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Journal of Experimental & Clinical Cancer Research : CR logoLink to Journal of Experimental & Clinical Cancer Research : CR
. 2024 Aug 3;43:215. doi: 10.1186/s13046-024-03137-1

The landscape of circulating tumor HPV DNA and TTMV-HPVDNA for surveillance of HPV-oropharyngeal carcinoma: systematic review and meta-analysis

Flaminia Campo 1,, Oreste Iocca 2, Francesca Paolini 3,4, Valentina Manciocco 1, Silvia Moretto 1, Armando De Virgilio 5,6, Claudio Moretti 1, Antonello Vidiri 7, Aldo Venuti 3, Paolo Bossi 8,9, Giovanni Blandino 10, Raul Pellini 1
PMCID: PMC11297591  PMID: 39095868

Abstract

Background

Human papilloma virus (HPV) related cancers of the oropharynx are rapidly increasing in incidence and may soon represent the majority of all head and neck cancers. Improved monitoring and surveillance methods are thus an urgent need in public health.

Main text

The goal is to highlight the current potential and limitations of liquid biopsy through a meta analytic study on ctHPVDNA and TTMV-HPVDNA. It was performed a Literature search on articles published until December 2023 using three different databases: MEDLINE, Embase, and Cochrane Library. Studies that evaluated post-treatment ctHPVDNA and TTMV-HPVDNA in patients with HPV + OPSCC, studies reporting complete data on the diagnostic accuracy in recurrence, or in which the number of true positives, false positives, true negatives, and false negatives was extractable, and methods of detection of viral DNA clearly defined.

The meta-analysis was conducted following the Meta-analysis Of Observational Studies in Epidemiology (MOOSE) reporting guidelines.

The aim of this meta-analysis was to evaluate the sensitivity, specificity, and accuracy of ctHPVDNA and TTMV by ddPCR to define its efficacy in clinical setting for the follow up of HPV-OPSCC.

Conclusion

The 12 studies included in the meta-analysis provided a total of 1311 patients for the analysis (398 valuated with ctHPVDNA and 913 with TTMV-HPVDNA). Pooled sensitivity and specificity were 86% (95% CI: 78%-91%) and 96% (95% CI: 91%-99%), respectively; negative and positive likelihood ratios were 0.072 (95% CI: 0.057–0.093) and 24.7 (95% CI: 6.5–93.2), respectively; pooled DOR was 371.66 (95% CI: 179.1–918). The area under the curve (AUC) was 0.81 (95% CI, 0.67–0.91).

Liquid biopsy for the identification of cell free DNA might identify earlier recurrence in HPV + OPSCC patients. At the present time, liquid biopsy protocol needs to be standardized and liquid biopsy cannot yet be used in clinical setting. In the future, a multidimensional integrated approach which links multiple clinical, radiological, and laboratory data will contribute to obtain the best follow-up strategies for the follow-up of HPV-OPSCC.

Supplementary Information

The online version contains supplementary material available at 10.1186/s13046-024-03137-1.

Keywords: Oropharyngeal squamous cell carcinoma, Liquid biopsy, Circulating tumour HPVDNA, HPV, TTMV-HPVDNA, Follow up

Introduction

Incidence of oropharyngeal squamous cell carcinoma (OPSCC) is rising exponentially in high-income countries [1], despite the decreased exposure to classic risk factors associated with the development of head neck cancers, namely cigarette smoking and alcohol consumption. This epidemiological trend can be attributed to an epidemic spread of high-risk oncogenic Human Papillomavirus (HPV) infection, a well-known risk factor for the development of oropharyngeal squamous cells carcinoma [2]. Of the over 200 genotypes currently known, 13 are associated with the development of neoplastic pathology in humans. Among these, the most well-known and studied is the HPV-16, which is responsible for almost 90% of these cases [3]. The increase in incidence of HPV + OPSCC is so exponential that the number of men affected by HPV-OPSCC has surpassed the number of women affected by HPV-related cervical carcinoma, making OPSCC the most commonly HPV-related cancer in industrialized countries [4].

Despite the ongoing evolution of treatment modalities with the introduction of robotic surgery, the diagnostic workup has not evolved for several years [5].

Regarding follow-up, the current National Comprehensive Cancer Network guidelines indicate the execution of imaging at baseline after treatment and clinical assessment at regular intervals for a minimum of five years. Positron emission tomography (PET) at 3 months after completion of chemoradiation is considered standard of care [6]. However, over time, several critical issues have emerged regarding this surveillance modality. For instance, it has been highlighted that the use of PET scans in post-radio chemotherapy treatment is characterized by a high number of false positives [79]. PET-CTs have a poor positive predictive value of 30% on 12 week surveillance for HPV-OPSCC [10]. A recent meta-analysis highlighted that PET-CT results were equivocal for 22.5% (95% CI, 12.5–36.9) and equivocal/positive for 34.2% of patients (95% CI, 25.1–44.5) [11].

Even when combining this method with Magnetic Resonance Imaging (MRI), distinguishing between disease persistence and normal post-treatment metabolic response remains complicated [9, 12, 13]. Furthermore, the use of cyto/histological typing through fine needle aspiration in these cases is characterized by a failure rate of approximately 30% [14, 15].

The use of multiple visits leads to increased costs for the national healthcare system and the development of anxiety and depression for the patients [16].

On the other hand, an early and precise disease diagnosis coupled with a timely treatment is likely associated with better overall survival [17].

Due to this gray area in the diagnostic workup, the search for new biomarkers has risen over the years, and an increasing number of studies are investigating the utility of liquid biopsy at diagnosis and during follow up. In detail, circulating tumor HPVDNA (ctHPVDNA) and circulating tumor tissue–modified viral HPV DNA (TTMV-HPVDNA) are emerging as promising biomarkers to improve clinical decision- making in the care of OPSCC patients.

Although several academic groups have developed research- grade circulating tumor HPV DNA (ctHPVDNA) assays, the first commercial ctHPVDNA assay, based on detection of circulating tu- mor tissue–modified viral HPV DNA (TTMV-HPV DNA), became available in the USA in 2020 and allowed for wide- spread clinical practice to this technology [18].

Previous meta-analyses demonstrated that digital drop PCR (ddPCR) for ctHPVDNA has good accuracy, sensitivity and specificity for first diagnosis of HPV-related OPSCC [19].

However, a recent narrative review on TTMV-HPVDNA and ctHPVDNA development for early detection of cancer recurrence highlights existing knowledge gaps and suggests research that should be prioritized to understand the association between biomarker-based surveillance and patient outcomes [18].

In this setting we elaborate a systematic review and meta-analytic study on ctHPVDNA and TTMV-HPVDNA, to highlight the current potential and limitations of liquid biopsy.

Thus, the aim of this meta-analysis is to evaluate the sensitivity, specificity, and accuracy of ctHPV DNA and TTMV by ddPCR to define its efficacy in the clinical setting for the follow up of HPV-OPSCC.

Materials and methods

Systematic review and meta-analysis were conducted following the Meta-analysis Of Observational Studies in Epidemiology (MOOSE).

Study eligibility criteria

The inclusion criteria were as follows: 1) studies that evaluated post-treatment ctHPVDNA and TTMV-HPVDNA in patients with HPV + OPSCC, 2) studies reporting complete data on the diagnostic accuracy in recurrence, or in which the number of true positives, false positives, true negatives, and false negatives was extractable, 3) methods of detection of viral DNA clearly defined.

The exclusion criteria were: 1) incomplete data on the patients’ follow up; 2) non-original studies (i.e., reviews). Peer-reviewed publications in English were included, with no restrictions to the publication year.

Search strategy

Authors conducted a literature search on articles published until December 2023 using three different databases: MEDLINE, Embase, and Cochrane Library searching for studies examining the diagnostic performance of ctHPVDNA and TTMV during follow up in patients with HPV-related OPSCC (Supporting Table 1).

Table 1.

Main features of the included studies

Author (year) Patiens Male (n, %) Subsite Age (mean) cT cN cM Stage (AJCC VIII ed.) Treatment Deintesification treatment (n, %)
Akashi, K. (2022) [20] 25 22 (88%) / 66

T1:9

T2:11

T4:5

N0:2

N1:19

N2:4

M0:25

I:19

II:1

III:3

IV: 2

Surgery:10

RT:8

Induction CT-surgery:1

Induction CT-RT:6

/
Berger, B., M. (2022) [21] 1076 943 (87.6%) 1076: OPSCC 63 / / M0:1076 / / /
Chera, B., S. (2020) [22] 115 101 (87.8%) / / / / M0:115

I:86

II:18

III:11

CRT:93

RT:22

97 (88%)
Ferrier, S., T. (2023) [23] 60 49 (81.7%)

36: tonsil

24: BOT

66 / / / /

Induction CT-surgery:42

CRT:14

Others:4

42 (70%)
Haring, C., T. (2021) [24] 27 / 27:OPSCC /

T1:14

T2:13

/ M0:27 / Surgery:27 /
Jakobsen, K. K. (2023) [25] 72 60 (83.3%)

45: tonsil

23: BOT

3: others

62

T1:24

T2:29

T3:9

T4:10

N0:13

N1:44

N2:15

M0:72

I:45

II:16

III:11

RT:60

Surgery: 11

Surgery-RT:1

/
O'Boyle, C. J. (2022) [26] 49 43 (87.7%)

27: tonsil

20: BOT

1: CUP

2: overlapping

T0:1

T1:23

T2:22

T3:2

T4:1

N0:4

N1:38

N2:3

N3:4

M0:49 /

CRT:15

Surgery:10

Surgery-RT:16

Surgery-CRT:8

/
Tatsumi et al. (2024) [27] 23 19 (82.6%) / 67 / / M0:23

I:17

II:4

III:2

RT:23 /
Warlow, S. J. (2022) [28] 104 73 (70%)

58: tonsil

37: BOT

9: others

61

T0:5

T1:31

T2:27

T3:9

T4:32

N0:14

N1:15

N2:73

N3:2

M0:104 /

RT:13

CRT:75

Surgery:9

Palliative:4

Induction CT-CRT: 3

Tanaka, H. (2021) [29] 35 29 (82.8%)

26: OPSCC

2: CUP

4: Hipopharynx

4: Nose

1: Larynx

68

T0:2

T1:4

T2:16

T3:6

T4:7

N0:4

N1:5

N2:26

M:0

I:2

II:6

III:27

RT:23

CRT:8

Induction CT-RT:4

/
Ferrandino, R., M. (2023) [30 290 237 (81.7%) 290:OPSCC 63

T0:14

T1:107

T2:121

T3:27

T4:21

N0:39

N1:196

N2:51

/ /

Surgery:71

Surgery-RT:109

RT:7

CRT:54

Induction CT-CRT:49

/
Hanna, G. J. (2023) [31] 543 466 (86%) 267: Tonsil223: BOT23: Overlapping30: CUP 61 T0:25T1:184T2:214T3:82T4:37 N0:58N1:367N2:106N3:11 M0:543 / Surgery:121CRT:227Surgery-RT:84Surgery-CRT:81Other:30 /

The articles were surveyed applying the selection criteria on the title and abstract (phase 1) and then on the full text of those deemed appropriate after the first analysis (phase 2). In addition, a manual search was conducted for references from the selected studies. Duplicate abstracts were carefully removed.

Data extraction

A standardized electronic data collection form was used independently by two reviewers (FC, CM) to extract the data from each of the included studies such as the first author’s name, year of publication, study design, country, number of patients, cancer site, HPV status of cancer, number of pretreatment blood tests, HPV status in blood and method for the detection of viral DNA.

The extracted outcomes about the diagnostic accuracy of ctHPVDNA as a detection test for disease progression in patients affected by HPV-positive HNSCC were the number of true positives, false positives, true negatives, and false negatives.

Statistical analysis

A diagnostic random effects meta-analysis was carried out using the DerSimonian-Laird method. The pooled sensitivity and specificity, the diagnostic odds ratio (DOR), positive and negative likelihood ratios were calculated. Results were reported with a 95% confidence interval (CI) for all the analyses. A correction factor of 0.5 for “0” events was applied. A subgroup meta-analysis was also executed dividing the studies in two groups according to the diagnostic method used, ctHPV DNA or TTMV HPV DNA. All the analyses were performed using R software for statistical computing (R 2.10.1; “meta” and “mada” package).

Risk of bias

The Quality Assessment of Diagnostic Accuracy Studies second edition (QUADAS-2) was applied to calculate the potential risk of bias and quality of included studies. The seven items of QUADAS-2 checklist were scored in all included articles. The risk of bias was rated high (H), low (L), or unclear (U) according to the QUADAS-2.

Results

Study selection

The preliminary search, according to the scheme defined, led to the identification of 438 articles. After the removal of duplicates, 189 articles were detected. All the 189 publication were screened in title and abstract and 49 papers were revised in full text. No other relevant articles were identified from the reference screening. Twelve articles, published between 2019 and 2023, fully met the inclusion criteria for the statistical analysis [20, 21, 23, 25, 26, 29, 3133].

Probes for HPV cDNA detection by ddPCR

All studies used droplet digital PCR (ddPCR) and all studies extracted circulating tumour DNA from plasma. Clinical and demographical data is reported in Table 1. Primers/probes used by the studies included were different, as showed in Table 2.

Table 2.

Main features of liquid biopsy test

Author (year) Study design Patiens Primers/probes Siero/plasma Methods Liquid biopsy at diagnosis (n, %) Positive liquid biopsy at diagnosis (n, %) Test timing
Akashi, K. (2022) [20] prospective 25 E6—E7 probes HPV-16—18 plasma ddPCR 25 (100%) 14 (56%) /
Berger, B., M. (2022) [21] prospective 1076 TTMV-HPVDNA probes HPV 16, 18, 31, 33, 35 plasma ddPCR / / At least one test during f/u
Chera, B., S. (2020) [22] prospective 115 E6 e E7 probe HPV-16, E7 probes HPV 18, 31, 33, 35 plasma ddPCR 86 (74.8%) 86 (100%)

1 – 3 months/1st year

2 – 6 months/2nd year

4 – 8 months/3rd year

Ferrier, S., T. (2023) [23] prospective 60 E7 probes HPV 16–18-33–31-45 plasma ddPCR 35 (58.3%) 32 (91.4%) /
Haring, C., T. (2021) [24] prospective 27 HPV16 ctDNA assay plasma ddPCR 27 (100%) 14 (51.8%) 1 month post treatment – every 3 months
Jakobsen, K. K. (2023) [25] prospective 72 E6-E7 probes HPV 16–18-31–33-35–45-51–58 plasma ddPCR 72 (100%) 70 (97.2%) 2 weeks—6 – 9 – 12 – 18 – 30 months
O'Boyle, C. J. (2022) [26] prospective 49 E7 probes HPV 16–18-31–33-45 plasma ddPCR 49 (100%) 48 (98%)

Surgery: 1 – 7 – 30 POD – 3 – 12 months

CRT: 1/week during treatment – 3 – 12 months

Tatsumi et al. (2024) [27] prospective 22 E6—E7 probe HPV-16 plasma ddPCR 23 (100%) 22 (95.6%) Every 10 Gy during treatment – 2- 4 months/after treatment
Warlow, S. J. (2022) [28] prospective 104 E7 probes HPV 16—18—31—33—35 plasma ddPCR 48 (46.2%) 48(100%) /
Tanaka, H. (2021) [29] prospective 35 E6—E7 probe HPV-16 plasma ddPCR 30 (85.7%) 29 (96.7%) 3 months after RT and when recurrence become evident
Ferrandino, R., M. (2023) [30 retrospective 290 TTMV-HPVDNA probes HPV 16, 18, 31, 33, 35 plasma ddPCR 51 (17.6%) 51(100%) At least one test during f/u
Hanna, G. J. (2023) [31] retrospective 543 TTMV-HPVDNA probes 16, 18, 31, 33, 35 plasma ddPCR 112 (21%) 96 (86%) At least one test during f/u

ctHPVDNA meta analysis for diagnostic accuracy in OPSCC

The 12 studies included in the meta-analysis provided a total of 1311 patients for the analysis. The meta-analytic study estimated diagnostic performance of ctHPVDNA and TTMV during follow up as follows: pooled sensitivity and specificity of 86% (95% CI: 78%-91%) and 96% (95% CI: 91%-99%) (Fig. 1), respectively; negative and positive likelihood ratios of 0.072 (95% CI: 0.057–0.093) and 24.7 (95% CI: 6.5–93.2) (Fig. 2), respectively; pooled DOR of 371.66 (95% CI: 179.1–918.1) (Fig. 3). HSROC curve is presented as a supplementary figure ( Fig. 4). The area under the curve (AUC) was 0.81 (95% CI, 0.67–0.91).

Fig. 1.

Fig. 1

Diagnostic accuracy of ctHPVDNA and TTMV-HPVDNA displayed by forest plots estimating (A) sensitivity, B specify during follow up in patients with HPV + OPSCC (confidence interval (CI) in brackets)

Fig. 2.

Fig. 2

Diagnostic accuracy of ctHPVDNA and TTMV-HPVDNA displayed by forest plots estimating positive likelihood ratio (PLR), and negative likelihood ratio (NLR) during follow up in patients with HPV + OPSCC (confidence interval (CI) in brackets)

Fig. 3.

Fig. 3

Diagnostic accuracy of ctHPVDNA and TTMV-HPVDNA displayed by forest plots estimating diagnostic odds ratio (DOR) during follow up in patients with HPV + OPSCC (confidence interval (CI) in brackets)

Fig. 4.

Fig. 4

HSROC curve: the area under the curve (AUC) was 0.81 (95% CI 0.67–0.93)

The subgroup meta-analysis did not show a statistically significant difference among the ctHPVDNA and the TTMV-DNA subgroup both regarding sensitivity and specificity. The ctHPVDNA subgroup sensitivity was 82.9% (95% CI 68.2–91.6) while the TTMV-DNA was 89.7% (95% CI 72.2–96.7), p > 0.05. The ctHPVDNA subgroup specificity was 94.8% (95% CI 91.4–97.0) while the TTMV-DNA was 96.4% (95% CI 91.1–98.6), p > 0.05.

Qualitative assessment

Quality assessment based on the QUADAS-2 is shown in Table 2s, and the overall risk of bias was rated low. Included studies fulfilled the items “patient selection”, “index test”, “reference standard”, and “flow and timing” of the risk of the bias section and all three items of the applicability concerns section (“patient selection”, “index test”, and “reference standard”).

Discussion

Former meta-analyses on the diagnostic accuracy of liquid biopsy with the research of cell free DNA revealed that this technology is improving diagnostic protocol for several cancer including gastric cancer [34], lung cancer [35] and Head and Neck cancer [19, 36]. To the best our knowledge, this is the first meta-analysis exploring the accuracy of ctHPVDNA and TTMV-HPVDNA by ddPCR in patients with HPV + OPSCC during follow up. This meta-analysis analyzed outcomes from 1311 HPV + OPSCC patients: 398 valuated with ctHPVDNA and 913 with TTMV-HPVDNA. The results of the present meta-analysis indicate that the ctHPVDNA and TTMV-HPVDNA tests have the potential to be good diagnostic tools during follow-up. The goodness of a diagnostic test is based on multiple outcomes. First of all, the sensitivity and specificity values, followed by the likelihood ratio, the diagnostic odds ratio, and the ROC curves values. The pooled sensitivity and specificity of 86% (95% CI: 78%-91%) and 96% (95% CI 91%-99%) indicate that the test might be useful in clinical practice. Also, the positive and negative likelihood ratios (LR), which are a measure of diagnostic accuracy, gave satisfactorily results [37]. Good diagnostic tests have LR +  > 10 and have LR- < 0,1 [38]. Our meta-analysis shows LR + values of 24.7 (95% CI: 6.5–93.2) and LR- of 0.072 (95% CI: 0.057–0.093). These values correspond to a good diagnostic test. The diagnostic odds ratio (DOR) gives a rough estimate of diagnostic accuracy [39]. A value above 200 is generally accepted as those of a good diagnostic test, from our analysis a DOR of 371.66 was calculated. Regarding the meta-analysis by subgroup, no statistically significant difference between ctHPV DNA and TTMV-HPVDNA was evidenced. The ctHPVDNA subgroup sensitivity was 82.9% (95% CI 68.2–91.6) while the TTMV-HPVDNA was 89.7% (95% CI 72.2–96.7), p > 0.05. The ctHPVDNA subgroup specificity was 94.8% (95% CI 91.4–97.0) while the TTMV-DNA was 96.4% (95% CI 91.1–98.6), p > 0.05. HPV-related cancers of the oropharynx are rapidly increasing in incidence and may soon represent the majority of all head and neck cancers. Improved monitoring and surveillance methods are thus an urgent need in public health. Currently, the follow-up protocol for OPSCC patients is limited to imaging evaluation and the low diagnostic value and accuracy of such surveillance method may expose patients to unnecessary surgery [40]. Consequently, patients with HPV- associated OPSCC are prone to experience unnecessary diagnostic or therapeutic procedures, such as neck dissection. The rate of unnecessary neck dissection in case of clinical partial nodal response is high, and almost 60% of neck dissection specimens did not include cancer tissue [41]. Recently, researchers and clinicians have begun to evaluate the clinical utility of ctHPVDNA and TTMV-HPVDNA in biological fluids for the diagnosis and monitoring of patients with HPV-positive cancers. Tumor progression is associated with the expression of oncogenic viral DNA and proteins. Interestingly, EBV circulating DNA load is currently considered a new biomarker that reflects prognosis and change in response to nasopharyngeal cancer treatment [42]. It is thus reasonable that ctHPVDNA could have the same diagnostic/prognostic impact/efficacy. ctHPVDNA and TTMV-HPVDNA may have a role in diagnosis to confirm the correlation of the tumor with HPV [19], and during follow up to identify recurrence, as is evident from the current analysis. Furthermore, the kinetics of ctHPVDNA allows identifying the molecular residue disease [26] and in this setting liquid biopsy is used to select patients in de-escalation protocols [43]. It must be pointed out that meta-analysis has some limitations. First, the low number of studies somewhat limit the generalizability of results. Moreover, some heterogeneity between the included studies must be taken in consideration. ctHPVDNA assays are home-made and study design and primers/probes are different. In detail several studies analyze only HPV 16 while others have the possibility of identifying different strains of HPV. On the other the number of patients evaluated with TTMV-HPVDNA is more than double that with ctHPVDNA (913 vs 398). Furthermore, the assay used is always the same and this makes the methodology easier to evaluate. However, an important limitation is that two studies based on TTMV-HPVDNA are retrospective. Finally, a further limitation is the heterogeneity of the timing chosen to perform the test during follow-up, for this reason it is desirable that the liquid biopsy protocol is standardized.

In conclusion, this meta-analysis demonstrated that liquid biopsy have good accuracy, sensitivity and specificity for the diagnosis of relapse in patient with HPV + OPSCC. In the future, a multidimensional integrated approach which links multiple clinical, radiological, and laboratory data will contribute to obtain the best follow-up strategies for the follow-up of HPV-OPSCC. Currently caution is advised, liquid biopsy protocol needs to be standardized and liquid biopsy cannot yet be used in clinical setting. It is necessary to improved sensitivity before widespread adoption. In the next years, studies on larger and detailed patients’ cohorts and continued improvements in assay methodology and technology could allow the implementation of ctHPVDNA in routine clinical use.

Supplementary Information

13046_2024_3137_MOESM1_ESM.docx (15.8KB, docx)

Supplementary Material 1: Table 1s. Algorithm for each database (MEDLINE, EMBASE, and Cochrane Library databases).

13046_2024_3137_MOESM2_ESM.docx (17.1KB, docx)

Supplementary Material 2: Table 2s. Assessment of methodological quality according to the Quality Assessment of Diagnostic Accuracy.

Acknowledgements

None.

Abbreviations

OPSCC

Oropharyngeal squamous cell carcinoma

HPV

Human Papillomavirus

PET

Positron emission tomography

MRI

Magnetic Resonance Imaging

ctHPVDNA

Circulating tumor HPVDNA

TTMV-HPVDNA

Circulating tumor tissue–modified viral HPV DNA

ddPCR

Digital drop PCR

Authors’ contributions

FC, RP: Conceptualization, Writing—Original Draft, approved the submitted version, agreed both to be personally accountable for the author's own contributions. CM, ADV, VM, SM: Investigation and data collection, approved the submitted version, agreed both to be personally accountable for the author's own contributions. OI, PB: performed analysis, approved the submitted version, agreed both to be personally accountable for the author's own contributions. FP, AV, GB, AV: Conceptualization, Writing—Review & Editing, approved the submitted version, agreed both to be personally accountable for the author's own contributions.

Funding

This work was financially supported through funding from the institutional “Ricerca Corrente” granted by the Italian Ministry of health.

Availability of data and material

All data generated or analyzed in this work are included in this article and/or its figures. Further enquiries can be directed to the corresponding author.

Declarations

Ethics approval and consent to participate

NA.

Consent for publication

Not required as this manuscript doesn't include details, images or videos related to the participants.

Competing interests

None of the Authors declared conflict of interests.

Footnotes

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

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Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Supplementary Materials

13046_2024_3137_MOESM1_ESM.docx (15.8KB, docx)

Supplementary Material 1: Table 1s. Algorithm for each database (MEDLINE, EMBASE, and Cochrane Library databases).

13046_2024_3137_MOESM2_ESM.docx (17.1KB, docx)

Supplementary Material 2: Table 2s. Assessment of methodological quality according to the Quality Assessment of Diagnostic Accuracy.

Data Availability Statement

All data generated or analyzed in this work are included in this article and/or its figures. Further enquiries can be directed to the corresponding author.


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