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Cui F, Khodrog OA, Liu W, Liu J, Yuan Q. Clinical application of CT-based radiomics model in differentiation between laryngeal squamous cell carcinoma and squamous cell hyperplasia. Front Med (Lausanne) 2024; 10:1337723. [PMID: 38274455 PMCID: PMC10808460 DOI: 10.3389/fmed.2023.1337723] [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: 11/13/2023] [Accepted: 12/19/2023] [Indexed: 01/27/2024] Open
Abstract
Objective To evaluate the clinical application of the CT-based radiomics prediction model for discriminating SCC and SCH. Methods A total of 254 clinical samples were selected from 291 patients with larynx-occupying lesions who underwent primary surgery. All lesions were validated via histopathological examination at The Second Hospital of Jilin University between June 2004 and December 2019. All patients were randomly allocated to the training (n = 177) and validation (n = 77) cohorts. After the acquisition of CT images, manual 3D tumor segmentation was performed using the CT images of the arterial, venous, and non-contrast phases via ITK-SNAP software. Subsequently, radiomics features were extracted using A.K. software. Based on the above features, three different diagnostic models (CTN, CTA+CTV, and CTN+CTA+CTV) were constructed to classify squamous cell carcinoma (SCC) and squamous cell hyperplasia (SCH). Additionally, receiver operating characteristic (ROC) and decision curve analysis (DCA) curves were measured to evaluate the diagnostic characteristics and clinical safety of the proposed three prognostic models. Results In the radiomic prediction Model 1 (CTN), the area under the curve (AUC), accuracy, sensitivity, specificity, positive predictive value (PPV) and negative predictive value (NPV) of the training cohorts in differentiating SCC and SCH were 0.883, 0.785, 0.645, 1.000, 1.000, and 0.648, while in the testing cohorts, these values were 0.852, 0.792, 0.66, 1.000, 1.000, and 0.652, respectively. In the radiomic prediction Model 2 (CTA+CTV), the AUC, accuracy, sensitivity, specificity, PPV, and NPV values of the training cohorts were 0.965, 0.91, 0.916, 0.9, 0.933, and 0.875, respectively, while in the testing cohorts, the corresponding values were 0.902, 0.805, 0.851, 0.733, 0.833, and 0.759, respectively. In the radiomic prediction Model 3(CTN+CTA+CTV), the AUC, accuracy, sensitivity, specificity, PPV, and NPV values of the training cohorts were 0.985, 0.944, 0.953, 0.929, 0.953, and 0.929, while in the testing cohorts, the corresponding values were 0.965, 0.857, 0.894, 0.8, 0.875, and 0.828, respectively. Conclusion The radiomic prediction Model 3, based on the arterial-venous-plain combined scan phase of CT, achieved promising diagnostic performance, expected to be regarded as a preoperative imaging tool in classifying SCC and SCH to guide clinicians to develop individualized treatment programs.
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Affiliation(s)
| | | | | | - Jianhua Liu
- Department of Radiology, The Second Hospital of Jilin University, Changchun, China
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Li F, Huang H, Xu J, Tao L, Zhou L, Hsueh C, Gong H, Zhang M. Fusobacterium nucleatum-triggered purine metabolic reprogramming drives tumorigenesis in head and neck carcinoma. Discov Oncol 2023; 14:120. [PMID: 37393565 DOI: 10.1007/s12672-023-00727-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/15/2023] [Accepted: 06/14/2023] [Indexed: 07/04/2023] Open
Abstract
BACKGROUND Fusobacterium nucleatum (F. nucleatum) is a vital pro-oncogenic bacterium. Our previous study revealed that a high abundance of F. nucleatum in head and neck squamous cell carcinoma (HNSCC) is correlated with poor patient prognosis. However, the impact of F. nucleatum on metabolic reprogramming and tumor progression in HNSCC awaits more exploration. METHODS Liquid chromatography‒mass spectrometry (LC‒MS) was applied to analyze the altered metabolites in a head and neck carcinoma cell line (AMC-HN-8) after coculture with F. nucleatum for 24 hrs and 48 hrs. Both univariate and multivariate analyses were used to screen for differential metabolites. Kyoto Encyclopedia of Genes and Genomes (KEGG) metabolic pathway enrichment analysis was further used to explore the metabolic changes. RESULTS We observed a significantly altered metabolic profile in AMC-HN-8 cells over time after coculture with F. nucleatum. Among the several enriched pathways, the purine metabolic pathway was the most significantly enriched (P = 0.0005), with downregulation of purine degradation. Furthermore, uric acid, the end product of purine metabolism, significantly reversed F. nucleatum-triggered tumor progression and altered the intracellular reactive oxygen species (ROS) level. Moreover, the negative correlation between the serum uric acid level and the abundance of F. nucleatum was verified in 113 HNSCC patients (P = 0.0412, R = - 0.1924). CONCLUSIONS Our study revealed obviously aberrant purine metabolism driven by F. nucleatum in HNSCC, which was closely related to tumor progression and patient prognosis. These findings indicate the possibility of targeting F. nucleatum-induced purine metabolism reprogramming in the future treatment of HNSCC.
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Affiliation(s)
- Feiran Li
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China
| | - Huiying Huang
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China
| | - Jing Xu
- Department of Nursing, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China
| | - Lei Tao
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China
| | - Liang Zhou
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China
| | - Chiyao Hsueh
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China.
| | - Hongli Gong
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China.
| | - Ming Zhang
- Department of Otorhinolaryngology, Eye & ENT Hospital, Fudan University, 83 Fen Yang Road, Shanghai, China.
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Allegrini S, Garcia-Gil M, Pesi R, Camici M, Tozzi MG. The Good, the Bad and the New about Uric Acid in Cancer. Cancers (Basel) 2022; 14:cancers14194959. [PMID: 36230882 PMCID: PMC9561999 DOI: 10.3390/cancers14194959] [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: 07/04/2022] [Revised: 09/30/2022] [Accepted: 10/06/2022] [Indexed: 11/16/2022] Open
Abstract
Simple Summary The concentration of uric acid in blood is sex-, age- and diet-dependent and is maintained close to its maximal solubility, indicating that it plays some important role. Indeed, it has been demonstrated that, at physiological concentrations, uric acid is a powerful antioxidant and is a scavenger of singlet oxygen and radicals. At high intracellular concentration, uric acid has been demonstrated to act as a pro-oxidant molecule. Recently, uric acid has been reported to affect the properties of several proteins involved in metabolic regulation and signaling, and the relationship between uric acid and cancer has been extensively investigated. In this review, we present the most recent results on the positive and negative effects played by uric acid in cancer and some new findings and hypotheses about the implication of this metabolite in the pathogenesis of several diseases such as metabolic syndrome, diabetes, and inflammation, thus favoring the development of cancer. Abstract Uric acid is the final product of purine catabolism in man and apes. The serum concentration of uric acid is sex-, age- and diet-dependent and is maintained close to its maximal solubility, indicating that it plays some important role. Indeed, it has been demonstrated that, at physiological concentrations, uric acid is a powerful antioxidant, while at high intracellular concentrations, it is a pro-oxidant molecule. In this review, we describe the possible causes of uric acid accumulation or depletion and some of the metabolic and regulatory pathways it may impact. Particular attention has been given to fructose, which, because of the complex correlation between carbohydrate and nucleotide metabolism, causes uric acid accumulation. We also present recent results on the positive and negative effects played by uric acid in cancer and some new findings and hypotheses about the implication of this metabolite in a variety of signaling pathways, which can play a role in the pathogenesis of diseases such as metabolic syndrome, diabetes, and inflammation, thus favoring the development of cancer. The loss of uricase in Homo sapiens and great apes, although exposing these species to the potentially adverse effects of uric acid, appears to be associated with evolutionary advantages.
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Affiliation(s)
- Simone Allegrini
- Unità di Biochimica, Dipartimento di Biologia, Università di Pisa, Via San Zeno 51, 56127 Pisa, Italy
- Interdepartmental Research Center Nutrafood “Nutraceuticals and Food for Health”, Università di Pisa, 56126 Pisa, Italy
- CISUP, Centro per L’Integrazione della Strumentazione dell’Università di Pisa, 56127 Pisa, Italy
- Correspondence:
| | - Mercedes Garcia-Gil
- Interdepartmental Research Center Nutrafood “Nutraceuticals and Food for Health”, Università di Pisa, 56126 Pisa, Italy
- CISUP, Centro per L’Integrazione della Strumentazione dell’Università di Pisa, 56127 Pisa, Italy
- Unità di Fisiologia Generale, Dipartimento di Biologia, Università di Pisa, Via San Zeno 31, 56127 Pisa, Italy
| | - Rossana Pesi
- Unità di Biochimica, Dipartimento di Biologia, Università di Pisa, Via San Zeno 51, 56127 Pisa, Italy
| | - Marcella Camici
- Unità di Biochimica, Dipartimento di Biologia, Università di Pisa, Via San Zeno 51, 56127 Pisa, Italy
| | - Maria Grazia Tozzi
- Unità di Biochimica, Dipartimento di Biologia, Università di Pisa, Via San Zeno 51, 56127 Pisa, Italy
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Huang CF, Huang JJ, Mi NN, Lin YY, He QS, Lu YW, Yue P, Bai B, Zhang JD, Zhang C, Cai T, Fu WK, Gao L, Li X, Yuan JQ, Meng WB. Associations between serum uric acid and hepatobiliary-pancreatic cancer: A cohort study. World J Gastroenterol 2020; 26:7061-7075. [PMID: 33311950 PMCID: PMC7701939 DOI: 10.3748/wjg.v26.i44.7061] [Citation(s) in RCA: 9] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2020] [Revised: 10/10/2020] [Accepted: 10/26/2020] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND Uric acid is the end product of purine metabolism. Previous studies have found that serum uric acid (SUA) levels are associated with the total cancer risk. However, due to the dual effect of uric acid on cancer, the relationship between the SUA levels and most specific-site cancer remains unclear.
AIM To investigate the associations between the SUA levels and incidence of hepatobiliary-pancreatic cancer.
METHODS In this prospective cohort study, 444462 participants free of cancer from the UK Biobank were included. The SUA levels were measured at baseline, and the incidence of hepatobiliary-pancreatic cancer was determined by contacting the cancer registry. The hazard ratios (HRs) and 95% confidence intervals (CIs) between the SUA levels and hepatobiliary-pancreatic cancer were investigated using multiple adjusted Cox regression models adjusted for potential confounders.
RESULTS In total, 920 participants developed liver, gallbladder, biliary tract or pancreatic cancer during a median of 6.6 yrs of follow-up. We found that the HR of pancreatic cancer in the highest SUA group was 1.77 (95%CI: 1.29-2.42) compared with that in the lowest group. After stratifying by gender, we further found that SUA was associated with an increased risk of pancreatic cancer only among the females (highest quartile vs lowest quartile HR 2.04, 95%CI: 1.35-3.08). Among the males, the SUA levels were positively associated with the gallbladder cancer risk (highest quartile vs lowest quartile HR 3.09, 95%CI: 1.28-7.46), but a U-shaped association with the liver cancer risk was observed (P-nonlinear = 0.03).
CONCLUSION SUA is likely to have gender-specific effects on hepatobiliary-pancreatic cancer. High SUA levels are a risk factor for pancreatic cancer in females and gallbladder cancer in males. A U-shaped association with the liver cancer risk was identified.
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Affiliation(s)
- Chong-Fei Huang
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Jun-Jun Huang
- Scientific Research and Planning Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
| | - Ning-Ning Mi
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
| | - Yan-Yan Lin
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Qiang-Sheng He
- Clinical Research Center and Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen 518107, Guangdong Province, China
| | - Ya-Wen Lu
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Ping Yue
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Bing Bai
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Jin-Duo Zhang
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Chao Zhang
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Teng Cai
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Wen-Kang Fu
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Long Gao
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
| | - Xun Li
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
- The Fifth Department of General Surgery, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
| | - Jin-Qiu Yuan
- Clinical Research Center and Scientific Research Center, The Seventh Affiliated Hospital, Sun Yat-sen University, Shenzhen 518107, Guangdong Province, China
| | - Wen-Bo Meng
- The First Clinical Medical School, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Special Minimally Invasive Surgery Department, The First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China
- Institute of Genetics, School of Basic Medical Sciences, Lanzhou University, Lanzhou 730000, Gansu Province, China
- Gansu Province Institute of Hepatopancreatobiliary, Lanzhou 730000, Gansu Province, China
- Gansu Province Key Laboratory Biotherapy and Regenerative Medicine, Lanzhou 730000, Gansu Province, China
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