Corresponding author
Prof. Michael I. Koukourakis, MD, Ph.D., Department of Radiotherapy/Oncology, Democritus University of Thrace, Alexandroupolis 68100, Greece. Tel: +30 2551351628, Fax: +30 2551030349, email:
targ@her.forthnet.gr
Abstract
Circulating cell-free DNA (cfDNA) in the blood of cancer patients contains tumor-specific mutated genes and viral genome that can be identified and quantified as ‘tumor-specific cfDNA’ (circulating tumor DNA, ctDNA). Various technologies are available that offer reliable detection of ctDNA at a low concentration. Quantitative and qualitative analysis of ctDNA may be of prognostic and predictive value in oncology. Here, we present concisely the experience on the assessment of ctDNA levels and kinetics during therapy in the outcome of radiotherapy (RT) and chemo-radiotherapy (CRT) in squamous cell head-neck cancer and esophageal squamous cell cancer patients. The levels of circulating viral (human papilloma virus or Epstein-Barr) ctDNA, and levels of total, mutated or methylated ctDNA at diagnosis are linked with tumor burden and clinical aggressiveness, and may be of prognostic or even predictive value of RT/CRT efficacy. Persistent ctDNA levels after therapy seem to predict high rates of tumor relapse several months before radiological documentation. This can prove of value for the identification of subgroups of patients who could benefit from RT dose-escalation or consolidation chemotherapy and immunotherapy, a hypothesis that should be tested in clinical trials.
Keywords: Liquid biopsy, cfDNA, ctDNA, head neck cancer, Esophageal cancer, radiotherapy, review
Squamous cell head-neck cancer (SCHNC) is a common malignancy linked etiologically with smoking habits and human papilloma virus (HPV) infection (1). Epstein-Barr virus (EBV) infection is also related to nasopharyngeal carcinomas, more often, of non-keratinizing histology (2). Surgery with postoperative radiotherapy (RT) or radical chemo-RT (CRT) for inoperable locally advanced disease provides a high overall curability in 67% of cases (3). Locoregional relapse remains the main cause of death in patients with SCHNC, as distant metastases occur in less than 30% of patients (4,5). In contrast to the overall high cure rates offered by RT for SCHNC patients, locally advanced esophageal squamous cell cancer (ESCC) has high mortality (6). Radical or preoperative CRT is considered the standard therapeutic approach, offering 2-year survival rates of 35-40% (7).
Monitoring the persistence of residual disease using computerized tomography or magnetic resonance imaging (CT/MRI) and positron emission tomography (PET-CT) after surgery or RT/CRT for SCHNC is important, as salvage therapy may improve control of the disease. Detectable post-irradiation tumor in PET-CT is a main determinant factor of relapse and prognosis (8). Micrometastatic or micro-residual disease may, however, escape the detection ability of radiological imaging. Blind biopsies from the primary site are difficult to perform, confer significant discomfort to patients, and can easily miss the site of residual tumor. Methods to detect remnant SCHNC based on liquid biopsies, thus plasma or saliva used for the detection of circulating tumor DNA or RNA have emerged as promising tools that are currently under clinical investigation (9-11).
Circulating cell-free DNA (cfDNA) in the blood of cancer patients corresponds to fragmented DNA released by normal and cancerous tissues (DNA size of 100-800 base pairs) (12). Host, mitochondrial and viral DNA is released from cells undergoing various death pathways, including apoptosis and necrosis, or as a result of extracellular excretion through vesicles (13). High rates of proliferation and death that characterize cancer tissues are the cause of increased cfDNA content in the blood of patients. Such DNA fragments contain tumor-specific mutated genes and viral genome that can be identified and quantified as ‘tumor-specific cfDNA’ (circulating tumor DNA, ctDNA) (14). Whether genetic analysis from ctDNA provides comparable results to DNA analysis from circulating tumor cells has not been thoroughly investigated. In a comparative study by Lee et al., analysis of 20 pairs of cfDNA and circulating tumor cell DNA showed partial overlapping, while a significant number of genetic variants were unique for each one of the examined types of samples (15). Authors suggested that a combinatory analysis could improve the sensitivity of liquid biopsies, but further investigation is demanded.
Various technologies are available that offer reliable detection of ctDNA at a low concentration (16). Real-time PCR, digital PCR, and next-generation sequencing (NGS) are among the widely applied. Digital PCR, including droplet digital PCR and BEAMing (beads, emulsions, amplification, and magnetics), is used to detect point mutations at very low allele fractions. NGS is founded on the detection and analysis of millions of short DNA sequences, with high sensitivity and specificity. Analysis of data from NGS demands bioinformatics to allow detection of single nucleotide polymorphisms (SNPs), insertions and deletions (indels) or copy number aberrations (CNAs).
The aim of the current short review is to present concisely the experience on the assessment of ctDNA levels and kinetics during therapy in the outcome of RT/CRT in SCHNC and ESCC patients. The literature search was performed in the EMBASE and MEDLINE databases using the text-words: “radiotherapy”, “head neck cancer”, “esophageal cancer”, “circulating DNA”, “cell-free DNA”, “ctDNA”. Clinical studies focusing on the cfDNA and ctDNA quantification and their kinetics and correlation with RT outcome were included.
Non-specific cfDNA
Although blood circulating and saliva residing DNA fragments contain tumor-specific mutated genes and viral genome fragments that can be quantified as tumor-specific ctDNA, the total quantity of the non-specific cfDNA content can be used as a marker of tumor aggressiveness. High amounts of DNA fragments released in the body fluids and plasma may indicate high proliferation and death of cancer cells, necrosis, or other biological pathways linked to tumor aggressiveness, and, moreover, persistent cfDNA content may indicate lack of tumor regression during therapy. Indeed, several studies suggest that cfDNA level reduction predict better chemotherapy outcome in patients with gastric, pancreatic, and lung cancer (17-19).
Mazurek et al. reported a study on the cfDNA levels in 200 patients with SCHNC, showing that high levels characterized patients with advanced stage and lymph node metastasis (20). A small study by Verma et al. on 24 SCHNC patients undergoing CRT displayed that increasing cfDNA levels after the end of therapy defined clinically residual disease (21). Moreover, a report on 61 patients with ESCC treated with CRT showed that although cfDNA levels were not related with response to therapy, low short fragment DNA content defined better response and prognosis (22).
Viral HPV ctDNA
As a substantial proportion of SCHNCs of the oral cavity and oropharynx are HPV-related tumors (23), quantification of HPV ctDNA in liquid biopsies is useful to detect remnant HPV+ tumors and eventually monitor the efficacy of RT/CRT. An interesting study by Damerla et al. examined 97 patients with HPV+ oropharyngeal cancer (OPC), where detectable HPV16 ctDNA was observed in 90/97 cases, and HPV33 ctDNA in additionally three cases. A study by Veyer et al. analyzed 66 patients with HPV+ OPC and showed that high HPV ctDNA levels were linked with advanced T- and N-stage (24).
Leung et al. applied NGS for HPV-sequencing in patients with OPC treated with CRT and demonstrated that detectable HPV ctDNA at the end of treatment was linked with poor progression-free survival (PFS) (25). Cao et al. examined 34 cases with stage III OPC treated with CRT (26). Low pretreatment levels and an early rise in HPV ctDNA during the first two weeks of therapy was associated with better PFS. In a report by Chera et al. on 67 patients with HPV+ OPC, HPV16 ctDNA levels directly correlated with tumor burden (27). More than 95% clearance of HPV16 ctDNA was obtained in 19/67 of patients on the 28th day of CRT, and none of these patients had residual disease or relapsed after CRT. In contrast, 35% of the rest of patients recurred after therapy. A large study by Dahlstrom et al. included 262 OPC patients, reporting that pretreatment HPV ctDNA was higher in patients with node involvement and distant metastasis (28). Although authors did not specify the treatment of patients, undetectable HPV ctDNA before therapy among patients with HPV+ tumors, was linked with better PFS.
Viral EBV ctDNA
EBV is also a causative factor for the development of non-keratinizing and undifferentiated nasopharyngeal cancer (NPC), especially in North Africa and Asia (29). EBNA1 and latent membrane proteins LMP1 and LMP2 are encoded by the EBV viral genome and can be targeted for ctDNA-assessment in liquid biopsies.
Lo et al. studied the EBV ctDNA in the plasma of 389 NPC patients treated with RT (30). During the follow-up, 63 patients developed metastasis, and 60 of them had detectable EBV ctDNA. In 23 out of 45 patients who developed local relapse, EBV ctDNA was also detectable. Moreover, Li et al. assessed the pre-RT plasma levels of EBV ctDNA (BamHI-W region of the virus), reporting detectable levels in 69.4% of patients (31). Locoregional recurrence was linked with persistent EBV ctDNA detection in 56.4% of patients during the follow-up, while this rose to 93.9% in patients who developed metastasis. Detectable EBV ctDNA was noted in only 12.8% of patients who remained without disease. A study by Wang et al. reported on 41 NPC patients who underwent PET-CT after RT, showing that all 36 patients with detectable EBV (BamHI-W region) ctDNA post-treatment had recurrent tumor, while five patients with undetectable EBV ctDNA levels had normal PET-CT imaging (32).
A large study on 1,984 patients with non-metastatic NPC has been published by Chen et al. (33), where assessment of EBV ctDNA was serially performed during the follow-up of patients after RT. Detectable EBV ctDNA (BamHI-W region) was recorded in 767 (38.7%) of patients and 63.8% of them developed disease relapse, whereas patients with undetectable EBV ctDNA had a lower relapse rate (8.6%). Detection of ctDNA preceded by a median of 2.3 months (up to 9.5 months) the clinical manifestation of tumor.
Mutated ctDNA
SCHNC is frequently linked with mutations of genes related to cell proliferation and survival (TP53, EGFR, HRAS, RET, and PIK3CA), cellular differentiation (NOTCH1, Hedgehog, WNT), cell adhesion (FAT1,4), and cell-cycle regulation [cyclin-dependent kinase inhibitor 2A (CDKN2A) and cyclin D1 (CCND1)]. Panels of such genes have been used to detect mutations of ctDNA in liquid biopsies (34-36). van Ginkel et al. reported a retrospective analysis of 239 patients with SCHNC showing that TP53 mutations are detectable in 83% of tumor samples, while other gene mutations like in CDKN2A, PIK3CA, HRAS, CDK4, FBXW7 and RB1 genes ranged from 0-21% (37). Similarly, Flach et al. found that TP53 mutations were the most frequently detected in ctDNA analysis, followed by NOTCH1, NF1 and CDKN2A gene mutations (38). Detection of TP53 mutations in ctDNA is quite high, as Economopoulou et al. reported a rate of 32.6% in a series of 45 SCHNC patients, a percentage close to the 40% recorded in cancer tissue samples from the same patients (39). In addition, Wang et al. documented ctDNA somatic mutations in the saliva of 76% of SCHNC patients examined (34). Besides HPV ctDNA, authors found TP53 mutations in 92% of samples. However, there are no reports in the literature focusing on detecting mutations in ctDNA and response to RT/CRT. The LIONESS study was designed to detect up to 52 somatic variants in 17 patients with SCHNC treated with surgery (40). During the follow-up, ctDNA mutations preceded clinical documentation of disease progression by 10-253 days.
Focusing on ESCC, Eyck et al. reported a study on 24 cases of ESCC with confirmed mutations in bioptic tissue material, where detection of mutations in ctDNA before treatment was feasible in 38% of them (41). Wang et al. reported a study on 40 patients treated with RT/CRT, showing that out of 16 patients who had progressive disease after therapy 69% had detectable ctDNA at a median of 4.4 months before radiological detection (42). Detectable ctDNA one month or 3-6 months after therapy was linked with inferior PFS, while ctDNA clearance within one month from therapy defined a better prognosis. Azad et al. published a series of 45 ESCC patients who underwent preoperative CRT (43). Detectable ctDNA after CRT was linked with shorter PFS, and detection preceded radiological confirmation of progression by an average of 2.8 months. Of interest, several patients had new mutations detected in the ctDNA after CRT.
Morimoto et al. found that in ESCC patients treated with neoadjuvant chemotherapy, persistent ctDNA after surgery related with poor PFS (recurrences 90% vs. 0%) (44). Low post/pre-chemotherapy ctDNA mutation levels have been linked with better overall survival in a series of 42 ESCC patients (45). High ctDNA levels in patients with ESCC have been also linked with poor response to immunotherapy with immune checkpoint inhibitors (46).
Methylated ctDNA
Gene hypo- and hyper-methylation is an epigenetic mechanism of repression or over-expression of genes. The best-studied methylation occurs in the 5-carbon cytosine position in CpG dinucleotides. Biron et al. reported differential histone gene methylation between HPV+ and negative OPCs (47,48). Hypermethylation of WT1, PAX6, CADM1, RARβ genes in HPV+ oropharyngeal cancer has been documented, and PAX5 methylation occurred mainly in metastatic disease (49).
The methylation status of ctDNA can also be assessed in liquid biopsies from patients with SCHNC (50). In a study by Birkenova et al., ctDNA methylation was detectable years before the clinical manifestation of cancer (51). CpG site methylation of promoter regions of 807 genes has been reported in the saliva of patients with SCHNC (52), and arrays have been proposed as biomarkers.
A study by Righini et al. in 90 patients with SCHNC examined the methylation status of 11 genes, showing that at least one of the genes MGMT, p16, RASSF1A, and p16 was methylated in 75% of patients, but this was not related to the prognosis of patients. Nevertheless, abnormal methylation was detected during the follow-up of patients a few months before clinical documentation of relapse (53). However, the study did not specify the treatment type that patients had received.
Another study by Rettori et al. examined the methylation status of genes in the saliva of patients with SCHNC, identifying five hypermethylated genes with high specificity for the presence of tumor, namely CCNA1, DAPK, DCC, MGMT and TIMP3 (54). Hypermethylation of the TIMP3 was linked with better local-recurrence free survival, but authors did not comment on the type of treatment offered to patients. Shen et al. also reported on 53 patients with OPC treated with CRT, where hypermethylation of the EDNRB gene as detected in the saliva of patients preceded the detection of clinical relapse after therapy (55).
Tumor Mutational Burden ctDNA
The tumor mutational burden (TMB) assessed in cancer tissues has been established as a standard biomarker for the administration of immune checkpoint inhibitors (ICIs). Assessment of TMB by NGS provides the total number of mutations existing in the tumor genome. High TMB has been associated with better overall survival (OS) in SCHNC patients treated with immunotherapy (56,57). It is postulated that the higher number of mutations relates to a higher number of mutated proteins produced by the tumor, leading to a high number of antigenic peptide release and presentation by HLAs, increasing tumor antigenicity and recognition by dendritic and cytotoxic T-cells.
TMB assessment is also feasible in plasma samples from ctDNA, although inconsistencies have been reported among the various existing blood-NGS tests (58). Wildsmith et al. reported that TMB in ctDNA was not related to PD-L1 expression or HPV-status in SCHNC but was associated with better PFS and OS in patients treated with durvalumab (anti-PD-L1) and tremelimumab (anti-CTLA4) (56). Combination of RT with avelumab anti-PD-L1 immunotherapy failed to show a benefit when added to standard CRT (59). Similarly, the French GORTEC 2015-01 reported a lack of benefit from the addition of pembrolizumab to RT vs. cetuximab-RT (60). The use of ctDNA-based TMB assessment may prove useful to identify subgroups of SCHNC patients who would benefit from the addition of ICIs to standard RT and CRT.
Conclusion
Liquid biopsies and detection of ctDNA in the plasma and saliva emerge as important tools to integrate in the diagnostic and therapeutic algorithm for patients with SCHNC and ESCC. Table I reports the published studies and main findings of liquid biopsy analysis in patients with SCHNC and ESCC. Initial circulating viral (HPV or EBV) ctDNA levels, and levels of total, mutated or methylated ctDNA are linked with tumor burden and clinical aggressiveness, and may be of prognostic or even predictive value of RT/CRT efficacy. Persistent ctDNA levels after therapy seem to predict high rates of tumor relapse several months before radiological documentation. This can prove of value for the identification of subgroups of patients who could benefit from RT dose-escalation or consolidation chemotherapy and immunotherapy, a hypothesis that should be tested in clinical trials (Figure 1).
Conflicts of Interest
There are no conflicts of interest to report in relation to this study.
Authors’ Contributions
IMK: Literature search, analysis, writing of the first draft, approval for submission; EX: Literature search, analysis, writing of the first draft, approval for submission; MIK: Conception, design, critical analysis of papers, writing, approval for submission.
Funding
This research has been co-financed by the European Regional Development Fund of the European Union and Greek National Funds through the Operational Program Competitiveness, Entrepreneurship, and Innovation, under the call RESEARCH–CREATE–INNOVATE (project code: T2EDK-03266, project acronym, and title: "BIOKAKETRA – Identification of genomic and transcriptomic prognostic bio-signatures in head and neck cancer").
References
1
Miranda-Galvis M
,
Loveless R
,
Kowalski L
&
Teng Y
. Impacts of environmental factors on head and neck cancer pathogenesis and progression. Cells.
10(2)
389
2021.
DOI:
10.3390/cells10020389
2
Chan J
. Virus-associated neoplasms of the nasopharynx and sinonasal tract: diagnostic problems. Mod Pathol.
30
S68
- S83
2017.
DOI:
10.1038/modpathol.2016.189
3
American Cancer Society
. Cancer Facts & Figures 2022; American Cancer Society: Atlanta, GA, USA, 2022.. Available at: https://www.cancer.org/content/dam/cancer-org/research/cancerfacts-and-statistics/annual-cancer-facts-and-figures/2022/2022-cancer-facts-and-figures.pdf.
4
Bernier J
,
Domenge C
,
Ozsahin M
,
Matuszewska K
,
Lefèbvre J
,
Greiner R
,
Giralt J
,
Maingon P
,
Rolland F
,
Bolla M
,
Cognetti F
,
Bourhis J
,
Kirkpatrick A
&
Van Glabbeke M
. Postoperative irradiation with or without concomitant chemotherapy for locally advanced head and neck cancer. N Engl J Med.
350(19)
1945
- 1952
2004.
DOI:
10.1056/NEJMoa032641
5
Cooper J
,
Pajak T
,
Forastiere A
,
Jacobs J
,
Campbell B
,
Saxman S
,
Kish J
,
Kim H
,
Cmelak A
,
Rotman M
,
Machtay M
,
Ensley J
,
Chao K
,
Schultz C
,
Lee N
&
Fu K
. Postoperative concurrent radiotherapy and chemotherapy for high-risk squamous-cell carcinoma of the head and neck. N Engl J Med.
350(19)
1937
- 1944
2004.
DOI:
10.1056/NEJMoa032646
6
Sung H
,
Ferlay J
,
Siegel R
,
Laversanne M
,
Soerjomataram I
,
Jemal A
&
Bray F
. Global cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin.
71(3)
209
- 249
2021.
DOI:
10.3322/caac.21660
7
Bedenne L
,
Michel P
,
Bouché O
,
Milan C
,
Mariette C
,
Conroy T
,
Pezet D
,
Roullet B
,
Seitz J
,
Herr J
,
Paillot B
,
Arveux P
,
Bonnetain F
&
Binquet C
. Chemoradiation followed by surgery compared with chemoradiation alone in squamous cancer of the esophagus: FFCD 9102. J Clin Oncol.
25(10)
1160
- 1168
2007.
DOI:
10.1200/JCO.2005.04.7118
8
De Ridder M
,
Gouw Z
,
Navran A
,
Hamming-Vrieze O
,
Jasperse B
,
Van den Brekel M
,
Vogel W
&
Al-Mamgani A
. FDG-PET/CT improves detection of residual disease and reduces the need for examination under anaesthesia in oropharyngeal cancer patients treated with (chemo-)radiation. Eur Arch Otorhinolaryngol.
276(5)
1447
- 1455
2019.
DOI:
10.1007/s00405-019-05340-9
9
Meng Y
,
Bian L
,
Zhang M
,
Bo F
,
Lu X
&
Li D
. Liquid biopsy and their application progress in head and neck cancer: focus on biomarkers CTCs, cfDNA, ctDNA and EVs. Biomarkers Med.
14(14)
1393
- 1404
2020.
DOI:
10.2217/bmm-2020-0022
10
Swiecicki P
,
Brennan J
,
Mierzwa M
,
Spector M
&
Brenner J
. Head and neck squamous cell carcinoma detection and surveillance: advances of liquid biomarkers. Laryngoscope.
129(8)
1836
- 1843
2019.
DOI:
10.1002/lary.27725
11
Ahn S
,
Chan J
,
Zhang Z
,
Wang H
,
Khan Z
,
Bishop J
,
Westra W
,
Koch W
&
Califano J
. Saliva and plasma quantitative polymerase chain reaction-based detection and surveillance of human papillomavirus-related head and neck cancer. JAMA Otolaryngol Neck Surg.
140(9)
846
2014.
DOI:
10.1001/jamaoto.2014.1338
12
Rumore P
&
Steinman C
. Endogenous circulating DNA in systemic lupus erythematosus. Occurrence as multimeric complexes bound to histone. J Clin Invest.
86(1)
69
- 74
1990.
DOI:
10.1172/JCI114716
13
Grabuschnig S
,
Bronkhorst A
,
Holdenrieder S
,
Rosales Rodriguez I
,
Schliep K
,
Schwendenwein D
,
Ungerer V
&
Sensen C
. Putative origins of cell-free DNA in humans: a review of active and passive nucleic acid release mechanisms. Int J Mol Sci.
21(21)
8062
2020.
DOI:
10.3390/ijms21218062
14
Casadio V
&
Salvi S
. Cell-free DNA as diagnostic markers: Methods and protocols. New York, NY, USA, Humana Press.
15
Lee S
,
Chae D
,
An J
,
Yoo S
,
Jung S
,
Chae C
,
Bhak J
,
Kim B
&
Cho D
. Combinatory analysis of cell-free and circulating tumor cell DNAs provides more variants for cancer treatment. Anticancer Res.
39(12)
6595
- 6602
2019.
DOI:
10.21873/anticanres.13875
16
Elazezy M
&
Joosse S
. Techniques of using circulating tumor DNA as a liquid biopsy component in cancer management. Comput Struct Biotechnol.
16
370
- 378
2018.
DOI:
10.1016/j.csbj.2018.10.002
17
Zhong Y
,
Fan Q
,
Zhou Z
,
Wang Y
,
He K
&
Lu J
. Plasma cfDNA as a potential biomarker to evaluate the efficacy of chemotherapy in gastric cancer. Cancer Manag Res.
12
3099
- 3106
2020.
DOI:
10.2147/CMAR.S243320
18
Christenson E
,
Lim S
,
Durham J
,
De Jesus-Acosta A
,
Bever K
,
Laheru D
,
Ryan A
,
Agarwal P
,
Scharpf R
,
Le D
&
Wang H
. Cell-free DNA predicts prolonged response to multi-agent chemotherapy in pancreatic ductal adenocarcinoma. Cancer Res Commun.
2(11)
1418
- 1425
2022.
DOI:
10.1158/2767-9764.CRC-22-0343
19
Tissot C
,
Toffart A
,
Villar S
,
Souquet P
,
Merle P
,
Moro-Sibilot D
,
Pérol M
,
Zavadil J
,
Brambilla C
,
Olivier M
&
Couraud S
. Circulating free DNA concentration is an independent prognostic biomarker in lung cancer. Eur Respir J.
46(6)
1773
- 1780
2015.
DOI:
10.1183/13993003.00676-2015
20
Mazurek AM
,
Rutkowski T
,
Fiszer-Kierzkowska A
,
Małusecka E
&
Składowski K
. Assessment of the total cfDNA and HPV16/18 detection in plasma samples of head and neck squamous cell carcinoma patients. Oral Oncol.
54
36
- 41
2016.
DOI:
10.1016/j.oraloncology.2015.12.002
21
Husain N
,
Verma T
,
Kumari S
,
Mishra S
,
Rastogi M
,
Tiwari V
,
Agarwal G
&
Anand N
. Circulating free DNA as a marker of response to chemoradiation in locally advanced head and neck squamous cell carcinoma. Indian J Pathol Microbiol.
63(4)
521
2020.
DOI:
10.4103/IJPM.IJPM_28_20
22
Kim E
,
Im H
,
Lee J
,
Cho E
,
Kim Y
,
Kim H
,
Kim J
&
Park S
. Genome-wide and size-based cell-free DNA indices as predictive biomarkers for locally advanced esophageal squamous cell carcinoma treated with preoperative or definitive chemoradiotherapy. Curr Probl Cancer.
45(3)
100685
2021.
DOI:
10.1016/j.currproblcancer.2020.100685
23
Tumban E
. A current update on human papillomavirus-associated head and neck cancers. Viruses.
11(10)
922
2019.
DOI:
10.3390/v11100922
24
Veyer D
,
Wack M
,
Mandavit M
,
Garrigou S
,
Hans S
,
Bonfils P
,
Tartour E
,
Bélec L
,
Wang-Renault SF
,
Laurent-Puig P
,
Mirghani H
,
Rance B
,
Taly V
,
Badoual C
&
Péré H
. HPV circulating tumoral DNA quantification by droplet-based digital PCR: A promising predictive and prognostic biomarker for HPV-associated oropharyngeal cancers. Int J Cancer.
147(4)
1222
- 1227
2020.
DOI:
10.1002/ijc.32804
25
Leung E
,
Han K
,
Zou J
,
Zhao Z
,
Zheng Y
,
Wang T
,
Rostami A
,
Siu L
,
Pugh T
&
Bratman S
. HPV sequencing facilitates ultrasensitive detection of HPV circulating tumor DNA. Clin Cancer Res.
27(21)
5857
- 5868
2021.
DOI:
10.1158/1078-0432.CCR-19-2384
26
Cao Y
,
Haring C
,
Brummel C
,
Bhambhani C
,
Aryal M
,
Lee C
,
Heft Neal M
,
Bhangale A
,
Gu W
,
Casper K
,
Malloy K
,
Sun Y
,
Shuman A
,
Prince M
,
Spector M
,
Chinn S
,
Shah J
,
Schonewolf C
,
McHugh J
,
Mills R
,
Tewari M
,
Worden F
,
Swiecicki P
,
Mierzwa M
&
Brenner J
. Early HPV ctDNA kinetics and imaging biomarkers predict therapeutic response in p16+ oropharyngeal squamous cell carcinoma. Clin Cancer Res.
28(2)
350
- 359
2022.
DOI:
10.1158/1078-0432.CCR-21-2338
27
Chera B
,
Kumar S
,
Beaty B
,
Marron D
,
Jefferys S
,
Green R
,
Goldman E
,
Amdur R
,
Sheets N
,
Dagan R
,
Hayes D
,
Weiss J
,
Grilley-Olson J
,
Zanation A
,
Hackman T
,
Blumberg J
,
Patel S
,
Weissler M
,
Tan X
,
Parker J
,
Mendenhall W
&
Gupta G
. Rapid clearance profile of plasma circulating tumor HPV type 16 DNA during chemoradiotherapy correlates with disease control in HPV-associated oropharyngeal cancer. Clin Cancer Res.
25(15)
4682
- 4690
2019.
DOI:
10.1158/1078-0432.CCR-19-0211
28
Dahlstrom K
,
Li G
,
Hussey C
,
Vo J
,
Wei Q
,
Zhao C
&
Sturgis E
. Circulating human papillomavirus DNA as a marker for disease extent and recurrence among patients with oropharyngeal cancer. Cancer.
121(19)
3455
- 3464
2015.
DOI:
10.1002/cncr.29538
29
Hsu C
,
Chan S
,
Chang K
,
Lin T
,
Lin C
,
Hsieh C
,
Huang S
,
Tsang N
,
Lee L
,
Ng S
&
Wang H
. Clinical scenario of EBV DNA follow-up in patients of treated localized nasopharyngeal carcinoma. Oral Oncol.
49(6)
620
- 625
2013.
DOI:
10.1016/j.oraloncology.2013.02.006
30
Lo YM
,
Chan LY
,
Chan AT
,
Leung SF
,
Lo KW
,
Zhang J
,
Lee JC
,
Hjelm NM
,
Johnson PJ
&
Huang DP
. Quantitative and temporal correlation between circulating cell-free Epstein-Barr virus DNA and tumor recurrence in nasopharyngeal carcinoma. Cancer Res.
59
5452
- 5455
1999.
31
Li W
,
Zhang Y
,
Huang X
,
Du X
,
Tang L
,
Chen L
,
Peng H
,
Guo R
,
Sun Y
&
Ma J
. Prognostic value of plasma Epstein-Barr virus DNA level during posttreatment follow-up in the patients with nasopharyngeal carcinoma having undergone intensity-modulated radiotherapy. Chin J Cancer.
36(1)
87
2017.
DOI:
10.1186/s40880-017-0256-x
32
Wang W
,
Twu C
,
Lin W
,
Jiang R
,
Liang K
,
Chen K
,
Wu C
,
Shih Y
&
Lin J
. Plasma Epstein-Barr virus DNA screening followed by 18F-fluoro-2-deoxy-D-glucose positron emission tomography in detecting posttreatment failures of nasopharyngeal carcinoma. Cancer.
117(19)
4452
- 4459
2011.
DOI:
10.1002/cncr.26069
33
Chen F
,
Huang X
,
Lv J
,
Wen D
,
Zhou G
,
Lin L
,
Kou J
,
Wu C
,
Chen Y
,
Zheng Z
,
Li Z
,
He X
&
Sun Y
. Prognostic potential of liquid biopsy tracking in the posttreatment surveillance of patients with nonmetastatic nasopharyngeal carcinoma. Cancer.
126(10)
2163
- 2173
2020.
DOI:
10.1002/cncr.32770
34
Wang Y
,
Springer S
,
Mulvey C
,
Silliman N
,
Schaefer J
,
Sausen M
,
James N
,
Rettig E
,
Guo T
,
Pickering C
,
Bishop J
,
Chung C
,
Califano J
,
Eisele D
,
Fakhry C
,
Gourin C
,
Ha P
,
Kang H
,
Kiess A
,
Koch W
,
Myers J
,
Quon H
,
Richmon J
,
Sidransky D
,
Tufano R
,
Westra W
,
Bettegowda C
,
Diaz L
,
Papadopoulos N
,
Kinzler K
,
Vogelstein B
&
Agrawal N
. Detection of somatic mutations and HPV in the saliva and plasma of patients with head and neck squamous cell carcinomas. Sci Transl Med.
7(293)
293ra104
2015.
DOI:
10.1126/scitranslmed.aaa8507
35
Schwaederle M
,
Chattopadhyay R
,
Kato S
,
Fanta P
,
Banks K
,
Choi I
,
Piccioni D
,
Ikeda S
,
Talasaz A
,
Lanman R
,
Bazhenova L
&
Kurzrock R
. Genomic alterations in circulating tumor DNA from diverse cancer patients identified by next-generation sequencing. Cancer Res.
77(19)
5419
- 5427
2017.
DOI:
10.1158/0008-5472.CAN-17-0885
36
Cui Y
,
Kim H
,
Cho E
,
Han D
,
Park J
,
Park J
,
Nam W
,
Kim H
,
Cha I
&
Cha Y
. Longitudinal detection of somatic mutations in saliva and plasma for the surveillance of oral squamous cell carcinomas. PLoS ONE.
16(9)
e0256979
2021.
DOI:
10.1371/journal.pone.0256979
37
Van Ginkel J
,
De Leng W
,
De Bree R
,
Van Es R
&
Willems S
. Targeted sequencing reveals TP53 as a potential diagnostic biomarker in the post-treatment surveillance of head and neck cancer. Oncotarget.
7(38)
61575
- 61586
2016.
DOI:
10.18632/oncotarget.11196
38
Flach S
,
Kumbrink J
,
Walz C
,
Hess J
,
Drexler G
,
Belka C
,
Canis M
,
Jung A
&
Baumeister P
. Analysis of genetic variants of frequently mutated genes in human papillomavirus-negative primary head and neck squamous cell carcinoma, resection margins, local recurrences and corresponding circulating cell-free DNA. J Oral Pathol Med.
51(8)
738
- 746
2022.
DOI:
10.1111/jop.13338
39
Economopoulou P
,
Spathis A
,
Kotsantis I
,
Maratou E
,
Anastasiou M
,
Moutafi M
,
Kirkasiadou M
,
Pantazopoulos A
,
Giannakakou M
,
Edelstein D
,
Sloane H
,
Fredebohm J
,
Jones F
,
Kyriazoglou A
,
Gavrielatou N
,
Foukas P
,
Panayiotides I
&
Psyrri A
. Next-generation sequencing (NGS) profiling of matched tumor and circulating tumor DNA (ctDNA) in head and neck squamous cell carcinoma (HNSCC). Oral Oncol.
139
106358
2023.
DOI:
10.1016/j.oraloncology.2023.106358
40
Flach S
,
Howarth K
,
Hackinger S
,
Pipinikas C
,
Ellis P
,
McLay K
,
Marsico G
,
Forshew T
,
Walz C
,
Reichel C
,
Gires O
,
Canis M
&
Baumeister P
. Liquid biopsy for minimal residual disease detection in head and neck squamous cell carcinoma (LIONESS)-a personalised circulating tumour DNA analysis in head and neck squamous cell carcinoma. Br J Cancer.
126(8)
1186
- 1195
2022.
DOI:
10.1038/s41416-022-01716-7
41
Eyck B
,
Jansen M
,
Noordman B
,
Atmodimedjo P
,
Van der Wilk B
,
Martens J
,
Helmijr J
,
Beaufort C
,
Mostert B
,
Doukas M
,
Wijnhoven B
,
Lagarde S
,
Van Lanschot J
&
Dinjens W
. Detection of circulating tumour DNA after neoadjuvant chemoradiotherapy in patients with locally advanced oesophageal cancer. J Pathol.
259(1)
35
- 45
2023.
DOI:
10.1002/path.6016
42
Wang X
,
Yu N
,
Cheng G
,
Zhang T
,
Wang J
,
Deng L
,
Li J
,
Zhao X
,
Xu Y
,
Yang P
,
Bai N
,
Li Y
&
Bi N
. Prognostic value of circulating tumour DNA during post-radiotherapy surveillance in locally advanced esophageal squamous cell carcinoma. Clin Transl Med.
12(11)
e1116
2022.
DOI:
10.1002/ctm2.1116
43
Azad T
,
Chaudhuri A
,
Fang P
,
Qiao Y
,
Esfahani M
,
Chabon J
,
Hamilton E
,
Yang Y
,
Lovejoy A
,
Newman A
,
Kurtz D
,
Jin M
,
Schroers-Martin J
,
Stehr H
,
Liu C
,
Hui A
,
Patel V
,
Maru D
,
Lin S
,
Alizadeh A
&
Diehn M
. Circulating tumor DNA analysis for detection of minimal residual disease after chemoradiotherapy for localized esophageal cancer. Gastroenterology.
158(3)
494
- 505.e6
2020.
DOI:
10.1053/j.gastro.2019.10.039
44
Morimoto Y
,
Matsuda S
,
Kawakubo H
,
Nakamura K
,
Kobayashi R
,
Hisaoka K
,
Okui J
,
Takeuchi M
,
Aimono E
,
Fukuda K
,
Nakamura R
,
Saya H
,
Nishihara H
&
Kitagawa Y
. Tumor burden monitoring with circulating tumor DNA during treatment in patients with esophageal squamous cell carcinoma. Ann Surg Oncol.
30(6)
3747
- 3756
2023.
DOI:
10.1245/s10434-023-13194-z
45
Fujisawa R
,
Iwaya T
,
Endo F
,
Idogawa M
,
Sasaki N
,
Hiraki H
,
Tange S
,
Hirano T
,
Koizumi Y
,
Abe M
,
Takahashi T
,
Yaegashi M
,
Akiyama Y
,
Masuda M
,
Sasaki A
,
Takahashi F
,
Sasaki Y
,
Tokino T
&
Nishizuka S
. Early dynamics of circulating tumor DNA predict chemotherapy responses for patients with esophageal cancer. Carcinogenesis.
42(10)
1239
- 1249
2021.
DOI:
10.1093/carcin/bgab088
46
Chen X
,
Xu X
,
Wang D
,
Liu J
,
Sun J
,
Lu M
,
Wang R
,
Hui B
,
Li X
,
Zhou C
,
Wang M
,
Qiu T
,
Cui S
,
Sun N
,
Li Y
,
Wang F
,
Liu C
,
Shao Y
,
Luo J
&
Gu Y
. Neoadjuvant sintilimab and chemotherapy in patients with potentially resectable esophageal squamous cell carcinoma (KEEP-G 03): an open-label, single-arm, phase 2 trial. J Immunother Cancer.
11(2)
e005830
2023.
DOI:
10.1136/jitc-2022-005830
47
Biron VL
,
Mohamed A
,
Hendzel MJ
,
Alan Underhill D
&
Seikaly H
. Epigenetic differences between human papillomavirus-positive and -negative oropharyngeal squamous cell carcinomas. J Otolaryngol Head Neck Surg 41 Suppl.
1
S65
- 70
2012.
48
Anayannis N
,
Schlecht N
&
Belbin T
. Epigenetic mechanisms of human papillomavirus-associated head and neck cancer. Arch Pathol Lab Med.
139(11)
1373
- 1378
2015.
DOI:
10.5858/arpa.2014-0554-RA
49
Birknerová N
,
Kovaříková H
,
Baranová I
,
Přikrylová A
,
Laco J
,
Vošmiková H
,
Gajdošová B
,
Hodek M
,
Vošmik M
,
Palička V
&
Chmelařová M
. DNA hypermethylation of CADM1, PAX5, WT1, RARβ, and PAX6 genes in oropharyngeal cancer associated with human papillomavirus. Epigenetics.
17(11)
1301
- 1310
2022.
DOI:
10.1080/15592294.2021.2018812
50
Birknerova N
,
Mancikova V
,
Paul E
,
Matyasovsky J
,
Cekan P
,
Palicka V
&
Parova H
. Circulating cell-free DNA-based methylation pattern in saliva for early diagnosis of head and neck cancer. Cancers (Basel).
14(19)
4882
2022.
DOI:
10.3390/cancers14194882
51
Chen X
,
Gole J
,
Gore A
,
He Q
,
Lu M
,
Min J
,
Yuan Z
,
Yang X
,
Jiang Y
,
Zhang T
,
Suo C
,
Li X
,
Cheng L
,
Zhang Z
,
Niu H
,
Li Z
,
Xie Z
,
Shi H
,
Zhang X
,
Fan M
,
Wang X
,
Yang Y
,
Dang J
,
Mcconnell C
,
Zhang J
,
Wang J
,
Yu S
,
Ye W
,
Gao Y
,
Zhang K
,
Liu R
&
Jin L
. Non-invasive early detection of cancer four years before conventional diagnosis using a blood test. Nat Commun.
11(1)
3475
2020.
DOI:
10.1038/s41467-020-17316-z
52
Viet C
&
Schmidt B
. Methylation array analysis of preoperative and postoperative saliva DNA in oral cancer patients. Cancer Epidemiol Biomarkers Prev.
17(12)
3603
- 3611
2008.
DOI:
10.1158/1055-9965.EPI-08-0507
53
Righini C
,
De Fraipont F
,
Timsit J
,
Faure C
,
Brambilla E
,
Reyt E
&
Favrot M
. Tumor-specific methylation in saliva: a promising biomarker for early detection of head and neck cancer recurrence. Clin Cancer Res.
13(4)
1179
- 1185
2007.
DOI:
10.1158/1078-0432.CCR-06-2027
54
Rettori M
,
De Carvalho A
,
Bomfim Longo A
,
De Oliveira C
,
Kowalski L
,
Carvalho A
&
Vettore A
. Prognostic significance of TIMP3 hypermethylation in post-treatment salivary rinse from head and neck squamous cell carcinoma patients. Carcinogenesis.
34(1)
20
- 27
2013.
DOI:
10.1093/carcin/bgs311
55
Shen S
,
Saito Y
,
Ren S
,
Liu C
,
Guo T
,
Qualliotine J
,
Khan Z
,
Sadat S
&
Califano J
. Targeting viral DNA and promoter hypermethylation in salivary rinses for recurrent HPV-positive oropharyngeal cancer. Otolaryngol Head Neck Surg.
162(4)
512
- 519
2020.
DOI:
10.1177/0194599820903031
56
Wildsmith S
,
Li W
,
Wu S
,
Stewart R
,
Morsli N
,
Raja R
,
Zhang Q
,
Ye J
,
He P
,
Shetty J
,
Yovine A
,
Holoweckyj N
,
Real K
,
Walker J
,
Wrona M
,
de Los Reyes M
,
Barker C
,
Whiteley J
,
Haddad R
,
Licitra L
,
Ferris R
,
Fayette J
,
Zandberg DP
,
Siu LL
&
Mesía R
. Tumor mutational burden as a predictor of survival with durvalumab and/or tremelimumab treatment in recurrent or metastatic head and neck squamous cell carcinoma. Clin Cancer Res.
20
CCR
- 22-2765
2023.
DOI:
10.1158/1078-0432.CCR-22-2765
57
Peng Y
,
Wang R
,
Liu Q
,
Xu X
,
Wei W
,
Huang X
,
Peng X
&
Liu Z
. Combination of tumor mutational burden and specific gene mutations stratifies outcome to immunotherapy across recurrent and metastatic head and neck squamous cell carcinoma. Front Genet.
12
756506
2021.
DOI:
10.3389/fgene.2021.756506
58
Sturgill E
,
Misch A
,
Jones C
,
Luckett D
,
Fu X
,
Schlauch D
,
Jones S
,
Burris H
,
Spigel D
&
Mckenzie A
. Discordance in tumor mutation burden from blood and tissue affects association with response to immune checkpoint inhibition in real-world settings. Oncologist.
27(3)
175
- 182
2022.
DOI:
10.1093/oncolo/oyab064
59
Lee N
,
Ferris R
,
Psyrri A
,
Haddad R
,
Tahara M
,
Bourhis J
,
Harrington K
,
Chang P
,
Lin J
,
Razaq M
,
Teixeira M
,
Lövey J
,
Chamois J
,
Rueda A
,
Hu C
,
Dunn L
,
Dvorkin M
,
De Beukelaer S
,
Pavlov D
,
Thurm H
&
Cohen E
. Avelumab plus standard-of-care chemoradiotherapy versus chemoradiotherapy alone in patients with locally advanced squamous cell carcinoma of the head and neck: a randomised, double-blind, placebo-controlled, multicentre, phase 3 trial. Lancet Oncol.
22(4)
450
- 462
2021.
DOI:
10.1016/S1470-2045(20)30737-3
60
Bourhis J
,
Sire C
,
Tao Y
,
Martin L
,
Alfonsi M
,
Prevost JB
,
Rives M
,
Lafond C
,
Tourani JM
,
Biau J
,
Geoffrois L
,
Coutte A
,
Liem X
,
Vauleon E
,
Drouet F
,
Pechery A
,
Guigay J
,
Wanneveich M
,
Auperin A
&
Sun X
. LBA38 Pembrolizumab versus cetuximab, concomitant with radiotherapy (RT) in locally advanced head and neck squamous cell carcinoma (LA-HNSCC): Results of the GORTEC 2015-01 “PembroRad” randomized trial. Ann Oncol.
31
S4
2020.