that iRGD induces a tumour-to-blood transport in a tumour-specific fashion that has potential of improving diagnosis of early stage cancer. FUNDING Deutsche Krebshilfe, DKTK, LOEWE-Frankfurt Cancer Institute.
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Affiliation(s)
- Christian Schmithals
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany
| | - Bianca Kakoschky
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany
| | - Dominic Denk
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; Frankfurt Cancer Institute, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany
| | - Maike von Harten
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany
| | - Jan Henrik Klug
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany
| | - Edith Hintermann
- Pharmazentrum Frankfurt / ZAFES, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany
| | - Anne Dropmann
- Molecular Hepatology-Alcohol Associated Diseases, Department of Medicine II, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Eman Hamza
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; Suez University, Faculty of Science, Zoology Department, Suez, Egypt
| | - Anne Claire Jacomin
- Frankfurt Cancer Institute, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany; Institute of Biochemistry II, Faculty of Medicine, Goethe University, Frankfurt am Main, Germany
| | - Jens U Marquardt
- Department of Medicine I, University Medical Centre Schleswig-Holstein - Campus Lübeck, Lübeck, Germany
| | - Stefan Zeuzem
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; German Cancer Consortium (DKTK), Partner Site Frankfurt/M., a Partnership Between DKFZ and University Hospital Frankfurt/M., Germany
| | | | - Eva Herrmann
- Goethe University Frankfurt, University Hospital, Institute of Biostatistics and Mathematical Modelling, Germany
| | - Urs Christen
- Pharmazentrum Frankfurt / ZAFES, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany
| | - Thomas J Vogl
- Goethe University Frankfurt, University Hospital, Institute for Diagnostic and Interventional Radiology, Germany
| | - Oliver Waidmann
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; Centrum für Hämatologie und Onkologie Bethanien, Frankfurt/Main, Germany
| | - Steven Dooley
- Molecular Hepatology-Alcohol Associated Diseases, Department of Medicine II, Medical Faculty Mannheim, University of Heidelberg, Germany
| | - Fabian Finkelmeier
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; Frankfurt Cancer Institute, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany
| | - Albrecht Piiper
- Goethe University Frankfurt, University Hospital, Medical Clinic 1, Frankfurt am Main, Germany; Frankfurt Cancer Institute, Goethe University Frankfurt, University Hospital, Frankfurt am Main, Germany; German Cancer Consortium (DKTK), Partner Site Frankfurt/M., a Partnership Between DKFZ and University Hospital Frankfurt/M., Germany.
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Sharafeldin MA, Suef RA, Mousa AA, Ziadah DH, Farag MMS. Serum interleukin-10 and alpha-fetoprotein: A combined diagnostic approach for hepatocellular carcinoma in Egyptians with HCV. Pathol Res Pract 2024; 258:155327. [PMID: 38692084 DOI: 10.1016/j.prp.2024.155327] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/19/2023] [Revised: 03/22/2024] [Accepted: 04/22/2024] [Indexed: 05/03/2024]
Abstract
PURPOSE Hepatocellular carcinoma (HCC) is a leading cause of cancer-related death worldwide. Although alpha-fetoprotein (AFP) has been used for 60+ years as an HCC diagnostic serum marker, its accuracy is debated. Notably, the role of interleukin 10 (IL-10) in cancer development and metastasis is elevated in various tumor types, including HCC and chronic HCV infection. Our study aimed to investigate the diagnostic performance of IL-10 and AFP as biomarkers for HCV-induced HCC in an Egyptian population. METHODS Eighty participants were recruited and categorized into three groups: HCV-related HCC (n=40), HCV-related cirrhosis (n=40), and control (n=20).The collected blood samples were analyzed to evaluate liver function, AFP levels, and IL-10 levels. RESULTS Our analysis showed that AFP demonstrated low sensitivity (40% false-negative) and low specificity (33% false-positive).IL-10 levels were significantly higher (P < 0.001) in patients with HCC than in the cirrhosis and control groups. The serum AFP and IL-10 combination revealed significantly increased sensitivity (97.5%), diagnostic accuracy (71.1%), AUC (0.798), PPV (73.3%), and NPV ( 69.5%) when compared with either of them alone. CONCLUSION the reliability of AFP as a major HCC marker was poor. However, IL-10 levels are a novel biomarker for the degree of HCC inflammation, considering IL-10's potential role in HCV-HCC development. We suggest combining AFP with IL-10 to improve the diagnostic and prognostic value of HCC considerably. Future research on these biomarkers should prioritize their clinical validity, prognostic usefulness, and compatibility with other therapeutic approaches as immunotherapy.
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Affiliation(s)
- Mostafa A Sharafeldin
- Botany and Microbiology Department, Faculty of Science, Al-Azhar University, Cairo 11884, Egypt
| | - Reda A Suef
- Botany and Microbiology Department, Faculty of Science, Al-Azhar University, Cairo 11884, Egypt
| | - Adel A Mousa
- Botany and Microbiology Department, Faculty of Science, Al-Azhar University, Cairo 11884, Egypt
| | - Dina H Ziadah
- Department of Tropical Medicine and Infectious Diseases, Faculty of Medicine, Tanta University, Tanta, Egypt
| | - Mohamed M S Farag
- Botany and Microbiology Department, Faculty of Science, Al-Azhar University, Cairo 11884, Egypt; Biomedical Research Department, Armed Forces College of Medicine (AFCM), Cairo, Egypt; The Regional Centre for Mycology and Biotechnology, Al-Azhar University, Cairo, Egypt.
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El-Derby AM, Khedr MA, Ghoneim NI, Gabr MM, Khater SM, El-Badri N. Plasma-derived extracellular matrix for xenofree and cost-effective organoid modeling for hepatocellular carcinoma. J Transl Med 2024; 22:487. [PMID: 38773585 PMCID: PMC11110239 DOI: 10.1186/s12967-024-05230-7] [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: 01/22/2024] [Accepted: 04/23/2024] [Indexed: 05/24/2024] Open
Abstract
BACKGROUND Hepatocellular carcinoma (HCC) causes significant cancer mortality worldwide. Cancer organoids can serve as useful disease models by high costs, complexity, and contamination risks from animal-derived products and extracellular matrix (ECM) that limit its applications. On the other hand, synthetic ECM alternatives also have limitations in mimicking native biocomplexity. This study explores the development of a physiologically relevant HCC organoid model using plasma-derived extracellular matrix as a scaffold and nutritive biomatrix with different cellularity components to better mimic the heterogenous HCC microenvironment. Plasma-rich platelet is recognized for its elevated levels of growth factors, which can promote cell proliferation. By employing it as a biomatrix for organoid culture there is a potential to enhance the quality and functionality of organoid models for diverse applications in biomedical research and regenerative medicine and to better replicate the heterogeneous microenvironment of HCC. METHOD To generate the liver cancer organoids, HUH-7 hepatoma cells were cultured alone (homogenous model) or with human bone marrow-derived mesenchymal stromal cells and human umbilical vein endothelial cells (heterogeneous model) in plasma-rich platelet extracellular matrix (ECM). The organoids were grown for 14 days and analyzed for cancer properties including cell viability, invasion, stemness, and drug resistance. RESULTS HCC organoids were developed comprising HUH-7 hepatoma cells with or without human mesenchymal stromal and endothelial cells in plasma ECM scaffolds. Both homogeneous (HUH-7 only) and heterogeneous (mixed cellularity) organoids displayed viability, cancer hallmarks, and chemoresistance. The heterogeneous organoids showed enhanced invasion potential, cancer stem cell populations, and late-stage HCC genetic signatures versus homogeneous counterparts. CONCLUSION The engineered HCC organoids system offers a clinically relevant and cost-effective model to study liver cancer pathogenesis, stromal interactions, and drug resistance. The plasma ECM-based culture technique could enable standardized and reproducible HCC modeling. It could also provide a promising option for organoid culture and scaling up.
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Affiliation(s)
- Azza M El-Derby
- Center of Excellence for Stem Cells and Regenerative Medicine (CESC), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12582, Egypt
| | - Mennatallah A Khedr
- Center of Excellence for Stem Cells and Regenerative Medicine (CESC), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12582, Egypt
| | - Nehal I Ghoneim
- Center of Excellence for Stem Cells and Regenerative Medicine (CESC), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12582, Egypt
| | - Mahmoud M Gabr
- Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Sherry M Khater
- Urology and Nephrology Center, Mansoura University, Mansoura, Egypt
| | - Nagwa El-Badri
- Center of Excellence for Stem Cells and Regenerative Medicine (CESC), Zewail City of Science and Technology, October Gardens, 6th of October City, Giza, 12582, Egypt.
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Liu C, Li Z, Zhang Z, Li J, Xu C, Jia Y, Zhang C, Yang W, Wang W, Wang X, Liang K, Peng L, Wang J. Prediction of survival and analysis of prognostic factors for patients with AFP negative hepatocellular carcinoma: a population-based study. BMC Gastroenterol 2024; 24:93. [PMID: 38438972 PMCID: PMC10910698 DOI: 10.1186/s12876-024-03185-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 02/20/2024] [Indexed: 03/06/2024] Open
Abstract
PURPOSE Hepatocellular carcinoma (HCC) has a poor prognosis, and alpha-fetoprotein (AFP) is widely used to evaluate HCC. However, the proportion of AFP-negative individuals cannot be disregarded. This study aimed to establish a nomogram of risk factors affecting the prognosis of patients with AFP-negative HCC and to evaluate its diagnostic efficiency. PATIENTS AND METHODS Data from patients with AFP-negative initial diagnosis of HCC (ANHC) between 2004 and 2015 were collected from the Surveillance, Epidemiology, and End Results database for model establishment and validation. We randomly divided overall cohort into the training or validation cohort (7:3). Univariate and multivariate Cox regression analysis were used to identify the risk factors. We constructed nomograms with overall survival (OS) and cancer-specific survival (CSS) as clinical endpoint events and constructed survival analysis by using Kaplan-Meier curve. Also, we conducted internal validation with Receiver Operating Characteristic (ROC) analysis and Decision curve analysis (DCA) to validate the clinical value of the model. RESULTS This study included 1811 patients (1409 men; 64.7% were Caucasian; the average age was 64 years; 60.7% were married). In the multivariate analysis, the independent risk factors affecting prognosis were age, ethnicity, year of diagnosis, tumor size, tumor grade, surgery, chemotherapy, and radiotherapy. The nomogram-based model related C-indexes were 0.762 (95% confidence interval (CI): 0.752-0.772) and 0.752 (95% CI: 0.740-0.769) for predicting OS, and 0.785 (95% CI: 0.774-0.795) and 0.779 (95% CI: 0.762-0.795) for predicting CSS. The nomogram model showed that the predicted death was consistent with the actual value. The ROC analysis and DCA showed that the nomogram had good clinical value compared with TNM staging. CONCLUSION The age(HR:1.012, 95% CI: 1.006-1.018, P-value < 0.001), ethnicity(African-American: HR:0.946, 95% CI: 0.783-1.212, P-value: 0.66; Others: HR:0.737, 95% CI: 0.613-0.887, P-value: 0.001), tumor diameter(HR:1.006, 95% CI: 1.004-1.008, P-value < 0.001), year of diagnosis (HR:0.852, 95% CI: 0.729-0.997, P-value: 0.046), tumor grade(Grade 2: HR:1.124, 95% CI: 0.953-1.326, P-value: 0.164; Grade 3: HR:1.984, 95% CI: 1.574-2.501, P-value < 0.001; Grade 4: HR:2.119, 95% CI: 1.115-4.027, P-value: 0.022), surgery(Liver Resection: HR:0.193, 95% CI: 0.160-0.234, P-value < 0.001; Liver Transplant: HR:0.102, 95% CI: 0.072-0.145, P-value < 0.001), chemotherapy(HR:0.561, 95% CI: 0.471-0.668, P-value < 0.001), and radiotherapy(HR:0.641, 95% CI: 0.463-0.887, P-value:0.007) were independent prognostic factors for patients with ANHC. We developed a nomogram model for predicting the OS and CSS of patients with ANHC, with a good predictive performance.
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Affiliation(s)
- Chengyu Liu
- Graduate School of Hebei Medical University, Shijiazhuang, Hebei, China
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China
| | - Zikang Li
- Graduate School of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Zhilei Zhang
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China
| | - Jinlong Li
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China
| | - Congxi Xu
- Graduate School of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Yuming Jia
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China
| | - Chong Zhang
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China
| | - Wuhan Yang
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China
| | - Wenchuan Wang
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China
| | - Xiaojuan Wang
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China
| | - Kuopeng Liang
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China
| | - Li Peng
- Hepatobiliary Surgery Department of the Fourth Hospital of Hebei Medical University, 169 Tianshan Street, Shijiazhuang, Hebei, China.
| | - Jitao Wang
- Xingtai Key Laboratory of Precision Medicine for Liver Cirrhosis and Portal Hypertension, Xingtai People's Hospital of Hebei Medical University, Xingtai, Hebei, China.
- Hebei Provincial Key Laboratory of Cirrhosis & Portal Hypertension, 145 Xinhua North Road, Xingtai, Hebei, China.
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Xin Y, Wang Z, Yao H, Dou X, Zhang R, Wang H, Miao Y, Zhang Z. Oxygen Vacancies-Induced Antifouling Photoelectrochemical Aptasensor for Highly Sensitive and Selective Determination of α-Fetoprotein. Anal Chem 2024; 96:3645-3654. [PMID: 38356334 DOI: 10.1021/acs.analchem.3c05782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2024]
Abstract
Accurate measurement of cancer markers in urine is a convenient method for tumor monitoring. However, the concentration of cancer markers in urine is so low that it is difficult to achieve their measurement. Photoelectrochemical (PEC) sensors are a promising technology to realize the detection of trace cancer markers due to their high sensitivity. Currently, the interference of nonspecific biomolecules in urine is the main reason affecting the high sensitivity and selectivity of PEC sensors in detecting cancer markers. In this work, a strategy of oxygen vacancy (OV) modulation is proposed to construct a fouling-resistant PEC aptamer sensing platform for the detection of α-fetoprotein (AFP), a liver cancer marker. The introduction of OVs induces the formation of intermediate localized states in the photoelectric material, which not only facilitates the separation of photogenerated carriers but also leads to the redshift of the light absorption edge. More importantly, OVs with positive electrical properties can be employed to modify the antifouling layer (C-PEG) with negatively charged groups through an electrostatic interaction. The synergistic effect of OVs, antifouling layer, and aptamer resulted in a TiO2/OVs/C-PEG-based PEC sensor achieves a wide linear range from 1 pg/mL to 100 ng/mL and a low detection limit of 0.3 pg/mL for AFP. In addition, the sensor successfully realized the determination of AFP in urine samples and accurately differentiated between normal people and liver cancer patients in the early and advanced stages. This project is of great significance in advancing the application of photoelectrochemical bioanalytical technology to achieve the detection of cancer markers in urine by investigating the construction of an OVs-regulated fouling-resistant sensing interface.
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Affiliation(s)
- Yanmei Xin
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Zhuo Wang
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Haizi Yao
- School of Energy Engineering, Huanghuai University, Zhumadian, Henan Province 463600, China
| | - Xiaoru Dou
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Ruiting Zhang
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Huiqing Wang
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Yuqing Miao
- Institute of Bismuth Science, School of Materials and Chemistry, University of Shanghai for Science and Technology, 334 Jungong Road, Shanghai 200093, China
| | - Zhonghai Zhang
- School of Chemistry and Molecular Engineering, East China Normal University, 500 Dongchuan Road, Shanghai 200241, China
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Li YX, Li WJ, Xu YS, Jia LL, Wang MM, Qu MM, Wang LL, Lu XD, Lei JQ. Clinical application of dual-layer spectral CT multi-parameter feature to predict microvascular invasion in hepatocellular carcinoma. Clin Hemorheol Microcirc 2024; 88:97-113. [PMID: 38848171 DOI: 10.3233/ch-242175] [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] [Indexed: 06/09/2024]
Abstract
OBJECTIVE This study aimed to investigate the feasibility of using dual-layer spectral CT multi-parameter feature to predict microvascular invasion of hepatocellular carcinoma. METHODS This retrospective study enrolled 50 HCC patients who underwent multiphase contrast-enhanced spectral CT studies preoperatively. Combined clinical data, radiological features with spectral CT quantitative parameter were constructed to predict MVI. ROC was applied to identify potential predictors of MVI. The CT values obtained by simulating the conventional CT scans with 70 keV images were compared with those obtained with 40 keV images. RESULTS 50 hepatocellular carcinomas were detected with 30 lesions (Group A) with microvascular invasion and 20 (Group B) without. There were significant differences in AFP,tumer size, IC, NIC,slope and effective atomic number in AP and ICrr in VP between Group A ((1000(10.875,1000),4.360±0.3105, 1.7750 (1.5350,1.8825) mg/ml, 0.1785 (0.1621,0.2124), 2.0362±0.2108,8.0960±0.1043,0.2830±0.0777) and Group B (4.750(3.325,20.425),3.190±0.2979,1.4700 (1.4500,1.5775) mg/ml, 0.1441 (0.1373,0.1490),1.8601±0.1595, 7.8105±0.7830 and 0.2228±0.0612) (all p < 0.05). Using 0.1586 as the threshold for NIC, one could obtain an area-under-curve (AUC) of 0.875 in ROC to differentiate between tumours with and without microvascular invasion. AUC was 0.625 with CT value at 70 keV and improved to 0.843 at 40 keV. CONCLUSION Dual-layer spectral CT provides additional quantitative parameters than conventional CT to enhance the differentiation between hepatocellular carcinoma with and without microvascular invasion. Especially, the normalized iodine concentration (NIC) in arterial phase has the greatest potential application value in determining whether microvascular invasion exists, and can offer an important reference for clinical treatment plan and prognosis assessment.
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Affiliation(s)
- Yi-Xiang Li
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Wen-Jing Li
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Yong-Sheng Xu
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Lu-Lu Jia
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Miao-Miao Wang
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Meng-Meng Qu
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Li-Li Wang
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Xian-de Lu
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
| | - Jun-Qiang Lei
- The First Clinical Medical of Lanzhou University, Lanzhou, China
- Department of Radiology, The First Hospital of Lanzhou University, Lanzhou, China
- Gansu Intelligent Imaging Medical Engineering Research Center, Lanzhou, China
- Precision Image Collaborative Innovation Gansu International Science and Technology Cooperation Base, Lanzhou, China
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9
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Tyagi R, Yadav K, Srivastava N, Sagar R. Applications of Pyrrole and Pyridine-based Heterocycles in Cancer Diagnosis and Treatment. Curr Pharm Des 2024; 30:255-277. [PMID: 38711394 DOI: 10.2174/0113816128280082231205071504] [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: 08/31/2023] [Accepted: 10/23/2023] [Indexed: 05/08/2024]
Abstract
BACKGROUND The escalation of cancer worldwide is one of the major causes of economy burden and loss of human resources. According to the American Cancer Society, there will be 1,958,310 new cancer cases and 609,820 projected cancer deaths in 2023 in the United States. It is projected that by 2040, the burden of global cancer is expected to rise to 29.5 million per year, causing a death toll of 16.4 million. The hemostasis regulation by cellular protein synthesis and their targeted degradation is required for normal cell growth. The imbalance in hemostasis causes unbridled growth in cells and results in cancer. The DNA of cells needs to be targeted by chemotherapeutic agents for cancer treatment, but at the same time, their efficacy and toxicity also need to be considered for successful treatment. OBJECTIVE The objective of this study is to review the published work on pyrrole and pyridine, which have been prominent in the diagnosis and possess anticancer activity, to obtain some novel lead molecules of improved cancer therapeutic. METHODS A literature search was carried out using different search engines, like Sci-finder, Elsevier, ScienceDirect, RSC etc., for small molecules based on pyrrole and pyridine helpful in diagnosis and inducing apoptosis in cancer cells. The research findings on the application of these compounds from 2018-2023 were reviewed on a variety of cell lines, such as breast cancer, liver cancer, epithelial cancer, etc. Results: In this review, the published small molecules, pyrrole and pyridine and their derivatives, which have roles in the diagnosis and treatment of cancers, were discussed to provide some insight into the structural features responsible for diagnosis and treatment. The analogues with the chromeno-furo-pyridine skeleton showed the highest anticancer activity against breast cancer. The compound 5-amino-N-(1-(pyridin-4- yl)ethylidene)-1H-pyrazole-4-carbohydrazides was highly potent against HEPG2 cancer cell. Redaporfin is used for the treatment of cholangiocarcinoma, biliary tract cancer, cisplatin-resistant head and neck squamous cell carcinoma, and pigmentation melanoma, and it is in clinical trials for phase II. These structural features present a high potential for designing novel anticancer agents for diagnosis and drug development. CONCLUSION Therefore, the N- and C-substituted pyrrole and pyridine-based novel privileged small Nheterocyclic scaffolds are potential molecules used in the diagnosis and treatment of cancer. This review discusses the reports on the synthesis of such molecules during 2018-2023. The review mainly discusses various diagnostic techniques for cancer, which employ pyrrole and pyridine heterocyclic scaffolds. Furthermore, the anticancer activity of N- and C-substituted pyrrole and pyridine-based scaffolds has been described, which works against different cancer cell lines, such as MCF-7, A549, A2780, HepG2, MDA-MB-231, K562, HT- 29, Caco-2 cells, Hela, Huh-7, WSU-DLCL2, HCT-116, HBL-100, H23, HCC827, SKOV3, etc. This review will help the researchers to obtain a critical insight into the structural aspects of pyrrole and pyridine-based scaffolds useful in cancer diagnosis as well as treatment and design pathways to develop novel drugs in the future.
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Affiliation(s)
- Rajdeep Tyagi
- Glycochemistry Laboratory, School of Physical Sciences, Jawaharlal Nehru University, New Delhi 110007, India
| | - Kanchan Yadav
- Glycochemistry Laboratory, School of Physical Sciences, Jawaharlal Nehru University, New Delhi 110007, India
| | - Nitin Srivastava
- Department of Chemistry, Amity University Lucknow Campus, Lucknow, Uttar Pradesh 226028, India
| | - Ram Sagar
- Glycochemistry Laboratory, School of Physical Sciences, Jawaharlal Nehru University, New Delhi 110007, India
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10
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Bilal M, Bashir H, Ameen R, Sumrin A, Hussain M, Manzoor S. Anti HCV activity and expression inhibition of HCC markers by protein extract from Iberis gibraltarica. BRAZ J BIOL 2024; 84:e252676. [PMID: 35384980 DOI: 10.1590/1519-6984.252676] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2021] [Accepted: 01/02/2022] [Indexed: 11/22/2022] Open
Abstract
Abstract Hepatitis C virus infection (HCV) is the foremost reason of progressive hepatic fibrosis and cirrhosis, with an elevated risk of hepatocellular carcinoma (HCC) development. Medicinal plants have been used for human health benefits for several years, but their therapeutic potential needs to be explored. The main objective of this study was to figure out the in vitro antiviral and anticancer characteristics of total crude protein of Iberis gibraltarica against HCV and HCC. Total crude protein of Iberis gibraltarica was isolated and quantified. The level of cytotoxicity was measured against the HepG2 cell line and it shows no significant cytotoxicity at the concentration of 504µg/ml. The anti-HCV effect was determined by absolute quantification via real time RT-PCR method and viral titer was reduced up to 66% in a dose dependent manner against the total protein of Iberis gibraltarica. The anticancer potential of Iberis gibraltarica was also examined through mRNA expression studies of AFP and GPC3 genes against the total protein of Iberis gibraltarica-treated HepG2 cells. The results show up to 90% of the down-regulation expression of AFP and GPC3. The obtained results indicate the therapeutic potential of total protein of Iberis gibraltarica against HCV and hepatocellular carcinoma in vitro.
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Affiliation(s)
- M. Bilal
- University of the Punjab, Pakistan
| | | | - R. Ameen
- University of the Punjab, Pakistan
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11
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Rodponthukwaji K, Pingrajai P, Jantana S, Taya S, Duangchan K, Nguyen KT, Srisawat C, Punnakitikashem P. Epigallocatechin Gallate Potentiates the Anticancer Effect of AFP-siRNA-Loaded Polymeric Nanoparticles on Hepatocellular Carcinoma Cells. NANOMATERIALS (BASEL, SWITZERLAND) 2023; 14:47. [PMID: 38202502 PMCID: PMC10780411 DOI: 10.3390/nano14010047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Revised: 12/14/2023] [Accepted: 12/18/2023] [Indexed: 01/12/2024]
Abstract
To develop a potential cancer treatment, we formulated a novel drug delivery platform made of poly(lactic-co-glycolic) acid (PLGA) and used a combination of an emerging siRNA technology and an extracted natural substance called catechins. The synthesized materials were characterized to determine their properties, including morphology, hydrodynamic size, charge, particle stability, and drug release profile. The therapeutic effect of AFP-siRNA and epigallocatechin gallate (EGCG) was revealed to have remarkable cytotoxicity towards HepG2 when in soluble formulation. Notably, the killing effect was enhanced by the co-treatment of AFP-siRNA-loaded PLGA and EGCG. Cell viability significantly dropped to 59.73 ± 6.95% after treatment with 12.50 μg/mL of EGCG and AFP-siRNA-PLGA. Meanwhile, 80% of viable cells were observed after treatment with monotherapy. The reduction in the survival of cells is a clear indication of the complementary action of both active EGCG and AFP-siRNA-loaded PLGA. The corresponding cell death was involved in apoptosis, as evidenced by the increased caspase-3/7 activity. The combined treatment exhibited a 2.5-fold increase in caspase-3/7 activity. Moreover, the nanoparticles were internalized by HepG2 in a time-dependent manner, indicating the appropriate use of PLGA as a carrier. Accordingly, a combined system is an effective therapeutic strategy.
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Affiliation(s)
- Kamonlatth Rodponthukwaji
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
- Research Network NANOTEC-Mahidol University in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
- Siriraj Center of Research Excellence in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Ponpawee Pingrajai
- Research Network NANOTEC-Mahidol University in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
| | - Saranrat Jantana
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
- Siriraj Center of Research Excellence in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Seri Taya
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
| | - Kongpop Duangchan
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
| | - Kytai T. Nguyen
- Department of Bioengineering, University of Texas at Arlington, Arlington, TX 76019, USA;
| | - Chatchawan Srisawat
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
- Research Network NANOTEC-Mahidol University in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
- Siriraj Center of Research Excellence in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
| | - Primana Punnakitikashem
- Department of Biochemistry, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand; (K.R.); (S.J.); (S.T.); (K.D.); (C.S.)
- Research Network NANOTEC-Mahidol University in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand;
- Siriraj Center of Research Excellence in Theranostic Nanomedicine, Faculty of Medicine Siriraj Hospital, Mahidol University, Bangkok 10700, Thailand
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12
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Hu J, Ren W, Liu H, Xie C, Li D, Yang L, Liao F, Jiang L, Pu Q, Chen W. Immunomultiple PCR-based electrochemical and lateral flow strategy for the simultaneous detection of liver cancer tumor markers. Mikrochim Acta 2023; 191:27. [PMID: 38091092 DOI: 10.1007/s00604-023-06098-y] [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: 07/11/2023] [Accepted: 11/08/2023] [Indexed: 12/18/2023]
Abstract
The current use of the single serum biomarker α-fetoprotein (AFP) in clinical practice has limitations in terms of specificity and sensitivity. We propose a strategy that combines antigen capture polymerase chain reaction (AC-PCR), lateral flow assay (LFA), and electrochemical biosensors to detect both AFP and circulating tumor cells (CTCs) in liver cancer serum. First, we used the AC-PCR technique to achieve target separation, purification, signal conversion, and amplification, eliminating target heterogeneity. Then, we achieved rapid results through the LFA and electrochemical biosensor platforms. As a result, the proposed assay has limits of 5 cells/mL for CTCs and 5 µg/L for AFP. The proposed method was applied effectively to simulated blood samples. This method has the potential to play a role in early liver cancer and provide a potential application for the diagnosis and precision treatment of liver cancer.
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Affiliation(s)
- Juan Hu
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
- The Experimental Medicine Center, The First Affiliated Hospital of Chongqing Medical and Pharmaceutical College, Chongqing, 400060, People's Republic of China
| | - Wubo Ren
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
| | - Han Liu
- Department of Neurology, Jiulongpo District People's Hospital, Chongqing, 400050, People's Republic of China
| | - Cong Xie
- Department of Clinical Laboratory, The People's Hospital of Chongqing Liang Jiang New Area, Chongqing, 401122, People's Republic of China
| | - Dandan Li
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
| | - Liping Yang
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
| | - Fangli Liao
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
| | - Linshan Jiang
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China
| | - Qinli Pu
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China.
| | - Weixian Chen
- Department of Laboratory Medicine, The Second Affiliated Hospital of Chongqing Medical University, No. 74 Linjiang Road, Yuzhong, Chongqing, 400010, People's Republic of China.
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13
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Gutierrez-Chakraborty E, Chakraborty D, Das D, Bai Y. Discovering Novel Prognostic Biomarkers of Hepatocellular Carcinoma using eXplainable Artificial Intelligence. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.27.568859. [PMID: 38076789 PMCID: PMC10705238 DOI: 10.1101/2023.11.27.568859] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/23/2025]
Abstract
Hepatocellular carcinoma (HCC) remains a global health challenge with high mortality rates, largely due to late diagnosis and suboptimal efficacy of current therapies. With the imperative need for more reliable, non-invasive diagnostic tools and novel therapeutic strategies, this study focuses on the discovery and application of novel genetic biomarkers for HCC using explainable artificial intelligence (XAI). Despite advances in HCC research, current biomarkers like Alpha-fetoprotein (AFP) exhibit limitations in sensitivity and specificity, necessitating a shift towards more precise and reliable markers. This paper presents an innovative XAI framework to identify and validate key genetic biomarkers for HCC prognosis. Our methodology involved analyzing clinical and gene expression data to identify potential biomarkers with prognostic significance. The study utilized robust AI models validated against extensive gene expression datasets, demonstrating not only the predictive accuracy but also the clinical relevance of the identified biomarkers through explainable metrics. The findings highlight the importance of biomarkers such as TOP3B, SSBP3, and COX7A2L, which were consistently influential across multiple models, suggesting their role in improving the predictive accuracy for HCC prognosis beyond AFP. Notably, the study also emphasizes the relevance of these biomarkers to the Hispanic population, aligning with the larger goal of demographic-specific research. The application of XAI in biomarker discovery represents a significant advancement in HCC research, offering a more nuanced understanding of the disease and laying the groundwork for improved diagnostic and therapeutic strategies.
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14
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Yano S, Kawaoka T, Yamasaki S, Johira Y, Kosaka M, Shirane Y, Miura R, Amioka K, Naruto K, Yamaoka K, Fujii Y, Uchikawa S, Fujino H, Ono A, Nakahara T, Murakami E, Miki D, Tsuge M, Teraoka Y, Kouno H, Takaki S, Mori N, Tsuji K, Oka S. Therapeutic Efficacy and Safety of Lenvatinib after Atezolizumab Plus Bevacizumab for Unresectable Hepatocellular Carcinoma. Cancers (Basel) 2023; 15:5406. [PMID: 38001666 PMCID: PMC10670624 DOI: 10.3390/cancers15225406] [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: 09/30/2023] [Revised: 11/11/2023] [Accepted: 11/13/2023] [Indexed: 11/26/2023] Open
Abstract
A total of 137 HCC patients treated with atezolizumab plus bevacizumab from October 2020 to September 2022 were enrolled. The median overall survival (OS) and progression-free survival (PFS) from the beginning of atezolizumab plus bevacizumab were 21.1 months (range, 18.8 months-not reached) and 10.5 months (range, 8.2-12.1 months), respectively. Fifty patients were diagnosed with progressive disease after atezolizumab plus bevacizumab. Of this group, 24 patients were administered lenvatinib, and the median OS and PFS from the beginning of lenvatinib were 15.3 months (range, 10.5 months-not reached) and 4.0 months (range, 2.5-6.4 months), respectively. The objective response rates based on the response evaluation criteria in solid tumors (RECISTs) criteria version 1.1 and modified RECISTs were 33.3% and 54.2%, respectively. There was no significant difference in the median serum alpha-fetoprotein level between before and after lenvatinib. In the multivariate analysis, Child-Pugh class A (hazard ratio 0.02, 95% confidence interval (CI) 0.02-0.76, p = 0.02) and intrahepatic tumor occupancy rate < 50% (hazard ratio < 0.01, 95% CI 0.003-0.35, p < 0.01) were the significant factors for OS. There were some frequent adverse events (AEs) in patients treated with lenvatinib such as hypertension, fatigue, anorexia, proteinuria, and so on, but none directly caused death. In conclusion, lenvatinib after atezolizumab plus bevacizumab for unresectable HCC should be considered an effective treatment option.
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Affiliation(s)
- Shigeki Yano
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Tomokazu Kawaoka
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Shintaro Yamasaki
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Yusuke Johira
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Masanari Kosaka
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Yuki Shirane
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Ryoichi Miura
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Kei Amioka
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Kensuke Naruto
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Kenji Yamaoka
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Yasutoshi Fujii
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Shinsuke Uchikawa
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Hatsue Fujino
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Atsushi Ono
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Takashi Nakahara
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Eisuke Murakami
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Daiki Miki
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Masataka Tsuge
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
| | - Yuji Teraoka
- Department of Gastroenterology, National Hospital Organization Kure Medical Center and Chugoku Cancer Center, Hiroshima 737-0023, Japan; (Y.T.); (H.K.)
| | - Hirotaka Kouno
- Department of Gastroenterology, National Hospital Organization Kure Medical Center and Chugoku Cancer Center, Hiroshima 737-0023, Japan; (Y.T.); (H.K.)
| | - Shintaro Takaki
- Department of Gastroenterology, Hiroshima Red Cross Hospital and Atomic-Bomb Survivors Hospital, Hiroshima 730-8619, Japan; (S.T.); (N.M.); (K.T.)
| | - Nami Mori
- Department of Gastroenterology, Hiroshima Red Cross Hospital and Atomic-Bomb Survivors Hospital, Hiroshima 730-8619, Japan; (S.T.); (N.M.); (K.T.)
| | - Keiji Tsuji
- Department of Gastroenterology, Hiroshima Red Cross Hospital and Atomic-Bomb Survivors Hospital, Hiroshima 730-8619, Japan; (S.T.); (N.M.); (K.T.)
| | - Shiro Oka
- Department of Gastroenterology, Graduate School of Biomedical and Health Sciences, Hiroshima University, Hiroshima 734-8551, Japan; (S.Y.); (S.Y.); (Y.J.); (M.K.); (Y.S.); (R.M.); (K.A.); (K.N.); (K.Y.); (Y.F.); (S.U.); (H.F.); (A.O.); (T.N.); (E.M.); (D.M.); (M.T.); (S.O.)
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15
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Chen Y, Yang X, Li X. Impact of radiation therapy and alpha-fetoprotein level on survival outcomes for patients with hepatocellular carcinoma: A population-based study. Clin Res Hepatol Gastroenterol 2023; 47:102196. [PMID: 37553066 DOI: 10.1016/j.clinre.2023.102196] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/19/2023] [Accepted: 08/06/2023] [Indexed: 08/10/2023]
Abstract
BACKGROUND The use of radiation therapy (RT) in hepatocellular carcinoma (HCC) remains a matter for debate. Recently published research indicate that advanced RT techniques may improve survival in patients with HCC. This study aimed to evaluate this hypothesis in a large-scale retrospective cohort. The effect of alpha-fetoprotein (AFP) was taken into account because of its important role in the prognosis of HCC. METHODS The Surveillance, Epidemiology, and End Results (SEER) database was queried for adults patients diagnosed 2010-2019 with HCC (≥ 18 years). The study population was divided into four groups: Non-radiation & AFP-positive (reference), Non-radiation & AF-negative, Radiation & AFP-positive, Radiation & AFP-negative. Distant metastasis (DM) was used as a stratification factor. Differences in 5-year overall survival (OS) of the four groups were assessed using the Kaplan-Meier method. Univariate and multivariable Cox proportional hazards model were used to estimate unadjusted and adjusted hazard ratios (HR). RESULTS A total of 34,656 patients were eligible for this analysis, including 21,084 (60.8%), 8,449 (24.4%), 3,810 (11.0%) and 1,313 (3.8%) in the Non-radiation & AFP-positive, Non-radiation & AF-negative, Radiation & AFP-positive and Radiation & AFP-negative groups, respectively. Median OSs of the four groups were 3, 4, 5 and 11 months in the DM cohort, and 12, 28, 15, and 28 months in the Non-DM cohort. Patients in the Radiation & AFP - group had the best OS and patients in the Non-radiation & AFP + group had the worst OS (adjusted HR [95% confidence interval (CI)]: 0.497 [0.399-0.619] in the DM cohort, and 0.405 [0.372-0.441] in the Non-DM cohort). Radiation & AFP + also showed improved survival compared with the reference group (adjusted HR [95%CI]: 0.725 [0.657-0.801] in the DM cohort, and 0.630 [0.600-0.661] in the Non-DM cohort). CONCLUSIONS This population-based cohort study confirmed a significant improvement in overall survival with radiation therapy in HCC. AFP-negative patients benefit the most from RT. Superior OS of radiation therapy and AFP-negative status persisted even in patients with complex metastasis patterns. Our data suggest that radiation may provide an alternative modality for unresectable HCC.
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Affiliation(s)
- Yahong Chen
- Nursing Department, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xueqing Yang
- Nursing Department, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China
| | - Xiawei Li
- Department of Surgery, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Key Laboratory of Cancer Prevention and Intervention, China National Ministry of Education, Cancer Institute, Second Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, Zhejiang, China; Cancer Center, Zhejiang University, Hangzhou, Zhejiang, China.
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16
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Shao G, Zhi Y, Fan Z, Qiu W, Lv G. Development and validation of a diagnostic and prognostic model for lung metastasis of hepatocellular carcinoma: a study based on the SEER database. Front Med (Lausanne) 2023; 10:1171023. [PMID: 37538313 PMCID: PMC10394832 DOI: 10.3389/fmed.2023.1171023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/22/2023] [Accepted: 06/20/2023] [Indexed: 08/05/2023] Open
Abstract
Background Lung metastasis (LM) is a common occurrence in patients with hepatocellular carcinoma (HCC), and it is associated with a poorer prognosis compared to HCC patients without LM. This study aimed to identify predictors and prognostic factors for LM in HCC patients as well as develop diagnostic and prognostic nomograms specifically tailored for LM in HCC patients. Methods A retrospective analysis was conducted on HCC patients from the Surveillance, Epidemiology, and End Results (SEER) database, covering the period from 2010 to 2015. The study employed multivariate logistic regression analysis to identify risk factors associated with LM in HCC patients. Additionally, multivariate Cox proportional hazards regression analysis was utilized to investigate prognostic factors for HCC patients with LM. Subsequently, two nomograms were developed to predict the risk and prognosis of LM in HCC patients. The performance of the nomograms was evaluated through calibration curves, receiver operating characteristic (ROC) curves, and decision curve analysis (DCA). Result This retrospective study included a total of 5,934 patients diagnosed with HCC, out of which 174 patients were diagnosed with LM. Through multivariate logistic regression analysis, several independent risk factors for LM in HCC patients were identified, including tumor grade, tumor size, American Joint Committee for Cancer (AJCC) T stage, and AJCC N stage. Furthermore, multivariate Cox analysis revealed that tumor grade, delayed treatment, surgery, and radiation were independent prognostic factors for HCC patients with LM. To assess the predictive power of the developed nomograms, calibration curves, receiver operating characteristic (ROC) analysis, and decision curve analysis (DCA) were employed. The findings demonstrated that the nomograms exhibited satisfactory performance in both the training and validation sets. Additionally, the prognostic nomogram effectively stratified HCC patients with LM into low- and high-risk groups for mortality. Conclusion These two nomograms optimally predicted the risk and prognosis of LM in HCC patients. Both nomograms have satisfactory performance. This would help clinicians to make accurate clinical decisions.
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17
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Pelling M, Chandrapalan S, West E, Arasaradnam RP. A Systematic Review and Meta-Analysis: Volatile Organic Compound Analysis in the Detection of Hepatobiliary and Pancreatic Cancers. Cancers (Basel) 2023; 15:2308. [PMID: 37190235 PMCID: PMC10136496 DOI: 10.3390/cancers15082308] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/29/2023] [Accepted: 04/04/2023] [Indexed: 05/17/2023] Open
Abstract
BACKGROUND Hepatobiliary cancers are notoriously difficult to detect, frequently leading to diagnosis in later stages of disease when curative treatment is not an option. The currently used biomarkers such as AFP (alpha-fetoprotein) and CA19.9 lack sensitivity and specificity. Hence, there is an unmet need for an alternative biomarker. AIM To evaluate the diagnostic accuracy of volatile organic compounds (VOCs) for the detection of hepatobiliary and pancreatic cancers. METHODS A systematic review of VOCs' use in the detection of hepatobiliary and pancreatic cancers was performed. A meta-analysis was performed using the software R. Heterogeneity was explored through meta-regression analysis. RESULTS A total of 18 studies looking at 2296 patients were evaluated. Pooled sensitivity and specificity of VOCs for the detection of hepatobiliary and pancreatic cancer were 0.79 (95% CI, 0.72-0.85) and 0.81 (97.5% CI, 0.76-0.85), respectively. The area under the curve was 0.86. Meta-regression analysis showed that the sample media used contributed to heterogeneity. Bile-based VOCs showed the highest precision values, although urine and breath are preferred for their feasibility. CONCLUSIONS Volatile organic compounds have the potential to be used as an adjunct tool to aid in the early diagnosis of hepatobiliary cancers.
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Affiliation(s)
- Melina Pelling
- Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK
| | | | - Emily West
- Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK
| | - Ramesh P. Arasaradnam
- Warwick Medical School, University of Warwick, Coventry CV4 7AL, UK
- Department of Gastroenterology, University Hospital of Coventry and Warwickshire, Coventry CV2 2DX, UK
- Health, Biological & Experimental Sciences, University of Coventry, Coventry CV1 5FB, UK
- School of Health Sciences, University of Leicester, Leicester LE1 7RH, UK
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18
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Bertoni C, Galli L, Lolatto R, Hasson H, Siribelli A, Messina E, Castagna A, Uberti Foppa C, Morsica G. Survival in People Living with HIV with or without Recurrence of Hepatocellular Carcinoma after Invasive Therapy. Cancers (Basel) 2023; 15:cancers15061653. [PMID: 36980538 PMCID: PMC10046370 DOI: 10.3390/cancers15061653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/14/2023] [Revised: 03/02/2023] [Accepted: 03/04/2023] [Indexed: 03/11/2023] Open
Abstract
Background and Aims: To address the overall survival (OS) and recurrence (RE) in people living with HIV (PLWH) treated with invasive therapy (IT) for hepatocellular carcinoma (HCC). Methods: This is a retrospective cohort study on 41 PLWH with HCC receiving IT, defined as liver resection (LR), orthotopic liver transplantation (OLT), radiofrequency thermo-ablation (RFTA) trans arterial chemo, or radioembolization (CRE). OS and RE were investigated by Kaplan–Meier curves. The Cox proportional hazard regression model was used for multivariate analyses. Results: Recurrence occurred in 46.3% PLWH; in 36.7% of participants at 2 years and in 52% at 5 years from HCC diagnosis; it was less frequent in males, p = 0.036. Overall, 2- and 5-year survival after HCC diagnosis was 72% and 48%, respectively. Two-and five-year survival was 100% and 90.9%, respectively, in PLWH receiving OLT, compared to other IT (60.9% and 30.6%, respectively) log-rank p = 0.0006. Two- and five-year survival in participants with no-RE was 70.5% and 54.6%, respectively, and 73.7% and 42.1% among RE, respectively, log-rank p = 0.7772. By multivariate analysis, AFP at values < 28.8 ng/mL, at HCC diagnosis, was the only factor predicting survival. Conclusions: Fifty percent of PLWH survived five years after HCC diagnosis; 90.9% among OLT patients. Recurrence after IT was observed in 46% of HCC/PLWH. AFP cut-off levels of 28.8 ng/mL were the only independent variable associated with survival.
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Affiliation(s)
- Costanza Bertoni
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
- Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy
| | - Laura Galli
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Riccardo Lolatto
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Hamid Hasson
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Alessia Siribelli
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
- Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy
| | - Emanuela Messina
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
| | - Antonella Castagna
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
- Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy
| | - Caterina Uberti Foppa
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
- Faculty of Medicine and Surgery, Vita-Salute San Raffaele University, 20132 Milan, Italy
| | - Giulia Morsica
- Division of Infectious Diseases, IRCCS San Raffaele Scientific Institute, 20132 Milan, Italy
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19
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Short Half-Life of Des-γ-Carboxy Prothrombin Is a Superior Factor for Early Prediction of Outcomes of Hepatocellular Carcinoma Treated with Radiofrequency Ablation. Diagnostics (Basel) 2023; 13:diagnostics13040696. [PMID: 36832184 PMCID: PMC9955975 DOI: 10.3390/diagnostics13040696] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/02/2023] [Revised: 02/06/2023] [Accepted: 02/08/2023] [Indexed: 02/15/2023] Open
Abstract
BACKGROUND The role of des-γ-carboxy prothrombin (DCP) in patients undergoing radiofrequency ablation (RFA) for hepatocellular carcinoma (HCC) needs to be clarified. MATERIALS AND METHODS 174 HCC patients that underwent RFA were enrolled. We calculated the HLs of DCP from the available values before and on first day after ablation and assessed the correlation between HLs of DCP and RFA efficacy. RESULTS Of 174 patients, 63 with pre-ablation DCP concentrations of ≥80 mAU/mL were analyzed. The ROC analysis showed the optimal cut-off value of HLs of DCP for predicting RFA response was 47.5 h. Therefore, we defined short HLs of DCP < 48 h as a predictor of favorable treatment response. Of 43 patients with a complete radiological response, 34 (79.1%) had short HLs of DCP. In 36 patients with short HLs of DCP, 34 (94.4%) had a complete radiologic response. The sensitivity, specificity, accuracy, positive predictive value, and negative predictive value were 79.1%, 90.0%, 82.5%, 94.4%, and 66.7%. During the 12-month follow-up, patients who had short HLs of DCP had a better disease-free survival rate than patients with long HLs of DCP (p < 0.001). CONCLUSIONS Short HLs of DCP < 48 h calculated on the first day post-RFA are a useful predictor for treatment response and recurrence-free survival after RFA.
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20
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Zhao Y, Liu Q, Qin Y, Cao Y, Zhao J, Zhang K, Cao Y. Ordered Labeling-Facilitated Electrochemical Assay of Alpha-Fetoprotein-L3 Ratio for Diagnosing Hepatocellular Carcinoma. ACS APPLIED MATERIALS & INTERFACES 2023; 15:6411-6419. [PMID: 36693188 DOI: 10.1021/acsami.2c19231] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/17/2023]
Abstract
Serum alpha fetoprotein (AFP) is a "gold-standard" biomarker for the diagnosis of hepatocellular carcinoma (HCC). Available pieces of evidence suggest that the ratio of AFP-L3 isoform in the total AFP may provide more accurate prediction for the incidence of HCC. In this work, we design an electrochemical aptasensor for high-accuracy assay of AFP-L3 ratio based on differentiated labeling of AFP isoforms in an orderly fashion. Specifically, total AFP is first captured by an AFP aptamer-functionalized electrode and labeled with quantum dots-functionalized DNA probes via mild reduction. Then, AFP-L3 isoform that strongly binds to Lens culinaris agglutinin is labeled with silver nanoparticles after the exonuclease-catalyzed removal of DNA probes. By tracing the electrochemical responses of quantum dots and silver nanoparticles, respectively, the amounts of total AFP and AFP-L3 isoforms are determined and the AFP-L3 ratio is accordingly calculated to favor the accurate HCC diagnosis. Experimental results prove the high-accuracy assay of AFP-L3 ratio based on the AFP quantitation in a linear range of 0.0008-40 ng mL-1 and AFP-L3 quantitation in a linear range of 0.004-40 ng mL-1. The aptasensor also displays satisfactory specificity and good recoveries even in the complex serum samples. Therefore, the aptasensor may provide a valuable tool for the assay of the AFP-L3 ratio and have a great potential use in early warning of HCC for clinical application.
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Affiliation(s)
- Yingyan Zhao
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Qi Liu
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
- Department of Geriatric Gastroenterology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China
| | - Yujia Qin
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Yue Cao
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Jing Zhao
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
| | - Kai Zhang
- Department of Geriatric Gastroenterology, Shandong Provincial Hospital Affiliated to Shandong First Medical University, Jinan 250021, China
- Department of Gastroenterology, Dongying People's Hospital, Dongying 257091, China
| | - Ya Cao
- Center for Molecular Recognition and Biosensing, Shanghai Engineering Research Center of Organ Repair, School of Life Sciences, Shanghai University, Shanghai 200444, China
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21
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Wuestefeld A, Iakovleva V, Yap SXL, Ong ABL, Huang DQ, Shuen TWH, Toh HC, Dan YY, Zender L, Wuestefeld T. A Pro-Regenerative Environment Triggers Premalignant to Malignant Transformation of Senescent Hepatocytes. Cancer Res 2023; 83:428-440. [PMID: 36449018 PMCID: PMC9896023 DOI: 10.1158/0008-5472.can-22-1477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 09/16/2022] [Accepted: 11/23/2022] [Indexed: 02/04/2023]
Abstract
Unfortunately, available liver cancer treatments are associated with modest survival advantage. The biggest factor improving survival is early detection, but the current understanding of early transformation events is limited. Therefore, we set up a model to study these early events and investigated the relationship of premalignant, senescent hepatocytes, a regenerative environment, and the influence of secreted factors on liver tumorigenesis. Oncogene-induced senescence (OIS) was triggered in a subset of mouse hepatocytes, which under normal conditions, are eliminated by immunosurveillance. Inducing liver damage and regeneration was sufficient to trigger immunosurveillance escape of OIS hepatocytes, resulting in premalignant to malignant transformation and hepatocellular tumor development. Trefoil factor 3 (TFF3) was found to be overexpressed in OIS hepatocytes and in hepatocellular carcinoma. TFF3 deficiency strongly attenuated malignant transformation by increasing insulin-like growth factor binding protein 5 (IGFBP5) expression, which consequently dampened IGF receptor signaling. Furthermore, analysis of precancerous liver tissue validated TFF3 as an early liver cancer biomarker. Altogether, these findings provide mechanistic insights into early transformation and immunosurveillance escape in liver cancer, revealing TFF3 and IGFBP5 to be important players with opposite roles in tumorigenesis. SIGNIFICANCE Liver damage induces a compensatory regenerative response that can drive premalignant to malignant transformation of senescent hepatocytes.
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Affiliation(s)
- Anna Wuestefeld
- Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore
| | - Viktoriia Iakovleva
- Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore
| | - Shirlyn Xue Ling Yap
- Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore
| | - Agnes Bee Leng Ong
- Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore
| | - Daniel Q. Huang
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Division of Gastroenterology and Hepatology, University Medicine Cluster, National University Hospital, Singapore
| | | | - Han Chong Toh
- Department of Medical Oncology, National Cancer Centre Singapore, Singapore
| | - Yock Young Dan
- Department of Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore.,Division of Gastroenterology and Hepatology, University Medicine Cluster, National University Hospital, Singapore
| | - Lars Zender
- Department of Medical Oncology and Pneumology (Internal Medicine VIII), University Hospital Tuebingen, Tübingen, Germany.,Cluster of Excellence 'Image Guided and Functionally Instructed Tumor Therapies' (iFIT), Eberhard Karls University of Tübingen, Tübingen, Germany.,German Consortium for Translational Cancer Research (DKTK), Partner Site Tübingen, German Cancer Research Center (DKFZ), Heidelberg, Germany
| | - Torsten Wuestefeld
- Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore.,National Cancer Centre Singapore, Singapore.,Nanyang Technological University, School of Biological Sciences, Singapore.,Corresponding Author: Torsten Wuestefeld, Laboratory of In Vivo Genetics & Gene Therapy, Genome Institute of Singapore, Singapore. Phone: 656-808-8218; E-mail:
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22
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Zhang Y, Li L, Tu Y, Feng Z, Li Y, Xiong J. Role of STX6 as a prognostic factor associated with immune infiltration in hepatocellular carcinoma. Oncol Lett 2022; 24:371. [PMID: 36238841 PMCID: PMC9494627 DOI: 10.3892/ol.2022.13491] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2022] [Accepted: 08/11/2022] [Indexed: 11/27/2022] Open
Abstract
Syntaxin 6 (STX6), a soluble N-ethylmaleimide-sensitive factor-activating receptor protein, has formed an increasing part of cancer research. However, to the best of our knowledge, the role of STX6 in hepatocellular carcinoma (HCC) is still unclear. In the present study, data from multiple bioinformatics databases, including The Cancer Genome Atlas, Gene Expression Omnibus, Kaplan-Meier plotter, Tumor Immune Estimation Resource (TIMER) and Gene Expression Profiling Integrative Analysis (GEPIA2), and immunohistochemistry (IHC) were utilized to assess the role of STX6 in HCC. The results demonstrated that STX6 expression was upregulated in HCC tissues compared with normal tissues. STX6 expression was significantly associated with tumor size, Edmondson grade and α-fetoprotein (AFP) level. Furthermore, survival analysis demonstrated that high STX6 expression was significantly associated with poor prognosis in patients with HCC. Furthermore, assessment of the immune infiltrates demonstrated that CD163 expression was positively correlated with the STX6 level when analyzed using the TIMER and GEPIA2 databases. IHC results further demonstrated this association. Furthermore, compared with the typically used AFP, STX6 could have an improved diagnostic value in the diagnosis of HCC. In conclusion, STX6 expression was not only positively associated with poor prognosis but may also be involved in the immune inflammatory reaction in HCC. STX6 may become a potential therapeutic and diagnosis maker for patients with HCC.
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Affiliation(s)
- Yang Zhang
- Department of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
| | - Leyan Li
- Laboratory of Digestive Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
| | - Yi Tu
- Department of Pathology, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
| | - Zongfeng Feng
- Department of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
| | - Yong Li
- Department of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
| | - Jianbo Xiong
- Department of General Surgery, The First Affiliated Hospital of Nanchang University, Nanchang, Jiangxi 330006, P.R. China
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23
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Wang MD, Sun LY, Qian GJ, Li C, Gu LH, Yao LQ, Diao YK, Pawlik TM, Lau WY, Huang DS, Shen F, Yang T. Prothrombin induced by vitamin K Absence-II versus alpha-fetoprotein in detection of both resectable hepatocellular carcinoma and early recurrence after curative liver resection: A retrospective cohort study. Int J Surg 2022; 105:106843. [PMID: 35995351 DOI: 10.1016/j.ijsu.2022.106843] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/24/2022] [Revised: 07/26/2022] [Accepted: 08/11/2022] [Indexed: 12/21/2022]
Abstract
BACKGROUND Alpha-fetoprotein (AFP) and prothrombin induced by vitamin K absence-II (PIVKA-II) are two commonly used biomarkers for detection and prognostic prediction of hepatocellular carcinoma (HCC). This study sought to evaluate and compare the use of these two biomarkers to detect HCC, as well as predict postoperative early recurrence (within 2 years after HCC resection). METHODS Data on consecutive patients who underwent curative resection for HCC between 2014 and 2020 was prospectively collected and reviewed. Serum AFP and PIVKA-II levels within one week before surgery or at the time of detection of early recurrence were assessed; preoperative AFP positivity (≥20 ng/ml) and preoperative PIVKA-II positivity (≥40 mAU/ml) were examined relative to recurrence using univariate and multivariate Cox-regression analyses. RESULTS Among 751 patients who underwent curative HCC resection, 589 (78.4%) patients had preoperative PIVKA-II positivity versus 498 (66.3%) patients had preoperative AFP positivity (P < 0.001). With a median follow-up of 41.6 months, 370 (50.1%) patients had an early HCC recurrence; among patients with an early recurrence, the proportion of patients with PIVKA-II positivity versus AFP positivity (76.5% vs. 60.0%, P = 0.002) was higher. On multivariate analysis, preoperative PIVKA-II positivity, but not preoperative AFP positivity was an independent risk factor to predict early recurrence after HCC resection. CONCLUSIONS AFP and PIVKA-II are useful biomarkers to detect resectable HCC and predict early recurrence after HCC resection, with the latter showing higher rates of positivity. Preoperative PIVKA-II positivity was independently associated with early recurrence following HCC resection.
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Affiliation(s)
- Ming-Da Wang
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China; Eastern Hepatobiliary Clinical Research Institute, Third Affiliated Hospital of Navy Military Medical University, Shanghai, China
| | - Li-Yang Sun
- Department of General Surgery, Cancer Center, Division of Hepatobiliary and Pancreatic Surgery, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China; School of Clinical Medicine, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Guo-Jun Qian
- Department of Ultrasonic Intervention, Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Chao Li
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Li-Hui Gu
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Lan-Qing Yao
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China
| | - Yong-Kang Diao
- Department of General Surgery, Cancer Center, Division of Hepatobiliary and Pancreatic Surgery, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Timothy M Pawlik
- Department of Surgery, Ohio State University, Wexner Medical Center, Columbus, OH, United States
| | - Wan Yee Lau
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China; Faculty of Medicine, The Chinese University of Hong Kong, Shatin, New Territories, Hong Kong, China
| | - Dong-Sheng Huang
- Department of General Surgery, Cancer Center, Division of Hepatobiliary and Pancreatic Surgery, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China; School of Clinical Medicine, Hangzhou Medical College, Hangzhou, Zhejiang, China
| | - Feng Shen
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China; Eastern Hepatobiliary Clinical Research Institute, Third Affiliated Hospital of Navy Military Medical University, Shanghai, China.
| | - Tian Yang
- Department of Hepatic Surgery, Third Affiliated Hospital of Naval Medical University, Shanghai, China; Eastern Hepatobiliary Clinical Research Institute, Third Affiliated Hospital of Navy Military Medical University, Shanghai, China; Department of General Surgery, Cancer Center, Division of Hepatobiliary and Pancreatic Surgery, Zhejiang Provincial People's Hospital, Affiliated People's Hospital, Hangzhou Medical College, Hangzhou, Zhejiang, China; School of Clinical Medicine, Hangzhou Medical College, Hangzhou, Zhejiang, China.
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24
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Wu Z, Cheng H, Liu J, Zhang S, Zhang M, Liu F, Li Y, Huang Q, Jiang Y, Chen S, Lv L, Li D, Zeng JZ. The Oncogenic and Diagnostic Potential of Stanniocalcin 2 in Hepatocellular Carcinoma. J Hepatocell Carcinoma 2022; 9:141-155. [PMID: 35300206 PMCID: PMC8922464 DOI: 10.2147/jhc.s351882] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/17/2021] [Accepted: 02/26/2022] [Indexed: 02/05/2023] Open
Abstract
Purpose Early detection and prognostic prediction of hepatocellular carcinoma (HCC) remain a great challenge. In this study, we explored the role and diagnostic significance of stanniocalcin 2 (STC2), recently identified as a secretory protein, in HCC. Methods STC2 mRNA and protein in HCC tissues were examined by qRT-PCR and immunohistochemistry. The regulatory role of HCC growth by STC2 was evaluated in vitro and in vivo. Serum STC2 levels were determined in HCC patients and compared to those with liver cirrhosis (LC) and normal controls (NC). The difference and significance of STC2 levels between groups were analyzed by Mann–Whitney U-test. The diagnostic value of serum STC2 in detecting early HCC was assayed with receiver operating characteristics (ROC). The association of STC2 with overall survival (OS) was determined with Kaplan–Meier method. Results STC2 was elevated in about 77.1% HCC patients and correlated with advanced tumor progression. Overexpression or knockdown of STC2 stimulated or suppressed HCC colony formation and xenograft tumor growth. AKT activation played a critical role in tumor-promoting effect of STC2. The median level of serum STC2 in HCC patients (n = 98, 2086.6 ng/L) was 2.6-fold and 4.2-fold that in LC patients (n = 42, 801.9 ng/L) and NC (n = 26, 496.9 ng/L), respectively. A cut-off value 1493 ng/L for STC2 could distinguish early HCC from LC with a sensitivity of 76.9% and a specificity of 76.2%, both of which were superior to AFP at 20 μg/L (sensitivity 69.2%, specificity 52.4%). STC2 was positive in 77.8% (14/18) AFP-negative patients. High STC2 level was correlated with poor overall and disease specific survival. Conclusion STC2 is upregulated in both tumor and serum of HCC patients, and its overexpression promotes HCC via AKT pathway. STC2 possesses a diagnostic significance and may serve as an auxiliary biomarker of AFP for detecting early HCC.
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Affiliation(s)
- Zhixian Wu
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
- Department of Hepatobiliary Disease, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Hongwei Cheng
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
| | - Jie Liu
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
| | - Shuaishuai Zhang
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
| | - Minda Zhang
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
| | - Fangzhou Liu
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
| | - Yinghui Li
- Department of Hepatobiliary Disease, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Qian Huang
- Department of Hepatobiliary Disease, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Yi Jiang
- Department of Hepatobiliary Surgery, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Shaohua Chen
- Department of Hepatobiliary Surgery, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Lizhi Lv
- Department of Hepatobiliary Surgery, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Dongliang Li
- Department of Hepatobiliary Disease, Dongfang Hospital, Xiamen University, Fuzhou, People’s Republic of China
| | - Jin-Zhang Zeng
- Fujian Provincial Key Laboratory of Innovative Drug Target Research and State Key Laboratory of Cellular Stress Biology, School of Pharmaceutical Sciences, Xiamen University, Xiamen, People’s Republic of China
- Correspondence: Jin-Zhang Zeng; Dongliang Li, Email ;
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Nanotechnology-based approaches for effective detection of tumor markers: A comprehensive state-of-the-art review. Int J Biol Macromol 2022; 195:356-383. [PMID: 34920057 DOI: 10.1016/j.ijbiomac.2021.12.052] [Citation(s) in RCA: 59] [Impact Index Per Article: 19.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2021] [Revised: 12/07/2021] [Accepted: 12/08/2021] [Indexed: 02/08/2023]
Abstract
As well-appreciated biomarkers, tumor markers have been spotlighted as reliable tools for predicting the behavior of different tumors and helping clinicians ascertain the type of molecular mechanism of tumorigenesis. The sensitivity and specificity of these markers have made them an object of even broader interest for sensitive detection and staging of various cancers. Enzyme-linked immunosorbent assay (ELISA), fluorescence-based, mass-based, and electrochemical-based detections are current techniques for sensing tumor markers. Although some of these techniques provide good selectivity, certain obstacles, including a low sample concentration or difficulty carrying out the measurement, limit their application. With the advent of nanotechnology, many studies have been carried out to synthesize and employ nanomaterials (NMs) in sensing techniques to determine these tumor markers at low concentrations. The fabrication, sensitivity, design, and multiplexing of sensing techniques have been uplifted due to the attractive features of NMs. Various NMs, such as magnetic and metal nanoparticles, up-conversion NPs, carbon nanotubes (CNTs), carbon-based NMs, quantum dots (QDs), and graphene-based nanosensors, hyperbranched polymers, optical nanosensors, piezoelectric biosensors, paper-based biosensors, microfluidic-based lab-on-chip sensors, and hybrid NMs have proven effective in detecting tumor markers with great sensitivity and selectivity. This review summarizes various categories of NMs for detecting these valuable markers, such as prostate-specific antigen (PSA), human carcinoembryonic antigen (CEA), alpha-fetoprotein (AFP), human chorionic gonadotropin (hCG), human epidermal growth factor receptor-2 (HER2), cancer antigen 125 (CA125), cancer antigen 15-3 (CA15-3, MUC1), and cancer antigen 19-9 (CA19-9), and highlights recent nanotechnology-based advancements in detection of these prognostic biomarkers.
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Zhang H, Xu K, Xiang Q, Zhao L, Tan B, Ju P, Lan X, Liu Y, Zhang J, Fu Z, Li C, Wang J, Song J, Xiao Y, Cheng Z, Wang Y, Zhang S, Xiang T. LPCAT1 functions as a novel prognostic molecular marker in hepatocellular carcinoma. Genes Dis 2022; 9:151-164. [PMID: 35005115 PMCID: PMC8720658 DOI: 10.1016/j.gendis.2020.07.007] [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: 05/03/2020] [Revised: 07/11/2020] [Accepted: 07/14/2020] [Indexed: 02/06/2023] Open
Abstract
This study aimed to investigate the relationships between LPCAT1 expression and clinicopathologic parameters of hepatocellular carcinoma (HCC), further, to explore the effect of LPCAT1 on overall survival (OS) in patients with HCC, and its possible mechanism. Bioinformatics analysis using high throughput RNA-sequencing data from TCGA was utilized to explore the differential expression of LPCAT1 between normal and tumor tissues, and the associations between LPCAT1 expression and clinicopathological parameters. Survival analyses and subgroup survival analyses were utilized to elucidate the effect of LPCAT1 on OS in patients with HCC. Univariate analysis and multivariate analysis were used to investigate the prognostic factors. Potential LPCAT1 related tumor genes were identified by the methodology of differentially expressed genes (DEGs) screening. GO term enrichment analysis, KEGG pathway analysis and the PPI network were used to explore the potential mechanism. LPCAT1 was significantly overexpressed in HCC tumor tissues compared with normal tissues. The LPCAT1 expression was related to tumor grade, ECOG score, AFP and TNM stage, with P values of 0.000, 0.000, 0.007 and 0.000, respectively. Multivariate analysis demonstrated that LPCAT1 expression was independently associated with OS, with an HR of 1.04 (CI: 1.01-1.06, P = 0.003). The KEGG pathway enrichment analyses showed that overlapped DEGs mainly participate in the cell cycle. Finally, we identified a hub gene, CDK1, which has been reported to act on the cell cycle, consistent with the result of KEGG enrichment analysis. Collectively, these data confirmed LPCAT1 was upregulated in HCC, and was an independent predictor of the prognosis.
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Affiliation(s)
- Hongbin Zhang
- Department of Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250117, PR China
- Department of Oncology, People's Hospital of Juxian County, Rizhao, Shandong 276599, PR China
| | - Ke Xu
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
- Department of Oncology, The First Affiliated Hospital of Chengdu Medical College, Chengdu, Sichuan 610599, PR China
| | - Qin Xiang
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Lijuan Zhao
- Department of Oncology, Yongchuan Hospital of Chongqing Medical University, Chongqing 402177, PR China
| | - Benxu Tan
- Department of Oncology, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Ping Ju
- College of Science and Mathematics, West Chester University of Pennsylvania, West Chester, PA 19383, USA
| | - Xiufu Lan
- Department of Orthopedics, Daping Hospital, Army Medical University, Chongqing 400042, PR China
| | - Yi Liu
- Engineering Department, Women & Children's Health Care Hospital of Linyi, Linyi, Shandong 276016, PR China
| | - Jian Zhang
- Department of Oncology, Central Hospital Affiliated to Shandong First Medical University, Jinan, Shandong 250013, PR China
| | - Zheng Fu
- Department of Radiology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250013, PR China
| | - Chao Li
- Department of Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250117, PR China
| | - Jinzhi Wang
- Department of Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250117, PR China
| | - Jixiang Song
- Medical Department, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250013, PR China
| | - Yun Xiao
- Department of Oncology, Chongqing Traditional Chinese Medicine Hospital, Chongqing 400042, PR China
| | - Zhaobo Cheng
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Yan Wang
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
| | - Shu Zhang
- Department of Oncology, Shandong Cancer Hospital and Institute, Shandong First Medical University and Shandong Academy of Medical Science, Jinan, Shandong 250117, PR China
- Corresponding author.
| | - Tingxiu Xiang
- Chongqing Key Laboratory of Molecular Oncology and Epigenetics, The First Affiliated Hospital of Chongqing Medical University, Chongqing 400016, PR China
- Corresponding author.
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Wang Q, Liu B, Qiao W, Li J, Yuan C, Long J, Hu C, Zang C, Zheng J, Zhang Y. The Dynamic Changes of AFP From Baseline to Recurrence as an Excellent Prognostic Factor of Hepatocellular Carcinoma After Locoregional Therapy: A 5-Year Prospective Cohort Study. Front Oncol 2021; 11:756363. [PMID: 34976804 PMCID: PMC8716397 DOI: 10.3389/fonc.2021.756363] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Accepted: 11/22/2021] [Indexed: 11/24/2022] Open
Abstract
Background Although many studies have confirmed the prognostic value of preoperative alpha-fetoprotein (AFP) in patients with hepatocellular carcinoma (HCC), the association between AFP at baseline (b-AFP), subsequent AFP at relapse (r-AFP), and AFP alteration and overall survival in HCC patients receiving locoregional therapy has rarely been systematically elucidated. Patients and Methods A total of 583 subjects with newly diagnosis of virus-related HCC who were admitted to Beijing You ‘an Hospital, Capital Medical University from January 1, 2012 to December 31, 2016 were prospectively enrolled. The influence of b-AFP, subsequent r-AFP, and AFP alteration on relapse and post-recurrence survival were analyzed. Results By the end of follow-up, a total of 431 (73.9%) patients relapsed and 200 (34.3%) died. Patients with positive b-AFP had a 24% increased risk of recurrence compared with those who were negative. Patients with positive r-AFP had a 68% increased risk of death after relapse compared with those who were negative. The cumulative recurrence-death survival (RDS) rates for 1, 3, 5 years in patients with negative r-AFP were 85.6% (184/215), 70.2%(151/215), and 67.4%(145/215), while the corresponding rates were 75.1% (154/205), 51.2% (105/205), and 48.8% (100/205) in those with positive AFP (P<0.001). 35 (21.6%) of the 162 patients with negative b-AFP turned positive at the time of recurrence, and of this subset, only 12 (34.3%) survived. Of the 255 patients with positive b-AFP, 86 (33.7%) turned negative at the time of relapse, and of this subset, only 30 (34.9%) died. The 1-, 3-, and 5-year cumulative RDS rates were also compared among groups stratified by AFP at baseline and relapse. The present study found that patients with positive AFP at baseline and relapse, as well as those who were negative turned positive, had the shortest RDS and OS. Conclusions Not only AFP at baseline but also subsequent AFP at relapse can be used to predict a post-recurrence survival, which can help evaluate mortality risk stratification of patients after relapse.
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Affiliation(s)
- Qi Wang
- Research Center for Biomedical Resources, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Biyu Liu
- Research Center for Biomedical Resources, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Wenying Qiao
- Research Center for Biomedical Resources, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Jianjun Li
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Chunwang Yuan
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Jiang Long
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Caixia Hu
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Chaoran Zang
- Research Center for Biomedical Resources, Beijing You’an Hospital, Capital Medical University, Beijing, China
| | - Jiasheng Zheng
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
- *Correspondence: Yonghong Zhang, ; Jiasheng Zheng,
| | - Yonghong Zhang
- Research Center for Biomedical Resources, Beijing You’an Hospital, Capital Medical University, Beijing, China
- Interventional Therapy Center for Oncology, Beijing You’an Hospital, Capital Medical University, Beijing, China
- *Correspondence: Yonghong Zhang, ; Jiasheng Zheng,
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Immunotherapy for Hepatocellular Carcinoma: New Prospects for the Cancer Therapy. Life (Basel) 2021; 11:life11121355. [PMID: 34947886 PMCID: PMC8704694 DOI: 10.3390/life11121355] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 11/29/2021] [Accepted: 12/03/2021] [Indexed: 12/12/2022] Open
Abstract
Hepatocellular carcinoma (HCC) is the fourth leading cause of cancer-related death worldwide. HCC patients may benefit from liver transplantation, hepatic resection, radiofrequency ablation, transcatheter arterial chemoembolization, and targeted therapies. The increased infiltration of immunosuppressive immune cells and the elevated expression of immunosuppressive factors in the HCC microenvironment are the main culprits of the immunosuppressive nature of the HCC milieu. The immunosuppressive tumor microenvironment can substantially attenuate antitumoral immune responses and facilitate the immune evasion of tumoral cells. Immunotherapy is an innovative treatment method that has been promising in treating HCC. Immune checkpoint inhibitors (ICIs), adoptive cell transfer (ACT), and cell-based (primarily dendritic cells) and non-cell-based vaccines are the most common immunotherapeutic approaches for HCC treatment. However, these therapeutic approaches have not generally induced robust antitumoral responses in clinical settings. To answer to this, growing evidence has characterized immune cell populations and delineated intercellular cross-talk using single-cell RNA sequencing (scRNA-seq) technologies. This review aims to discuss the various types of tumor-infiltrating immune cells and highlight their roles in HCC development. Besides, we discuss the recent advances in immunotherapeutic approaches for treating HCC, e.g., ICIs, dendritic cell (DC)-based vaccines, non-cell-based vaccines, oncolytic viruses (OVs), and ACT. Finally, we discuss the potentiality of scRNA-seq to improve the response rate of HCC patients to immunotherapeutic approaches.
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Therapeutic Potential of Cucumis melo (L.) Fruit Extract and Its Silver Nanopartciles Against DEN-Induced Hepatocellular Cancer in Rats. Appl Biochem Biotechnol 2021; 194:368-381. [PMID: 34792748 DOI: 10.1007/s12010-021-03765-9] [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: 07/31/2021] [Accepted: 11/08/2021] [Indexed: 10/19/2022]
Abstract
Biosynthesized silver nanoparticles have a wide range of biological activities and using nanoparticles as one of the novel approaches in cancer therapy. In this present research work, the anti-cancer efficacy of Cucumis melo fruit extract and its silver nanoparticles was explored. Wistar rats were divided into six groups and hepatic cancer was induced with 0.01% DEN (diethylnitrosamine) through drinking water for 16 weeks. Cyclophosphamide was given as the standard drug at the dose of 50 mg/kg body weight. Hematological parameters showed a decrease in the levels of hemoglobin (Hb), packed cell volume (PCV), red blood cells (RBC), mean corpuscular volume (MCV), mean corpuscular Hb (MCH), mean corpuscular Hb concentration (MCHC), and platelets (PLTS) levels except white blood cell (WBC) in DEN-induced cancer animals. Significant alterations in the hematological parameters were observed after treatment which indicate the protective effect of Cucumis melo fruit on the hemopoietic system. The structural integrity of the cells has been damaged in cancer-induced animals, and this results in cytoplasmic leakage of enzyme into the blood stream, leads to the elevated levels of these enzymes in blood with subsequent fall in the tissues. Hence, the levels of liver function markers such as AST ALT, ALP, LDH, GGT, and 5'NT were significantly elevated in serum and the liver of cancer-induced rats. The levels of serum tumor markers, viz., alpha-fetoprotein (AFP) and carcinoembryonic antigen (CEA), elevated in rats induced with DEN, which then were reduced following Cucumis melo fruit treatment, indicating the anti-cancer activity of the drug. Histological evaluation of the liver and kidney was also performed to authenticate the present work. Treatment with crude extract and silver nanoparticles of Cucumis melo fruit indicates that Cucumis melo fruit could have exerted its protective effect.
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Isaac A, Mohamed SM, Ahmed OA, Hassan AGM, Rasmy HS. Amphiregulin as a novel diagnostic and prognostic biomarker of hepatocellular carcinoma before and after locoregional treatment. THE EGYPTIAN JOURNAL OF INTERNAL MEDICINE 2021. [DOI: 10.1186/s43162-021-00078-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023] Open
Abstract
Abstract
Background
Hepatocellular carcinoma is a highly prevalent tumor worldwide. Amphiregulin is a ligand of the epidermal growth factor receptor. Its elevation is linked to different inflammatory and neoplastic conditions. Therefore, amphiregulin may represent a potential diagnostic target in HCC, which has sparked interest as a potential predictor of diagnosis and progression of HCC. The current work was set out to evaluate amphiregulin as a possible diagnostic and prognostic biomarker for HCC on top of cirrhosis. Thirty adult patients with liver cirrhosis and HCC (HCC group) were randomly selected as candidates for locoregional therapies, either radiofrequency ablation or transarterial chemoembolization. A separate group of thirty liver cirrhosis patients served as controls (cirrhosis group). All patients underwent standard laboratory tests and abdominal ultrasounds. Alpha-fetoprotein and amphiregulin were measured twice at baseline and 1 month after the intervention.
Results
Baseline serum amphiregulin was significantly higher in the HCC group than in the cirrhosis group (23.2 ± 11.5 vs. 11.1 ± 7.1), with a p value < 0.001. Patients with multiple and larger focal lesions had greater levels of amphiregulin, with p values of 0.015 and 0.002, respectively. At 1 month following locoregional treatment, the amphiregulin level considerably declined compared with its baseline levels (from 23.2 ± 11.5 to 19.4 ± 10.9), with a p value of 0.012, while AFP showed an insignificant reduction. At follow-up, the level of serum amphiregulin was statistically significantly greater in recurrence cases than in remission cases (30.8 ± 14.1 vs. 17.2 ± 8.8), with a p value of 0.008, and the same was observed for AFP level.
At a cutoff ≥ 17 pg/mL, amphiregulin was a valuable marker in HCC detection with a sensitivity and specificity of 63.3% and 86.7%, respectively, while it has 60% sensitivity and 96% specificity in detecting possible tumor recurrence at a cutoff ≥ 29.7 pg/ml.
Conclusions
Amphiregulin may be a good diagnostic marker for HCC and a prognostic marker after locoregional therapies because its follow-up levels are useful in predicting possible tumor recurrence.
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Pathophysiological Implications of Urinary Peptides in Hepatocellular Carcinoma. Cancers (Basel) 2021; 13:cancers13153786. [PMID: 34359689 PMCID: PMC8345155 DOI: 10.3390/cancers13153786] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2021] [Revised: 07/21/2021] [Accepted: 07/26/2021] [Indexed: 11/23/2022] Open
Abstract
Simple Summary In this study, the application of capillary electrophoresis mass spectrometry enabled identification of 31 urinary peptides significantly associated with hepatocellular carcinoma diagnosis and prognosis. Further assessment of these peptides lead to prediction of cellular proteases involved in their development namely Meprin A subunit α and Kallikrein-6. Subsequent identification of the proteases was verified by immunohistochemistry in normal liver, cirrhosis and hepatocellular carcinoma. Histopathological assessment of the proteases revealed numerical gradient staining signifying their involvement in liver fibrosis and hepatocellular carcinoma formation. The discovered urinary peptides offered a potential noninvasive tool for diagnosis and prognosis of hepatocellular carcinoma. Abstract Hepatocellular carcinoma (HCC) is known to be associated with protein alterations and extracellular fibrous deposition. We investigated the urinary proteomic profiles of HCC patients in this prospective cross sectional multicentre study. 195 patients were recruited from the UK (Coventry) and Germany (Hannover) between 1 January 2013 and 30 June 2019. Out of these, 57 were HCC patients with a background of liver cirrhosis (LC) and 138 were non-HCC controls; 72 patients with LC, 57 with non-cirrhotic liver disease and 9 with normal liver function. Analysis of the urine samples was performed by capillary electrophoresis (CE) coupled to mass spectrometry (MS). Peptide sequences were obtained and 31 specific peptide markers for HCC were identified and further integrated into a multivariate classification model. The peptide model demonstrated 79.5% sensitivity and 85.1% specificity (95% CI: 0.81–0.93, p < 0.0001) for HCC and 4.1-fold increased risk of death (95% CI: 1.7–9.8, p = 0.0005). Proteases potentially involved in HCC progression were mapped to the N- and C-terminal sequence motifs of the CE-MS peptide markers. In silico protease prediction revealed that kallikrein-6 (KLK6) elicits increased activity, whilst Meprin A subunit α (MEP1A) has reduced activity in HCC compared to the controls. Tissue expression of KLK6 and MEP1A was subsequently verified by immunohistochemistry.
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Serum epidermal growth factor-like domain 7 serves as a novel diagnostic marker for early hepatocellular carcinoma. BMC Cancer 2021; 21:772. [PMID: 34217251 PMCID: PMC8255001 DOI: 10.1186/s12885-021-08491-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/14/2020] [Accepted: 06/10/2021] [Indexed: 12/24/2022] Open
Abstract
Background Epidermal growth factor-like domain 7 (Egfl7), a recently identified secreted protein, was significantly increased in patients with HCC by our previous studies. However, its efficacy in the diagnosis of early HCC remains unknown. In this study, we therefore evaluate the efficacy of serum Egfl7 for early HCC diagnosis and compare it with alpha-fetoprotein (AFP). Methods Serum Egfl7 levels in testing cohort (1081 participants) and validation cohort (476 participants) were measured by a sandwich enzyme-linked immunoassay (ELISA). The cut-off value of Egfl7 was determined by Youden’s index and the efficacies of Egfl7 and AFP in diagnosing early HCC were estimated by receiver operating characteristic (ROC). Results Serum Egfl7 was significantly elevated in patients with early HCC than all non-HCC controls in whatever Testing Cohort or Validation Cohort. In the Testing Cohort, ROC curves showed the optimum cut-off value of Egfl7 was 2610 ng/mL and Egfl7 showed a significantly higher sensitivity than AFP in discriminating early HCC from healthy individuals (77.4% vs. 65.3%, P = 0.0013) but the area under ROC (AUROC) and accuracy of Egfl7 and AFP were similar (0.860 vs. 0.868, P = 0.704; 80.2% vs. 83.8%, P = 0.184). In distinguishing patients with early HCC from patients with chronic liver disease (CLD), the AUROC, sensitivity, specificity and accuracy of Egfl7 were 0.800, 75.2, 71.7 and 73.5%, which were all significantly higher than AFP (0.675, 61.8, 62.0 and 61.9% in order). Egfl7 also showed a significant higher sensitivity and accuracy than AFP (76.6% vs. 64.0%, P = 0.0031; 79.9% vs. 66.1%, P < 0.0001) in differentiating early HCC patients from non-HCC individuals. Additionally, 70.8% of early HCC patients with negative AFP could be diagnosed by Egfl7 and the combined use of Egfl7 and AFP increased the sensitivity to 91.0%. These results were confirmed by a validation cohort. Conclusion Egfl7 is a valuable serum marker in the diagnosis of early HCC and could complement the efficacy of AFP, especially in distinguishing early HCC from CLD and identifying patients with AFP-negative early HCC.
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Jiang T, Zhang XS, Pan F, Lyu SC, Wang J, Huang MX, He Q, Lang R. The ratio of preoperative alpha-fetoprotein level to total tumor volume as a prognostic factor of hepatocellular carcinoma after liver transplantation. Medicine (Baltimore) 2021; 100:e26487. [PMID: 34190174 PMCID: PMC8257855 DOI: 10.1097/md.0000000000026487] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/09/2020] [Accepted: 05/29/2021] [Indexed: 01/04/2023] Open
Abstract
To evaluate the effect of preoperative serum alpha-fetoprotein(AFP) level to total tumor volume (TTV) ratio as a prognostic marker on predicting the tumor recurrence and overall survival time of patients with hepatocellular carcinoma (HCC) after liver transplantation.One-hundred eight patients with HCC who underwent liver transplantation in Beijing Chaoyang Hospital from April 2013 to October 2017 were studied. Divided into AFP/TTV≤2 group and AFP/TTV>2 group by the best cut-off score calculated by receiver operation characteristic curve, the clinical and pathological data of the patients in two groups were compared to explore the relationship between AFP/TTV and tumor recurrence together with the prognosis of HCC patients after liver transplantation. Risk factors of early tumor recurrence and poor prognosis of HCC in patients after liver transplantation were studied by multivariate regression analysis. Kaplan-Meier survival analysis was used to compare the tumor-free survival and overall survival between the two groups of patients.In 108 patients, 47 patients have AFP/TTV≤2 while 61 patients have AFP/TTV>2. Patients in AFP/TTV≤2 group have longer tumor-free survival time and overall survival time compared with patients in AFP/TTV>2 group. The age, total bilirubin level, serum AFP level, TTV, portal vein tumor thrombus and AFP/TTV (all P < .05) of patient with HCC are closely related to poor prognosis after liver transplantation. Multivariate regression analysis showed that have portal vein tumor thrombus (hazard ratio [HR] = 2.345, P < .05), TTV≥65.5 cm3 (HR = 2.701, P < .05) and AFP/TTV > 2 (HR = 4.624, P < .05) are independent risk factors for poor prognosis of patients with HCC after liver transplantation while TTV≥65.5 cm3 (HR = 2.451, P < .05) and AFP/TTV > 2 (HR = 4.257, P < 0.05) were independent risk factors for tumor recurrence at the same time.The tumor recurrence and the prognosis of patients with HCC after liver transplantation is affected by many factors. AFP/TTV ratio has important predictive value for the tumor recurrence and the prognosis of patients with HCC after liver transplantation. AFP/TTV>2 is an independent risk factor for both early tumor recurrence and poor prognosis of patients with HCC after liver transplantation.
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Attia YM, Tawfiq RA, Gibriel AA, Ali AA, Kassem DH, Hammam OA, Elmazar MM. Activation of FXR modulates SOCS3/Jak2/STAT3 signaling axis in a NASH-dependent hepatocellular carcinoma animal model. Biochem Pharmacol 2021; 186:114497. [PMID: 33675775 DOI: 10.1016/j.bcp.2021.114497] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/29/2021] [Accepted: 02/25/2021] [Indexed: 02/07/2023]
Abstract
Despite the recent substantial progress in the treatment of hepatocellular carcinoma (HCC) from viral etiology, non-alcoholic steatohepatitis (NASH) is on a trajectory to become the fastest growing indication for HCC-related liver transplantation. The Farnesoid X receptor (FXR) is a member of the nuclear receptor superfamily with multifaceted roles in several metabolic disorders, particularly NASH. Its role as a tumor suppressor was also highlighted. Herein, we investigated the effect of obeticholic acid (OCA), as an FXR agonist, on NASH-associated HCC (NASH-HCC) animal model induced by diethylnitrosamine and high fat choline-deficient diet, exploring the potential impact on the suppressor of cytokine signaling 3 (SOCS3)/Janus kinase 2 (Jak2)/signal transducer and activator of transcription 3 (STAT3) pathway. Results indicated that OCA treatment upregulated FXR and its key mediator, small heterodimer partner (SHP), with remarkable amelioration in the dysplastic foci observed in the NASH-HCC group. This was paralleled with noticeable downregulation of alpha fetoprotein along with reduction in interferon gamma and transforming growth factor beta-1 hepatic levels besides caspase-3 and p53 upregulation. Moreover, sirtuin-1 (SIRT-1), a key regulator of FXR that controls the regenerative response of the liver, was elevated following OCA treatment. Modulation in the SOCS3/Jak2/STAT3 signaling axis was also reported. In conclusion, OCA attenuated the development and progression of NASH-dependent HCC possibly by interfering with SOCS3/Jak2/STAT3 pathway suggesting the potential use of FXR activators in NASH-related disorders, even at later stages of the disease, to impede its progression to the more deteriorating condition of HCC.
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Affiliation(s)
- Yasmeen M Attia
- Pharmacology Department, Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt; The Center for Drug Research and Development (CDRD), Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt.
| | - Rasha A Tawfiq
- Pharmacology Department, Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt; The Center for Drug Research and Development (CDRD), Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt
| | - Abdullah A Gibriel
- The Center for Drug Research and Development (CDRD), Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt; Biochemistry & Molecular Biology Department, Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt
| | - Aya A Ali
- The Center for Drug Research and Development (CDRD), Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt
| | - Dina H Kassem
- Biochemistry Department, Faculty of Pharmacy, Ain Shams University, Cairo, Egypt
| | - Olfat A Hammam
- Pathology Department, Theodor Bilharz Research Institute, Cairo, Egypt
| | - Mohamed M Elmazar
- Pharmacology Department, Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt; The Center for Drug Research and Development (CDRD), Faculty of Pharmacy, The British University in Egypt, Cairo, Egypt
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Moldogazieva NT, Mokhosoev IM, Zavadskiy SP, Terentiev AA. Proteomic Profiling and Artificial Intelligence for Hepatocellular Carcinoma Translational Medicine. Biomedicines 2021; 9:biomedicines9020159. [PMID: 33562077 PMCID: PMC7914649 DOI: 10.3390/biomedicines9020159] [Citation(s) in RCA: 21] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2020] [Revised: 01/27/2021] [Accepted: 02/02/2021] [Indexed: 02/06/2023] Open
Abstract
Hepatocellular carcinoma (HCC) is the most common primary cancer of the liver with high morbidity and mortality rates worldwide. Since 1963, when alpha-fetoprotein (AFP) was discovered as a first HCC serum biomarker, several other protein biomarkers have been identified and introduced into clinical practice. However, insufficient specificity and sensitivity of these biomarkers dictate the necessity of novel biomarker discovery. Remarkable advancements in integrated multiomics technologies for the identification of gene expression and protein or metabolite distribution patterns can facilitate rising to this challenge. Current multiomics technologies lead to the accumulation of a huge amount of data, which requires clustering and finding correlations between various datasets and developing predictive models for data filtering, pre-processing, and reducing dimensionality. Artificial intelligence (AI) technologies have an enormous potential to overcome accelerated data growth, complexity, and heterogeneity within and across data sources. Our review focuses on the recent progress in integrative proteomic profiling strategies and their usage in combination with machine learning and deep learning technologies for the discovery of novel biomarker candidates for HCC early diagnosis and prognosis. We discuss conventional and promising proteomic biomarkers of HCC such as AFP, lens culinaris agglutinin (LCA)-reactive L3 glycoform of AFP (AFP-L3), des-gamma-carboxyprothrombin (DCP), osteopontin (OPN), glypican-3 (GPC3), dickkopf-1 (DKK1), midkine (MDK), and squamous cell carcinoma antigen (SCCA) and highlight their functional significance including the involvement in cell signaling such as Wnt/β-catenin, PI3K/Akt, integrin αvβ3/NF-κB/HIF-1α, JAK/STAT3 and MAPK/ERK-mediated pathways dysregulated in HCC. We show that currently available computational platforms for big data analysis and AI technologies can both enhance proteomic profiling and improve imaging techniques to enhance the translational application of proteomics data into precision medicine.
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Affiliation(s)
- Nurbubu T. Moldogazieva
- Laboratory of Bioinformatics, Institute of Translational Medicine and Biotechnology, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia
- Correspondence: or
| | - Innokenty M. Mokhosoev
- Department of Biochemistry and Molecular Biology, N.I. Pirogov Russian National Research Medical University, 117997 Moscow, Russia; (I.M.M.); (A.A.T.)
| | - Sergey P. Zavadskiy
- Department of Pharmacology, A.P. Nelyubin Institute of Pharmacy, I.M. Sechenov First Moscow State Medical University (Sechenov University), 119991 Moscow, Russia;
| | - Alexander A. Terentiev
- Department of Biochemistry and Molecular Biology, N.I. Pirogov Russian National Research Medical University, 117997 Moscow, Russia; (I.M.M.); (A.A.T.)
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Wang J, Huang C, Zhou J, Zhao K, Li Y. Causal link between immunoglobulin G glycosylation and cancer: A potential glycobiomarker for early tumor detection. Cell Immunol 2021; 361:104282. [PMID: 33453507 DOI: 10.1016/j.cellimm.2021.104282] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 12/31/2020] [Accepted: 01/02/2021] [Indexed: 12/20/2022]
Abstract
Changes in immunoglobulin G (IgG) glycan structures are currently believed to closely related to the emergence of cancer. In this review, we summarize the current body of evidence suggesting that differences in serum IgG glycosylation patterns correspond to changes in multiple types of cancer. Modifications include IgG terminal N-link galactosylation, IgG core fucosylation, IgG terminal sialylation, and IgG terminal bisecting N-acetylglucosamine. IgG N-glycomic alterations represent promising novel biomarkers for non-invasive-cancer diagnosis, prognosis, and progression monitoring; they are characterized by high sensitivity and specificity, compensating for previously identified glycobiomarkers.
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Affiliation(s)
- Junyan Wang
- Key Laboratory of Interdisciplinary Research, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Chuncui Huang
- Key Laboratory of Interdisciplinary Research, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China
| | - Jinyu Zhou
- Key Laboratory of Interdisciplinary Research, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Keli Zhao
- Key Laboratory of Interdisciplinary Research, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China
| | - Yan Li
- Key Laboratory of Interdisciplinary Research, Institute of Biophysics, Chinese Academy of Sciences, Beijing 100101, China; University of Chinese Academy of Sciences, Beijing 100049, China.
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Leeming DJ, Nielsen SH, Vongsuvanh R, Uchila P, Nielsen MJ, Reese-Petersen AL, van der Poorten D, Eslam M, Schuppan D, Karsdal MA, George J. Endotrophin, a pro-peptide of Type VI collagen, is a biomarker of survival in cirrhotic patients with hepatocellular carcinoma. Hepat Oncol 2020; 8:HEP32. [PMID: 34084451 PMCID: PMC8162185 DOI: 10.2217/hep-2020-0030] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2020] [Accepted: 11/09/2020] [Indexed: 02/08/2023] Open
Abstract
AIM Type VI collagen, is emerging as a signaling collagen originating from different types of fibroblasts. A specific fragment of Type VI collagen, the pro-peptide, is also known as the hormone endotrophin. We hypothesized that this fibroblast hormone would be of particular relevance in cancer types with a high amount of fibrosis activity, namely for outcome in hepatocellular carcinoma (HCC) cirrhotic patients. PATIENTS & METHODS Plasma C6M, PRO-C6 and alphafeto-protein (AFP) were assessed in 309 patients with mixed etiologies (hepatitis C, hepatitis B, alcohol and nonalcoholic fatty liver) diagnosed as cirrhotics, cirrhotics with HCC, noncirrhotics and healthy controls. Progression-free survival and overall survival (OS) data were collected up to 6120 days after diagnosis. The ability of each marker to predict survival was investigated. RESULTS & CONCLUSION The level of endotrophin assessed by PRO-C6 was able to separate healthy controls, noncirrhotics and cirrhotics from HCC (p < 0.05-0.0001). Both endotrophin and C6M provided value in the prediction of OS in cirrhotic patients with HCC. In the multivariate analysis for identifying HCC, in patients with high endotrophin (highest quartile) and that were positive for AFP (≥20 IU/ml), the hazard ratio for predicting OS was increased from 3.7 (p = 0.0006) to 14.4 (p = 0.0001) when comparing with AFP positive as a stand-alone marker. In conclusion, plasma levels for markers of Type VI collagen remodeling were associated with survival in cirrhotic patients with HCC. A combination of AFP with endotrophin improved the prognostic value compared with AFP alone for predicting OS in cirrhotic patients with HCC.
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Affiliation(s)
| | - Signe Holm Nielsen
- Nordic Bioscience, Fibrosis Biology & Biomarkers, Herlev, Denmark
- Department of Biotechnology and Biomedicine, Technical University of Denmark, Kgs. Lyngby, Denmark
| | - Roslyn Vongsuvanh
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital & University of Sydney, NSW, Australia
| | - Pruthviraj Uchila
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital & University of Sydney, NSW, Australia
| | | | | | - David van der Poorten
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital & University of Sydney, NSW, Australia
| | - Mohammed Eslam
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital & University of Sydney, NSW, Australia
| | - Detlef Schuppan
- Institute of Translational Immunology & Research Center for Immune Therapy, University Medical Center, Johannes Gutenberg University, Mainz, Germany
- Division of Gastroenterology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | | | - Jacob George
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital & University of Sydney, NSW, Australia
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ElZefzafy WM, Hussien M, Mohmmed ZAZ, Abd Elbaky NM. The diagnostic value of golgi protien-73 and DICKKOPF-1 in hepatocellular carcinoma. J Immunoassay Immunochem 2020; 42:174-187. [PMID: 33284721 DOI: 10.1080/15321819.2020.1844750] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Hepatocellular carcinoma (HCC) is the third leading cause of cancer-related death worldwide. Early detection of HCC is essential for improved prognosis and long-term survival. Golgi protein-73 (GP73) and Dickkopf-1 (DKK1), can be used as noninvasive biomarkers for early diagnosis of HCC. Aim of the work: measure and assess the clinical utility of Golgi protein-73 and Dickkopf-1 as noninvasive biomarkers for early diagnosis of HCC. This study included 60 patients: 30 patients with HCC, 30 patients with cirrhosis together with 30 healthy controls. There was a highly significant difference in GP73 and DKK1 between all the studied groups. There was a highly significant positive correlation between GP73 and DKK1 and a significant negative correlation between (GP73 and albumin) and (DKK1 and ALT) in group I. GP73, DKK-1 correlated with the number, overall size, and lymph node metastasis. GP73 and DKK1 can serve as diagnostic serologic markers for early HCC as they had high sensitivity and specificity, correlated with the aggressiveness of the tumor superior to AFP. The combined use of GP73, DKK-1, and AFP increased the sensitivity and specificity for the diagnosis of HCC than each one alone.
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Affiliation(s)
- Wafaa Mohammed ElZefzafy
- Department of Hepatogastroentrology,infectious Disease, Faculty of Medicine (For Girls), Al-Azhar University, Cairo, Egypt
| | - Magda Hussien
- Department of Clinical Pathology, Faculty of Medicine (For Girls), Al-Azhar University, Cairo, Egypt
| | - Zakia Abu Zahab Mohmmed
- Department of Clinical Pathology, Faculty of Medicine (For Girls), Al-Azhar University, Cairo, Egypt
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Li CL, Ho MC, Lin YY, Tzeng ST, Chen YJ, Pai HY, Wang YC, Chen CL, Lee YH, Chen DS, Yeh SH, Chen PJ. Cell-Free Virus-Host Chimera DNA From Hepatitis B Virus Integration Sites as a Circulating Biomarker of Hepatocellular Cancer. Hepatology 2020; 72:2063-2076. [PMID: 32171027 DOI: 10.1002/hep.31230] [Citation(s) in RCA: 33] [Impact Index Per Article: 6.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2019] [Revised: 02/21/2020] [Accepted: 02/29/2020] [Indexed: 12/22/2022]
Abstract
BACKGROUND AND AIMS Early recurrence of hepatocellular carcinoma (HCC) after surgical resection compromises patient survival. Timely detection of HCC recurrence and its clonality is required to implement salvage therapies appropriately. This study examined the feasibility of virus-host chimera DNA (vh-DNA), generated from junctions of hepatitis B virus (HBV) integration in the HCC chromosome, as a circulating biomarker for this clinical setting. APPROACH AND RESULTS HBV integration in 50 patients with HBV-related HCC was determined by the Hybridization capture-based next-generation sequencing (NGS) platform. For individual HCC, the vh-DNA was quantified by specific droplet digital PCR (ddPCR) assay in plasma samples collected before and 2 months after surgery. HBV integrations were identified in 44 out of 50 patients with HBV-related HCC. Tumor-specific ddPCR was developed to measure the corresponding vh-DNA copy number in baseline plasma from each patient immediately before surgery. vh-DNA was detected in 43 patients (97.7%), and the levels correlated with the tumor sizes (detection limit at 1.5 cm). Among the plasma collected at 2 months after surgery, 10 cases (23.3%) still contained the same signature vh-DNA detected at baseline, indicating the presence of residual tumor cells. Nine of them (90%) experienced HCC recurrence within 1 year, supporting vh-DNA as an independent risk factor in predicting early recurrence. Analysis of circulating vh-DNA at recurrence further helped identify the clonal origin. A total of 81.8% of recurrences came from original HCC clones sharing the same plasma vh-DNA, whereas 18.2% were from de novo HCC. CONCLUSIONS vh-DNA was shown to be a circulating biomarker for detecting the tumor load in majority of patients with HBV-related HCC and aided in monitoring residual tumor and recurrence clonality after tumor resection.
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Affiliation(s)
- Chiao-Ling Li
- Department of Microbiology, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Ming-Chih Ho
- Department of Surgery, National Taiwan University College of Medicine, Taipei, Taiwan
| | - You-Yu Lin
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | | | - Yun-Ju Chen
- TCM Biotech International Corp., Taipei, Taiwan
| | | | | | - Chi-Ling Chen
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Yu-Hsin Lee
- Department of Surgery, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Ding-Shinn Chen
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Shiou-Hwei Yeh
- Department of Microbiology, National Taiwan University College of Medicine, Taipei, Taiwan.,National Taiwan University Center for Genomic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Laboratory Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
| | - Pei-Jer Chen
- Graduate Institute of Clinical Medicine, National Taiwan University College of Medicine, Taipei, Taiwan.,Department of Internal Medicine, National Taiwan University College of Medicine, Taipei, Taiwan.,National Taiwan University Center for Genomic Medicine, National Taiwan University College of Medicine, Taipei, Taiwan
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40
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Jebelli A, Oroojalian F, Fathi F, Mokhtarzadeh A, Guardia MDL. Recent advances in surface plasmon resonance biosensors for microRNAs detection. Biosens Bioelectron 2020; 169:112599. [DOI: 10.1016/j.bios.2020.112599] [Citation(s) in RCA: 30] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/15/2020] [Revised: 08/29/2020] [Accepted: 09/04/2020] [Indexed: 12/12/2022]
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Jensen C, Holm Nielsen S, Eslam M, Genovese F, Nielsen MJ, Vongsuvanh R, Uchila R, van der Poorten D, George J, Karsdal MA, Leeming DJ, Willumsen N. Cross-Linked Multimeric Pro-Peptides of Type III Collagen (PC3X) in Hepatocellular Carcinoma - A Biomarker That Provides Additional Prognostic Value in AFP Positive Patients. J Hepatocell Carcinoma 2020; 7:301-313. [PMID: 33204663 PMCID: PMC7665576 DOI: 10.2147/jhc.s275008] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2020] [Accepted: 10/15/2020] [Indexed: 12/19/2022] Open
Abstract
Purpose Non-invasive biomarkers for diagnosing and prognosing hepatocellular carcinoma (HCC) are urgently needed. Cirrhosis is present in 80–90% of HCC patients. Cirrhosis is characterized by deposition and cross-linking of collagens that have crucial roles in HCC initiation and progression. We evaluated circulating cross-linked pro-peptides of type III collagen (PC3X) as a diagnostic and prognostic biomarker for HCC. Patients and Methods PC3X was measured by ELISA in plasma from patients with HCC (n=79), cirrhosis (n=86), non-cirrhotic hepatitis-B infection (n=74) and from healthy controls (n=44). PC3X was compared to the liver fibrosis marker PRO-C3 and the HCC tumor-cell derived marker alpha-fetoprotein (AFP). Diagnostic and prognostic potential was evaluated by AUROC and by calculating hazard ratios (HR) for progression-free survival (PFS) and overall survival (OS). Results PC3X, PRO-C3 and AFP were significantly elevated in patients with HCC compared to other liver diseases and healthy controls (p=0.0002, p<0.0001). In patients with normal AFP (<20 IU/mL), PC3X and PRO-C3 separated HCC from cirrhosis with an AUROC of 0.72 and 0.68, respectively. High PC3X and AFP predicted for poor PFS (HRPC3X=1.80, p=0.032; HRAFP=1.70, p=0.031) and OS (HRPC3X=2.12, p=0.024; HRAFP=2.55; p=0.003), whereas PRO-C3 did not (PFS: HR=1.19, p=0.059 and OS: HR=1.12, p=0.324). PC3X was independent of AFP (PFS: HR=1.74, p=0.045 and OS: HR=2.21, p=0.018) and combining the two improved prognostic value (PFS: HR=2.66, p=0.004 and OS: HR=5.86, p<0.0001). Conclusion PC3X is associated with HCC independent of AFP and provides diagnostic and prognostic value for HCC patients. If validated, this suggests that PC3X has biomarker potential for HCC.
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Affiliation(s)
- Christina Jensen
- Biomarkers & Research, Nordic Bioscience, Herlev, Denmark.,Biotech Research & Innovation Centre (BRIC), University of Copenhagen, Copenhagen, Denmark
| | - Signe Holm Nielsen
- Biomarkers & Research, Nordic Bioscience, Herlev, Denmark.,Biotechnology and Biomedicine, Technical University of Denmark, Lyngby, Denmark
| | - Mohammed Eslam
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Sydney, NSW, Australia
| | | | | | - Roslyn Vongsuvanh
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Sydney, NSW, Australia
| | - Raj Uchila
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Sydney, NSW, Australia
| | - David van der Poorten
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Sydney, NSW, Australia
| | - Jacob George
- Storr Liver Centre, Westmead Institute for Medical Research, Westmead Hospital and University of Sydney, Sydney, NSW, Australia
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Ding HF, Zhang XF, Bagante F, Ratti F, Marques HP, Soubrane O, Lam V, Poultsides GA, Popescu I, Alexandrescu S, Martel G, Workneh A, Guglielmi A, Hugh T, Aldrighetti L, Lv Y, Pawlik TM. Prediction of tumor recurrence by α-fetoprotein model after curative resection for hepatocellular carcinoma. Eur J Surg Oncol 2020; 47:660-666. [PMID: 33082065 DOI: 10.1016/j.ejso.2020.10.017] [Citation(s) in RCA: 21] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/03/2020] [Revised: 10/06/2020] [Accepted: 10/12/2020] [Indexed: 02/08/2023] Open
Abstract
BACKGROUND Preoperative α-fetoprotein (AFP) level levels may help select patients with hepatocellular carcinoma (HCC) for surgery. The objective of the current study was to assess an AFP model to predict tumor recurrence and patient survival after curative resection for HCC. METHODS Patients undergoing curative-intent resection for HCC between 2000 and 2017 were identified from a multi-institutional database. AFP score was calculated based on the last evaluation before surgery. Probabilities of tumor recurrence and overall survival (OS) were compared according to an AFP model. RESULTS A total of 825 patients were included. An optimal cut-off AFP score of 2 was identified with an AFP score ≥3 versus ≤2 independently predicting tumor recurrence and OS. Net reclassification improvements indicated the AFP model was superior to the Barcelona Clinic Liver Cancer (BCLC) system to predict recurrence (p < 0.001). Among patients with BCLC B-C, AFP score ≤2 identified a subgroup of patients with AFP levels of ≤100 ng/mL with a low 5-year recurrence risk (≤2 45.2% vs. ≥3 61.8%, p = 0.046) and favorable 5-year OS (≤2 54.5% vs. ≥3 39.4%, p = 0.035). In contrast, among patients within BCLC 0-A, AFP score ≥3 identified a subgroup of patients with AFP values > 1000 ng/mL with a high 5-year recurrence (≥3 47.9% vs. ≤2% 38.4%, p = 0.046) and worse 5-year OS (≥3 47.8% vs. ≤2 65.9%, p < 0.001). In addition, the AFP score independently correlated with vascular invasion, tumor differentiation and capsule invasion. CONCLUSIONS The AFP model was more accurate than the BCLC system to identify which HCC patients may benefit the most from surgical resection.
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Affiliation(s)
- Hong-Fan Ding
- Department of Hepatobiliary Surgery and Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Xu-Feng Zhang
- Department of Hepatobiliary Surgery and Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China; Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner, Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA
| | - Fabio Bagante
- Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner, Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA; Department of Surgery, University of Verona, Verona, Italy
| | | | - Hugo P Marques
- Department of Surgery, Curry Cabral Hospital, Lisbon, Portugal
| | - Olivier Soubrane
- Department of Hepatobiliopancreatic Surgery, APHP, Beaujon Hospital, Clichy, France
| | - Vincent Lam
- Department of Surgery, Westmead Hospital, Sydney, Australia
| | | | - Irinel Popescu
- Department of Surgery, Fundeni Clinical Institute, Bucharest, Romania
| | | | | | - Aklile Workneh
- Department of Surgery, University of Ottawa, Ottawa, Canada
| | | | - Tom Hugh
- Department of Surgery, The University of Sydney, School of Medicine, Sydney, Australia
| | | | - Yi Lv
- Department of Hepatobiliary Surgery and Institute of Advanced Surgical Technology and Engineering, The First Affiliated Hospital of Xi'an Jiaotong University, Xi'an, China
| | - Timothy M Pawlik
- Department of Surgery, Division of Surgical Oncology, The Ohio State University Wexner, Medical Center and James Comprehensive Cancer Center, Columbus, OH, USA.
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Ali S, Ejaz M, Dar KK, Nasreen S, Ashraf N, Gillani SF, Shafi N, Safeer S, Khan MA, Andleeb S, Akhtar N, Mughal TA. Evaluation of chemopreventive and chemotherapeutic effect of Artemisia vulgaris extract against diethylnitrosamine induced hepatocellular carcinogenesis in Balb C mice. BRAZ J BIOL 2020; 80:484-496. [DOI: 10.1590/1519-6984.185979] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2017] [Accepted: 02/26/2019] [Indexed: 11/22/2022] Open
Abstract
Abstract The main objective of current study was to investigate the chemopreventive and chemotherapeutic activity of Artemisia vulgaris extract on diethylnitrosoamine induced hepatocarcinogenesis in Balb C mice. Diethylnitrosoamine (DEN: 0.9%) was prepared to induce hepatocarcinoma in Balb C mice. The extract Artemisia vulgaris (AV) was prepared by maceration technique. Mice were classified into four groups as follows: Group 1 a control group (N=7) received saline solution (3.5 μl/mg), group 2 (N=14) received diethylnitrosoamine (3.5 μl/mg) intraperitoneally once in a week for eight consecutive weeks, group 3 (N=7) received only plant extract (AV: 150 mg/kg (Body weight) once in a week, while group 4 (N=7) was given in combination of diethylnitrosoamine (3.5 μl/mg) and plant extract (AV: 150 mg/kg (body weight). After eight weeks of DEN administration, mice of group 2 were divided into two subgroups containing seven mice each; subgroup 1 was sacrificed while subgroup 2 was treated with plant extract only (150 mg/kg (body weight)) once in a week for eight consecutive weeks. The DEN injected mice significant decline in levels of albumin with concomitant significant elevations such as aspartate aminotransferase, alanine aminotransferase, lactate dehydrogenase, alpha feto protein, gamma glutamyl transferase, 5 nucleotidase, glucose-6-phosphate dehydrogenase and bilirubin. The administration of A. vulgaris significantly decreased the DEN induced hepatotoxicity. Present study revealed the potential anti-cancerous nature of Artemisia vulgaris, both in case of chemopreventive and post-treatment of A. vulgaris. Further studies are needed to explore the mechanism of prevention and therapy.
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Affiliation(s)
- S. Ali
- Government College University, Pakistan
| | - M. Ejaz
- University of Azad Jammu and Kashmir, Pakistan
| | - K. K. Dar
- University of Azad Jammu and Kashmir, Pakistan
| | - S. Nasreen
- University of Azad Jammu and Kashmir, Pakistan
| | - N. Ashraf
- University of Azad Jammu and Kashmir, Pakistan
| | | | - N. Shafi
- University of Azad Jammu and Kashmir, Pakistan
| | - S. Safeer
- University of Azad Jammu and Kashmir, Pakistan
| | - M. A. Khan
- University of Azad Jammu and Kashmir, Pakistan
| | - S. Andleeb
- University of Azad Jammu and Kashmir, Pakistan
| | - N. Akhtar
- University of Azad Jammu and Kashmir, Pakistan
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Miller‐Atkins G, Acevedo‐Moreno L, Grove D, Dweik RA, Tonelli AR, Brown JM, Allende DS, Aucejo F, Rotroff DM. Breath Metabolomics Provides an Accurate and Noninvasive Approach for Screening Cirrhosis, Primary, and Secondary Liver Tumors. Hepatol Commun 2020; 4:1041-1055. [PMID: 32626836 PMCID: PMC7327218 DOI: 10.1002/hep4.1499] [Citation(s) in RCA: 29] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 12/30/2019] [Accepted: 02/07/2020] [Indexed: 12/20/2022] Open
Abstract
Hepatocellular carcinoma (HCC) and secondary liver tumors, such as colorectal cancer liver metastases are significant contributors to the overall burden of cancer-related morality. Current biomarkers, such as alpha-fetoprotein (AFP) for HCC, result in too many false negatives, necessitating noninvasive approaches with improved sensitivity. Volatile organic compounds (VOCs) detected in the breath of patients can provide valuable insight into disease processes and can differentiate patients by disease status. Here, we investigate whether 22 VOCs from the breath of 296 patients can distinguish those with no liver disease (n = 54), cirrhosis (n = 30), HCC (n = 112), pulmonary hypertension (n = 49), or colorectal cancer liver metastases (n = 51). This work extends previous studies by evaluating the ability for VOC signatures to differentiate multiple diseases in a large cohort of patients. Pairwise disease comparisons demonstrated that most of the VOCs tested are present in significantly different relative abundances (false discovery rate P < 0.1), indicating broad impacts on the breath metabolome across diseases. A predictive model developed using random forest machine learning and cross validation classified patients with 85% classification accuracy and 75% balanced accuracy. Importantly, the model detected HCC with 73% sensitivity compared with 53% for AFP in the same cohort. An added value of this approach is that influential VOCs in the predictive model may provide insight into disease etiology. Acetaldehyde and acetone, both of which have roles in tumor promotion, were considered important VOCs for differentiating disease groups in the predictive model and were increased in patients with cirrhosis and HCC compared to patients with no liver disease (false discovery rate P < 0.1). Conclusion: The use of machine learning and breath VOCs shows promise as an approach to develop improved, noninvasive screening tools for chronic liver disease and primary and secondary liver tumors.
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Affiliation(s)
- Galen Miller‐Atkins
- Department of Quantitative Health SciencesLerner Research InstituteCleveland ClinicClevelandOH
| | | | - David Grove
- Department of Inflammation and ImmunityLerner Research InstituteCleveland ClinicClevelandOH
| | | | | | - J. Mark Brown
- Department of Cardiovascular and Metabolic SciencesCleveland ClinicClevelandOH
- Center for Microbiome in Human HealthCleveland ClinicClevelandOH
| | | | | | - Daniel M. Rotroff
- Department of Quantitative Health SciencesLerner Research InstituteCleveland ClinicClevelandOH
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Li Z, Yong CC, Chen CL. A primary hepatic neuroendocrine tumor disguised as hepatocellular carcinoma. Hepatobiliary Surg Nutr 2020; 9:263-266. [PMID: 32355699 DOI: 10.21037/hbsn.2020.01.02] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/24/2023]
Affiliation(s)
- Zhihao Li
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung
| | - Chee-Chien Yong
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung
| | - Chao-Long Chen
- Liver Transplantation Center, Department of Surgery, Kaohsiung Chang Gung Memorial Hospital, Kaohsiung
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Resham S, Saalim M, Manzoor S, Ahmad H, Bangash TA, Latif A, Jaleel S. Mechanistic study of interaction between IL-22 and HCV core protein in the development of hepatocellular carcinoma among liver transplant recipients. Microb Pathog 2020; 142:104071. [PMID: 32074496 DOI: 10.1016/j.micpath.2020.104071] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/24/2018] [Revised: 02/04/2020] [Accepted: 02/13/2020] [Indexed: 12/26/2022]
Abstract
BACKGROUND Hepatitis C virus (HCV) infects more than 170 million people worldwide that represents a major threat to global public health. Several viruses including HCV have developed mechanisms against the cellular responses essentially "hijacking" the antiviral responses generated against it. Interleukin 22 activated JAK-STAT pathways are responsible for several functions including liver regeneration, antiviral responses and cell cycle regulation. OBJECTIVES Present study aims to un-reveal the speculated role of HCV core protein in perturbing IL-22 mediated JAK-STAT pathway. Principally investigating through interaction with IL-22 and SOCS-3 proteins. PATIENTS AND METHODOLOGY Total 36 liver transplant patients were enrolled in the study. Out of which 24 were found HCV + ve. Immunohistochemistry (IHC) based qualitative expression analysis of IL-22, SOCS-3 and HCV core protein was carried out. Microscopy was performed for detection and visualization of immunostained liver tissues and biopsies. RESULTS Hepatic expression of IL-22, HCV core protein and SOCS-3 showed that SOCS-3 expression levels were considerably high compared to HCV core and IL-22 protein. IL-22's moderate to high expression was found in 70% of the liver transplant patient sample. Total 87% patients showed moderate to high SOCS-3 expression. However, the overall expression of HCV core was stronger in 87% of cirrhotic patients and 14% in HCC patients. Suggesting the presence of HCV core protein clearly impacted the IL-22 mediated cellular signaling (JAK-STAT pathway leading towards hepatocarcinogenesis. CONCLUSION HCV core and IL-22 and SOCS-3 molecules are found to be correlated statistically under this study. Concluded from this study that HCV core protein plays a potential role in diverging the hepatocytes from normal to carcinogenic. One cell signaling path cannot decide, the direct role of a single viral protein in developing viral induced hepatocarcinogenesis. Interpreting the complex network of cell signaling involved in HCC development is impractical to study under single study. That is why step by step unmasking the interactive role of few molecules under single study is the ideal way to resolve the impact of viral proteins on cell signaling. SOCS-3 is mediator for dysregulating IL-22 mediated liver regenerative pathway. Moreover, SOCS-3 and STAT-3 molecules are proposed to be a potential therapeutic target for managing HCC progression.
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Affiliation(s)
- Saleha Resham
- Atta-ur-Rahman School of Applied Bio-Sciences, Department of Healthcare Biotechnology, National University of Sciences and Technology, Islamabad, 44000, Pakistan
| | - Muhammad Saalim
- Atta-ur-Rahman School of Applied Bio-Sciences, Department of Healthcare Biotechnology, National University of Sciences and Technology, Islamabad, 44000, Pakistan
| | - Sobia Manzoor
- Atta-ur-Rahman School of Applied Bio-Sciences, Department of Healthcare Biotechnology, National University of Sciences and Technology, Islamabad, 44000, Pakistan.
| | - Hassam Ahmad
- HepatopancreatoBiliary Liver Transplant Unit, Shaikh Zayd Hospital Lahore, 54000, Punjab, Pakistan
| | - Tariq Ali Bangash
- HepatopancreatoBiliary Liver Transplant Unit, Shaikh Zayd Hospital Lahore, 54000, Punjab, Pakistan
| | - Amer Latif
- HepatopancreatoBiliary Liver Transplant Unit, Shaikh Zayd Hospital Lahore, 54000, Punjab, Pakistan
| | - Shahla Jaleel
- Department of Histopathology, Shaikh Zayd Hospital Lahore, 54000, Punjab, Pakistan
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Liu K, Zhou C, Lv W, Cheng D, Lu D, Zhang Z, Xiao J, Zhang X, Fang W. Factors to transcatheter arterial chemoembolization Liver Cancer stage C. MINIM INVASIV THER 2020; 29:49-55. [PMID: 30849260 DOI: 10.1080/13645706.2019.1575241] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Introduction: To establish a predictive model to demonstrate that transcatheter arterial chemoembolization (TACE) prolonged survival time in patients with Barcelona Clinic Liver Cancer (BCLC) stage-C HCC.Material and methods: Patients with BCLC stage C HCC treated between January 2009 and April 2016 were included. The training group (n = 336) and control group (n = 141) underwent TACE as a first or supportive treatment. Factors related to survival time were retrospectively analyzed by multivariate logistic regression to establish a predictive model. Validation of the model was undertaken prospectively in a validation group (n = 159) that underwent TACE as first treatment between May 2016 and December 2017.Results: Classification of portal vein tumor thrombus, maximum tumor size, Child-Pugh score, and log alphafoetoprotein levels were independent risk factors included in the mathematical model. Receiver operating characteristic curves confirmed the model was helpful in predicting survival time. The area under the curve was 0.714 (95% confidence interval, 0.659-0.769). A cutoff value of 7.1 months had maximum Youden indeces of 0. 458, sensitivity 62.4%, and specificity 83.8%. The validation group supported the model.Conclusions: Portal vein tumor thrombus, maximum tumor size, Child-Pugh score, and log alphafoetoprotein levels helped predict survival time in patients with BCLC stage-C HCC.
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Affiliation(s)
- Kaicai Liu
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Chunze Zhou
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Weifu Lv
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Delei Cheng
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Dong Lu
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Zhengfeng Zhang
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Jingkun Xiao
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Xingming Zhang
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
| | - Weiwei Fang
- Department of Interventional Radiology, Affiliated Anhui Provincial Hospital of Anhui Medical University, Hefei, Anhui, China
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Ayoub WS, Steggerda J, Yang JD, Kuo A, Sundaram V, Lu SC. Current status of hepatocellular carcinoma detection: screening strategies and novel biomarkers. Ther Adv Med Oncol 2019; 11:1758835919869120. [PMID: 31523283 PMCID: PMC6732860 DOI: 10.1177/1758835919869120] [Citation(s) in RCA: 50] [Impact Index Per Article: 8.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/27/2018] [Accepted: 07/22/2019] [Indexed: 12/18/2022] Open
Abstract
Hepatocellular carcinoma (HCC) remains a major cause of cancer-related mortality
worldwide. Delayed diagnosis is a major factor responsible for the poor
prognosis of HCC. Several advances have been made in the field of liver imaging
with the use of novel imaging contrasts, improving current imaging techniques
with contrast-enhanced computed tomography (CT) and magnetic resonance imaging
(MRI), introduction of new technologies such as contrast liver ultrasound, and
development of novel biomarkers with the goal of early detection of HCC and
improving outcomes of patients with HCC. This review focuses on current
surveillance strategies and development of biomarkers with the goal of early
detection of HCC.
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Affiliation(s)
- Walid S Ayoub
- Division of Digestive and Liver Diseases, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Justin Steggerda
- Department of Surgery, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Ju Dong Yang
- Division of Digestive and Liver Diseases, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Alexander Kuo
- Division of Digestive and Liver Diseases, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Vinay Sundaram
- Division of Digestive and Liver Diseases, Cedars-Sinai Medical Center, Los Angeles, CA, USA
| | - Shelly C Lu
- Cedars-Sinai Medical Center, Davis Building, Room #2097, 8700 Beverly Boulevard, Los Angeles, CA 90048, USA
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49
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Classification of early and late stage liver hepatocellular carcinoma patients from their genomics and epigenomics profiles. PLoS One 2019; 14:e0221476. [PMID: 31490960 PMCID: PMC6730898 DOI: 10.1371/journal.pone.0221476] [Citation(s) in RCA: 23] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2019] [Accepted: 08/07/2019] [Indexed: 02/07/2023] Open
Abstract
Background Liver Hepatocellular Carcinoma (LIHC) is one of the major cancers worldwide, responsible for millions of premature deaths every year. Prediction of clinical staging is vital to implement optimal therapeutic strategy and prognostic prediction in cancer patients. However, to date, no method has been developed for predicting the stage of LIHC from the genomic profile of samples. Methods The Cancer Genome Atlas (TCGA) dataset of 173 early stage (stage-I), 177 late stage (stage-II, Stage-III and stage-IV) and 50 adjacent normal tissue samples for 60,483 RNA transcripts and 485,577 methylation CpG sites, was extensively analyzed to identify the key transcriptomic expression and methylation-based features using different feature selection techniques. Further, different classification models were developed based on selected key features to categorize different classes of samples implementing different machine learning algorithms. Results In the current study, in silico models have been developed for classifying LIHC patients in the early vs. late stage and cancerous vs. normal samples using RNA expression and DNA methylation data. TCGA datasets were extensively analyzed to identify differentially expressed RNA transcripts and methylated CpG sites that can discriminate early vs. late stages and cancer vs. normal samples of LIHC with high precision. Naive Bayes model developed using 51 features that combine 21 CpG methylation sites and 30 RNA transcripts achieved maximum MCC (Matthew’s correlation coefficient) 0.58 with an accuracy of 78.87% on the validation dataset in discrimination of early and late stage. Additionally, the prediction models developed based on 5 RNA transcripts and 5 CpG sites classify LIHC and normal samples with an accuracy of 96–98% and AUC (Area Under the Receiver Operating Characteristic curve) 0.99. Besides, multiclass models also developed for classifying samples in the normal, early and late stage of cancer and achieved an accuracy of 76.54% and AUC of 0.86. Conclusion Our study reveals stage prediction of LIHC samples with high accuracy based on the genomics and epigenomics profiling is a challenging task in comparison to the classification of cancerous and normal samples. Comprehensive analysis, differentially expressed RNA transcripts, methylated CpG sites in LIHC samples and prediction models are available from CancerLSP (http://webs.iiitd.edu.in/raghava/cancerlsp/).
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50
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Qin H, Dong X, Mao J, Chen Y, Dong M, Wang L, Guo Z, Liang X, Ye M. Highly Efficient Analysis of Glycoprotein Sialylation in Human Serum by Simultaneous Quantification of Glycosites and Site-Specific Glycoforms. J Proteome Res 2019; 18:3439-3446. [PMID: 31380653 DOI: 10.1021/acs.jproteome.9b00332] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Aberrant sialylation of glycoproteins is closely related to many malignant diseases, and analysis of sialylation has great potential to reveal the status of these diseases. However, in-depth analysis of sialylation is still challenging because of the high microheterogeneity of protein glycosylation, as well as the low abundance of sialylated glycopeptides (SGPs). Herein, an integrated strategy was fabricated for the detailed characterization of glycoprotein sialylation on the levels of glycosites and site-specific glycoforms by employing the SGP enrichment method. This strategy enabled the identification of up to 380 glycosites, as well as 414 intact glycopeptides corresponding to 383 site-specific glycoforms from only initial 6 μL serum samples, indicating the high sensitivity of the method for the detailed analysis of glycoprotein sialylation. This strategy was further employed to the differential analysis of glycoprotein sialylation between hepatocellular carcinoma patients and control samples, leading to the quantification of 344 glycosites and 405 site-specific glycoforms, simultaneously. Among these, 43 glycosites and 55 site-specific glycoforms were found to have significant change on the glycosite and site-specific glycoform levels, respectively. Interestingly, several glycoforms attached onto the same glycosite were found with different change tendencies. This strategy was demonstrated to be a powerful tool to reveal subtle differences of the macro- and microheterogeneity of glycoprotein sialylation.
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Affiliation(s)
- Hongqiang Qin
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
| | - Xuefang Dong
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
| | - Jiawei Mao
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China.,University of Chinese Academy of Sciences , Beijing 100049 , China
| | - Yao Chen
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China.,University of Chinese Academy of Sciences , Beijing 100049 , China
| | - Mingming Dong
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
| | - Liming Wang
- The Second Affiliated Hospital of Dalian Medical University , Dalian 116027 , China
| | - Zhimou Guo
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
| | - Xinmiao Liang
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
| | - Mingliang Ye
- CAS Key Laboratory of Separation Science for Analytical Chemistry, Dalian Institute of Chemical Physics , Chinese Academy of Sciences , Dalian 116023 , P. R. China
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