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Payne K, Suriyanarayanan H, Brooks J, Mehanna H, Nankivell P, Gendoo D. Exploring the impact of intra-tumoural heterogeneity on liquid biopsy cell-free DNA methylation and copy number in head and neck squamous cell carcinoma. Oral Oncol 2024; 158:107011. [PMID: 39236578 DOI: 10.1016/j.oraloncology.2024.107011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2024] [Revised: 08/01/2024] [Accepted: 08/26/2024] [Indexed: 09/07/2024]
Abstract
Liquid biopsy profiling is gaining increasing promise towards biomarker-led identification and disease stratification of tumours, particularly for tumours displaying significant intra-tumoural heterogeneity (ITH). For head and neck squamous cell carcinoma (HNSCC), which display high levels of genetic ITH, identification of epigenetic modifications and methylation signatures has shown multiple uses in stratification of HNSCC for prognosis, treatment, and HPV status. In this study, we investigated the potential of liquid biopsy methylomics and genomic copy number to profile HNSCC. We conducted multi-region sampling of tumour core, tumour margin and normal adjacent mucosa, as well as plasma cell-free DNA (cfDNA) across 9 HNSCC patients. Collectively, our work highlights the prevalence of methylomic ITH in HNSCC, and demonstrates the potential of cfDNA methylation as a tool for ITH assessment and serial sampling.
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Affiliation(s)
- Karl Payne
- Institute of Head and Neck Studies and Education, University of Birmingham, Birmingham B15 2TT, United Kingdom.
| | - Harini Suriyanarayanan
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Jill Brooks
- Institute of Head and Neck Studies and Education, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Hisham Mehanna
- Institute of Head and Neck Studies and Education, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Paul Nankivell
- Institute of Head and Neck Studies and Education, University of Birmingham, Birmingham B15 2TT, United Kingdom
| | - Deena Gendoo
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham B15 2TT, United Kingdom; Institute for Interdisciplinary Data Science and AI, University of Birmingham, Birmingham B15 2TT, United Kingdom.
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Wu Y, Wang S, Zhang W, Zhu F, Zhang L, Chen S, Ye C, Sun Y, Huang X, Celentano A, Ni Y. Prognostic impact of muscle invasion in buccal mucosa squamous cell carcinoma. Oral Dis 2024; 30:2907-2917. [PMID: 37727981 DOI: 10.1111/odi.14744] [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: 03/27/2023] [Revised: 08/26/2023] [Accepted: 09/01/2023] [Indexed: 09/21/2023]
Abstract
OBJECTIVE The objective of the study was to assess the prognostic value of muscle invasion (MI), a key histopathological feature of tumor aggressiveness, and construct a superior prognostic prediction model combining the current TNM staging system. MATERIALS AND METHODS MI was analyzed in the whole-slide images from a total of 301 patients with primary buccal mucosa squamous cell carcinoma (BMSCC). Survival times of patients with/without MI were evaluated by Kaplan-Meier analysis. MI was further combined with the TNM staging system to explore its predictive value for prognosis. Moreover, 204 cases of head and neck carcinoma from the TCGA database were included. RESULTS MI positive rate reached to 76% (229/301) in patients with BMSCC. MI was associated with poor overall survival (p = 0.012) and disease-free survival (p = 0.022). The novel system (TNM staging combined with MI) revealed strong predictive performance, with the largest area under the curve (OS: p < 0.001, DFS: p < 0.004). MI and the established classification system were also had good predictive ability in the TCGA cohort. CONCLUSIONS MI is an independent predictor of poor prognosis of BMSCC. The inclusion of MI in prediction system can augment the risk stratification of patients with oral squamous cell carcinoma and may assist in the clinical decision-making process.
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Affiliation(s)
- Yan Wu
- Central Laboratory of Stomatology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- Department of Pathology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Shuai Wang
- Central Laboratory of Stomatology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- Department of Oral and Maxillofacial Surgery, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Weixian Zhang
- Central Laboratory of Stomatology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Feng Zhu
- Department of Oral and Maxillofacial Surgery, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Lei Zhang
- Department of Pathology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Sheng Chen
- Department of Pathology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Chuanjin Ye
- Department of Pathology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Yawei Sun
- Central Laboratory of Stomatology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
- Department of Oral and Maxillofacial Surgery, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Xiaofeng Huang
- Department of Pathology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Antonio Celentano
- Melbourne Dental School, The University of Melbourne, Carlton, Victoria, Australia
| | - Yanhong Ni
- Central Laboratory of Stomatology, Nanjing Stomatological Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
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Payne KFB, Brotherwood P, Suriyanarayanan H, Brooks JM, Batis N, Beggs AD, Gendoo DMA, Mehanna H, Nankivell P. Circulating tumour DNA detects somatic variants contributing to spatial and temporal intra-tumoural heterogeneity in head and neck squamous cell carcinoma. Front Oncol 2024; 14:1374816. [PMID: 38846976 PMCID: PMC11154907 DOI: 10.3389/fonc.2024.1374816] [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: 01/22/2024] [Accepted: 04/09/2024] [Indexed: 06/09/2024] Open
Abstract
Background As circulating tumour DNA (ctDNA) liquid biopsy analysis is increasingly incorporated into modern oncological practice, establishing the impact of genomic intra-tumoural heterogeneity (ITH) upon data output is paramount. Despite advances in other cancer types the evidence base in head and neck squamous cell carcinoma (HNSCC) remains poor. We sought to investigate the utility of ctDNA to detect ITH in HNSCC. Methods In a pilot cohort of 9 treatment-naïve HNSCC patients, DNA from two intra-tumoural sites (core and margin) was whole-exome sequenced. A 9-gene panel was designed to perform targeted sequencing on pre-treatment plasma cell-free DNA and selected post-treatment samples. Results Rates of genomic ITH among the 9 patients was high. COSMIC variants from 19 TCGA HNSCC genes demonstrated an 86.9% heterogeneity rate (present in one tumour sub-site only). Across all patients, cell-free DNA (ctDNA) identified 12.9% (range 7.5-19.8%) of tumour-specific variants, of which 55.6% were specific to a single tumour sub-site only. CtDNA identified 79.0% (range: 55.6-90.9%) of high-frequency variants (tumour VAF>5%). Analysis of ctDNA in serial post-treatment blood samples in patients who suffered recurrence demonstrated dynamic changes in both tumour-specific and acquired variants that predicted recurrence ahead of clinical detection. Conclusion We demonstrate that a ctDNA liquid biopsy identified spatial genomic ITH in HNSCC and reliably detected high-frequency driver mutations. Serial sampling allowed post-treatment surveillance and early identification of treatment failure.
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Affiliation(s)
- Karl F. B. Payne
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Peter Brotherwood
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Harini Suriyanarayanan
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Jill M. Brooks
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Nikolaos Batis
- School of Biomedical Sciences, Institute of Clinical Sciences, College of Medical and Dental Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Andrew D. Beggs
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Deena M. A. Gendoo
- Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
- Institute for Interdisciplinary Data Science and AI, University of Birmingham, Birmingham, United Kingdom
| | - Hisham Mehanna
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
| | - Paul Nankivell
- Institute of Head and Neck Studies and Education, Institute of Cancer and Genomic Sciences, University of Birmingham, Birmingham, United Kingdom
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Nguyen VC, Nguyen TH, Phan TH, Tran THT, Pham TTT, Ho TD, Nguyen HHT, Duong ML, Nguyen CM, Nguyen QTB, Bach HPT, Kim VV, Pham TA, Nguyen BT, Nguyen TNV, Huynh LAK, Tran VU, Tran TTT, Nguyen TD, Phu DTB, Phan BHH, Nguyen QTT, Truong DK, Do TTT, Nguyen HN, Phan MD, Giang H, Tran LS. Fragment length profiles of cancer mutations enhance detection of circulating tumor DNA in patients with early-stage hepatocellular carcinoma. BMC Cancer 2023; 23:233. [PMID: 36915069 PMCID: PMC10009971 DOI: 10.1186/s12885-023-10681-0] [Citation(s) in RCA: 12] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2022] [Accepted: 02/27/2023] [Indexed: 03/16/2023] Open
Abstract
BACKGROUND Late detection of hepatocellular carcinoma (HCC) results in an overall 5-year survival rate of less than 16%. Liquid biopsy (LB) assays based on detecting circulating tumor DNA (ctDNA) might provide an opportunity to detect HCC early noninvasively. Increasing evidence indicates that ctDNA detection using mutation-based assays is significantly challenged by the abundance of white blood cell-derived mutations, non-tumor tissue-derived somatic mutations in plasma, and the mutational tumor heterogeneity. METHODS Here, we employed concurrent analysis of cancer-related mutations, and their fragment length profiles to differentiate mutations from different sources. To distinguish persons with HCC (PwHCC) from healthy participants, we built a classification model using three fragmentomic features of ctDNA through deep sequencing of thirteen genes associated with HCC. RESULTS Our model achieved an area under the curve (AUC) of 0.88, a sensitivity of 89%, and a specificity of 82% in the discovery cohort consisting of 55 PwHCC and 55 healthy participants. In an independent validation cohort of 54 PwHCC and 53 healthy participants, the established model achieved comparable classification performance with an AUC of 0.86 and yielded a sensitivity and specificity of 81%. CONCLUSIONS Our study provides a rationale for subsequent clinical evaluation of our assay performance in a large-scale prospective study.
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Affiliation(s)
- Van-Chu Nguyen
- National Cancer Hospital, Hanoi, Vietnam.,Hanoi Medical University, Hanoi, Vietnam
| | - Trong Hieu Nguyen
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | | | - Thanh-Huong Thi Tran
- National Cancer Hospital, Hanoi, Vietnam.,Hanoi Medical University, Hanoi, Vietnam
| | | | - Tan Dat Ho
- MEDIC Medical Center, Ho Chi Minh City, Vietnam
| | - Hue Hanh Thi Nguyen
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | | | - Cao Minh Nguyen
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | - Que-Tran Bui Nguyen
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | | | - Van-Vu Kim
- National Cancer Hospital, Hanoi, Vietnam.,Hanoi Medical University, Hanoi, Vietnam
| | | | | | | | - Le Anh Khoa Huynh
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Virginia Commonwealth University, Richmond, USA
| | - Vu Uyen Tran
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | - Thuy Thi Thu Tran
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | | | | | | | - Quynh-Tho Thi Nguyen
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam
| | - Dinh-Kiet Truong
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam
| | - Thanh-Thuy Thi Do
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam
| | - Hoai-Nghia Nguyen
- University of Medicine and Pharmacy at Ho Chi Minh City, Ho Chi Minh City, Vietnam
| | - Minh-Duy Phan
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam.,Gene Solutions, Ho Chi Minh City, Vietnam
| | - Hoa Giang
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam. .,Gene Solutions, Ho Chi Minh City, Vietnam.
| | - Le Son Tran
- Medical Genetics Institute, 186 Nguyen Duy Duong, Ward 3, District 10, Ho Chi Minh City, Vietnam. .,Gene Solutions, Ho Chi Minh City, Vietnam.
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Gołąbek K, Rączka G, Gaździcka J, Miśkiewicz-Orczyk K, Zięba N, Krakowczyk Ł, Misiołek M, Strzelczyk JK. Expression Profiles of CDKN2A, MDM2, E2F2 and LTF Genes in Oral Squamous Cell Carcinoma. Biomedicines 2022; 10:biomedicines10123011. [PMID: 36551770 PMCID: PMC9775533 DOI: 10.3390/biomedicines10123011] [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: 11/01/2022] [Revised: 11/17/2022] [Accepted: 11/20/2022] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Oral squamous cell carcinoma (OSCC) is one of the most commonly detected neoplasms worldwide. Not all mechanisms associated with cell cycle disturbances are known in OSCC. Examples of genes involved in the control of the cell cycle are CDKN2A, MDM2, E2F2 and LTF. The aim of this study was to examine the possible association between CDKN2A, MDM2, E2F2 and LTF mRNA expression and influence on clinical variables. METHODS The study group consisted of 88 Polish patients. The gene expression levels were assessed by quantitative reverse transcription PCR. RESULTS We found no statistically significant differences in the expression level of CDKN2A, MDM2, E2F2 and LTF genes in tumour samples compared to margin samples. No association was found between the gene expression levels and clinical parameters, except E2F2. The patients with G2 tumours had a significantly higher gene expression level of E2F2 than patients with low-grade G1 tumours. CONCLUSIONS We have not demonstrated that a change in expression profiles of genes has a significant impact on the pathogenesis of OSCC. It may also be useful to conduct further studies on the use of E2F2 expression profile changes as a factor to describe the invasiveness and dynamics of OSCC development.
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Affiliation(s)
- Karolina Gołąbek
- Department of Medical and Molecular Biology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 19 Jordana Str., 41-808 Zabrze, Poland
- Correspondence:
| | - Grzegorz Rączka
- Department of Forest Management Planning, Poznań University of Life Sciences, 71 C Wojska Polskiego Str., 60-625 Poznan, Poland
| | - Jadwiga Gaździcka
- Department of Medical and Molecular Biology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 19 Jordana Str., 41-808 Zabrze, Poland
| | - Katarzyna Miśkiewicz-Orczyk
- Department of Otorhinolaryngology and Oncological Laryngology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 10 C Skłodowskiej Str., 41-800 Zabrze, Poland
| | - Natalia Zięba
- Department of Otorhinolaryngology and Oncological Laryngology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 10 C Skłodowskiej Str., 41-800 Zabrze, Poland
| | - Łukasz Krakowczyk
- Clinic of Oncological and Reconstructive Surgery, Maria Sklodowska-Curie National Research Institute of Oncology, 15 Wybrzeże Armii Krajowej Str., 44-102 Gliwice, Poland
| | - Maciej Misiołek
- Department of Otorhinolaryngology and Oncological Laryngology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 10 C Skłodowskiej Str., 41-800 Zabrze, Poland
| | - Joanna Katarzyna Strzelczyk
- Department of Medical and Molecular Biology, Faculty of Medical Sciences in Zabrze, Medical University of Silesia in Katowice, 19 Jordana Str., 41-808 Zabrze, Poland
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Towards Personalized Sampling in Clear Cell Renal Cell Carcinomas. Cancers (Basel) 2022; 14:cancers14143381. [PMID: 35884442 PMCID: PMC9322795 DOI: 10.3390/cancers14143381] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Revised: 07/07/2022] [Accepted: 07/11/2022] [Indexed: 12/29/2022] Open
Abstract
Simple Summary Intratumor heterogeneity (ITH) is a constant event in malignant tumors and the cause of most therapeutic failures in modern oncology. Since clear cell renal cell carcinoma (CCRCC) is a paradigm of ITH, an appropriate tumor sampling is mandatory to unveil its histological and genomic complexity. Several strategies have been developed for such a purpose, trading-off cost and benefit. Here, we propose an evolution of the previous multisite tumor sampling (MSTS) strategy based on the last findings in the spatial distribution of metastasizing clones. This new personalized MSTS pays special attention to sample by sectors peripheral zones of the tumor, where ITH is high. Abstract Intratumor heterogeneity (ITH) is a constant evolutionary event in all malignant tumors, and clear cell renal cell carcinoma (CCRCC) is a paradigmatic example. ITH is responsible for most therapeutic failures in the era of precision oncology, so its precise detection remains a must in modern medicine. Unfortunately, classic sampling protocols do not resolve the problem as expected and several strategies have been being implemented in recent years to improve such detection. Basically, multisite tumor sampling (MSTS) and the homogenization of the residual tumor tissue are on display. A next step of the MSTS strategy considering the recently discovered patterns of ITH regionalization is presented here, the so-called personalized MSTS (pMSTS). This modification consists of paying more attention to sample the tumor periphery since it is this area with maximum levels of ITH.
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Manini C, López-Fernández E, López JI. Precision sampling fuels precision oncology: an evolutionary perspective. Trends Cancer 2021; 7:978-981. [PMID: 34493466 DOI: 10.1016/j.trecan.2021.08.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 07/14/2021] [Accepted: 08/16/2021] [Indexed: 02/03/2023]
Abstract
Intratumor heterogeneity (ITH) develops in malignant tumors. Precision sampling that captures this tumor variability is essential for the implementation of precision oncology. We highlight the necessity to update current sampling protocols and implement a strategy to ensure ITH detection and characterization. A cost-effective strategy for such sampling has been modeled in clear cell renal cell carcinoma (CCRCC).
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Affiliation(s)
- Claudia Manini
- Department of Pathology, San Giovanni Bosco Hospital, 10154 Turin, Italy
| | - Estíbaliz López-Fernández
- FISABIO Foundation, 46020, Valencia, Spain; Department of Health Sciences, European University of Valencia, 46023, Valencia, Spain
| | - José I López
- Department of Pathology, Cruces University Hospital, 48903 Barakaldo, Bizkaia, Spain; Biocruces-Bizkaia Institute, 48903 Barakaldo, Bizkaia, Spain.
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