Genotype-Specific HPV mRNA Triage Improves Colposcopy Efficiency Compared with Cytology and ATHENA-Derived Triage: A Population-Based Study of HPV DNA-Positive Women
Abstract
1. Introduction
2. Materials and Methods
2.1. Study Design and Population
2.2. Primary HPV DNA Screening
2.3. Triage Procedures
2.4. Histological Follow-Up and Study Endpoint
2.5. Statistical Analysis
2.6. Ethical Approval
3. Results
3.1. Screening Cohort and Analytic Triage Population
3.2. Triage Positivity and Implications for Referral Burden
3.3. CIN3+ Detection Rates and Risk Stratification by Triage Modality
3.4. Comparative Diagnostic Accuracy of Cytology, ATHENA, and HPV mRNA Triage for CIN3+ Detection
3.5. Colposcopy Efficiency: Procedures Required per CIN3+ Detected
3.6. Genotype-Specific Predictive Values
3.7. Refining Risk Stratification in HPV16/18 DNA-Positive Women
3.8. CIN3+ Prevalence According to Combined Cytology and HPV mRNA Triage
4. Discussion
4.1. Principal Findings
4.2. Interpretation in Relation to Previous Studies
4.3. Clinical Implications and Risk-Based Management
4.4. Strengths and Limitations
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
| ASC-US+ | Atypical squamous cells of undetermined significance or worse |
| CIN3+ | Cervical intraepithelial neoplasia grade 3 or worse |
| E6/E7 | HPV E6/E7 viral oncogenes |
| HPV | Human papillomavirus |
| LBC | Liquid-based cytology |
| mRNA | Messenger ribonucleic acid |
| NPV | Negative predictive value |
| P7 | 7-type HPV E6/E7 mRNA assay PreTect HPV-Proofer’7 |
| PPV | Positive predictive value |
| SPSS | Statistical Package for the Social Sciences |
| UNN | University Hospital of North Norway |
| WHO | World Health Organization |
References
- Ronco, G.; Dillner, J.; Elfström, K.M.; Tunesi, S.; Snijders, P.J.F.; Arbyn, M.; Kitchener, H.; Segnan, N.; Gilham, C.; Giorgi-Rossi, P.; et al. Efficacy of HPV-based screening for prevention of invasive cervical cancer: Follow-up of four European randomised controlled trials. Lancet 2014, 383, 524–532. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Perkins, R.B.; Guido, R.S.; Castle, P.E.; Chelmow, D.; Einstein, M.H.; Garcia, F.; Huh, W.K.; Kim, J.J.; Moscicki, A.-B.; Nayar, R.; et al. 2019 ASCCP Risk-Based Management Consensus Guidelines for Abnormal Cervical Cancer Screening Tests and Cancer Precursors. J. Low. Genit. Tract Dis. 2020, 24, 102–131. [Google Scholar] [CrossRef] [Scilit]
- Egemen, D.; Cheung, L.C.; Chen, X.; Demarco, M.; Perkins, R.B.; Kinney, W.; Poitras, N.; Lorey, T.; Castle, P.E.; Schiffman, M.; et al. Risk Estimates Supporting the 2019 ASCCP Risk-Based Management Consensus Guidelines. J. Low. Genit. Tract Dis. 2020, 24, 132–143. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Castle, P.E.; Kinney, W.K.; Xue, X.; Cheung, L.C.; Gage, J.C.; Poitras, N.E.; Lorey, T.S.; Katki, H.A.; Wentzensen, N.; Schiffman, M. Role of Screening History in Clinical Meaning and Optimal Management of Positive Cervical Screening Results. J. Natl. Cancer Inst. 2019, 111, 820–827. [Google Scholar] [CrossRef] [Scilit]
- Hammer, A.; Demarco, M.; Campos, N.; Castle, P.; Wentzensen, N.; Gravitt, P.; Befano, B.; Poitras, N.; Lorey, T.; Kinney, W.; et al. A Study of the Risks of CIN3+ Detection after Multiple Rounds of HPV Testing: Results of the 15-Year Cervical Cancer Screening Experience at Kaiser Permanente Northern California. Int. J. Cancer 2020, 147, 1612–1620. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sørbye, S.W.; Falang, B.M.; Antonsen, M.; Richardsen, E. Cervical Cytology and HPV16/18/45 mRNA Co-Testing Improve Risk Stratification in Routine Clinical Practice. Cancers 2026, 18, 834. [Google Scholar] [CrossRef] [Scilit]
- Luttmer, R.; Dijkstra, M.G.; Snijders, P.J.F.; Berkhof, J.; van Kemenade, F.J.; Rozendaal, L.; Helmerhorst, T.J.; Verheijen, R.H.; Ter Harmsel, W.A.; van Baal, W.M.; et al. p16/Ki-67 dual-stained cytology for detecting cervical (pre)cancer in high-risk HPV-positive women. Mod. Pathol. 2016, 29, 870–878. [Google Scholar] [CrossRef] [Scilit]
- Demarco, M.; Egemen, D.; Raine-Bennett, T.R.; Cheung, L.C.; Befano, B.; Poitras, N.E.; Lorey, T.S.; Chen, X.; Gage, J.C.; Castle, P.E.; et al. A Study of Partial Human Papillomavirus Genotyping in Support of the 2019 ASCCP Risk-Based Management Consensus Guidelines. J. Low. Genit. Tract Dis. 2020, 24, 144–147. [Google Scholar] [CrossRef] [Scilit]
- Massad, L.S.; Clarke, M.A.; Perkins, R.B.; Garcia, F.; Chelmow, D.; Cheung, L.C.; Darragh, T.M.; Egemen, D.; Lorey, T.S.; Nayar, R.; et al. Applying Results of Extended Genotyping to Management of Positive Cervicovaginal Human Papillomavirus Test Results: Enduring Guidelines. J. Low. Genit. Tract Dis. 2025, 29, 134–143. [Google Scholar] [CrossRef] [Scilit]
- Falcinelli, C.; Claas, E.; Kleter, B.; Quint, W. Detection of the human papilloma virus type 16 mRNA-transcripts in cytological abnormal scrapings. J. Med. Virol. 1992, 37, 93–98. [Google Scholar] [CrossRef] [Scilit]
- Origoni, M.; Cristoforoni, P.; Carminati, G.; Stefani, C.; Costa, S.; Sandri, M.T.; Mariani, L.; Preti, M. E6/E7 mRNA Testing for Human Papilloma Virus-Induced High-Grade Cervical Intraepithelial Disease (CIN2/CIN3): A Promising Perspective. Ecancermedicalscience 2015, 9, 533. [Google Scholar] [CrossRef] [Scilit]
- Sørbye, S.; Falang, B.M.; Antonsen, M.; Mortensen, E. Genotype-Specific HPV mRNA Triage Improves CIN2+ Detection Efficiency Compared to Cytology: A Population-Based Study of HPV DNA-Positive Women. Pathogens 2025, 14, 749. [Google Scholar] [CrossRef] [Scilit]
- Wei, F.; Georges, D.; Man, I.; Baussano, I.; Clifford, G.M. Causal attribution of human papillomavirus genotypes to invasive cervical cancer worldwide: A systematic analysis of the global literature. Lancet 2024, 404, 435–444. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Guan, P.; Howell-Jones, R.; Li, N.; Bruni, L.; de Sanjosé, S.; Franceschi, S.; Clifford, G.M. Human papillomavirus types in 115,789 HPV-positive women: A meta-analysis from cervical infection to cancer. Int. J. Cancer 2012, 131, 2349–2359. [Google Scholar] [CrossRef] [Scilit]
- Chan, P.K.S.; Ho, W.C.S.; Chan, M.C.W.; Wong, M.C.S.; Yeung, A.C.M.; Chor, J.S.Y.; Hui, M. Meta-analysis on prevalence and attribution of human papillomavirus types 52 and 58 in cervical neoplasia worldwide. PLoS ONE 2014, 9, e107573. [Google Scholar] [CrossRef] [Scilit]
- Chen, W.; Zhang, X.; Molijn, A.; Jenkins, D.; Shi, J.F.; Quint, W.; Schmidt, J.E.; Wang, P.; Liu, Y.L.; Li, L.K.; et al. Human papillomavirus type-distribution in cervical cancer in China: The importance of HPV 16 and 18. Cancer Causes Control 2009, 20, 1705–1713. [Google Scholar] [CrossRef] [Scilit]
- Lee, E.H.; Um, T.H.; Chi, H.S.; Hong, Y.J.; Cha, Y.J. Prevalence and distribution of human papillomavirus infection in Korean women as determined by restriction fragment mass polymorphism assay. J. Korean Med. Sci. 2012, 27, 1091–1097. [Google Scholar] [CrossRef] [Scilit]
- So, K.A.; Lee, I.H.; Lee, K.H.; Hong, S.R.; Kim, Y.J.; Seo, H.H.; Kim, T.J. Human papillomavirus genotype-specific risk in cervical carcinogenesis. J. Gynecol. Oncol. 2019, 30, e52. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- de Sanjosé, S.; Serrano, B.; Tous, S.; Alejo, M.; Lloveras, B.; Quirós, B.; Clavero, O.; Vidal, A.; Ferrándiz-Pulido, C.; Pavón, M.A.; et al. Burden of Human Papillomavirus (HPV)-Related Cancers Attributable to HPVs 6/11/16/18/31/33/45/52 and 58. JNCI Cancer Spectr. 2019, 2, pky045. [Google Scholar] [CrossRef] [Scilit]
- Castle, P.E.; Stoler, M.H.; Wright, T.C., Jr.; Sharma, A.; Wright, T.L.; Behrens, C.M. Performance of carcinogenic human papillomavirus (HPV) testing and HPV16 or HPV18 genotyping for cervical cancer screening of women aged 25 years and older: A subanalysis of the ATHENA study. Lancet Oncol. 2011, 12, 880–890. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Sørbye, S.W.; Falang, B.M.; Antonsen, M. Performance of a 7-Type HPV mRNA Test in Triage of HPV DNA Primary Screen Positive Women Compared to Liquid-Based Cytology. J. Mol. Pathol. 2023, 4, 69–80. [Google Scholar] [CrossRef] [Scilit]
- Nayar, R.; Wilbur, D.C. The Bethesda System for Reporting Cervical Cytology: A Historical Perspective. Acta Cytol. 2017, 61, 359–372. [Google Scholar] [CrossRef] [Scilit]
- Oh, J.K.; Alemany, L.; Suh, J.I.; Rha, S.H.; Muñoz, N.; Bosch, F.X.; Quint, W.; Lloveras, B.; Klaustermeier, J.E.; de Sanjosé, S.; et al. Type-specific human papillomavirus distribution in invasive cervical cancer in Korea, 1958–2004. Asian Pac. J. Cancer Prev. 2010, 11, 993–1000. [Google Scholar] [PubMed]
- Clarke, M.A.; Wentzensen, N.; Perkins, R.B.; Guido, R.S.; Schiffman, M.; Chelmow, D.; Einstein, M.H.; Garcia, F.; Huh, W.K.; Kim, J.J.; et al. Recommendations for Use of p16/Ki-67 Dual Stain for Management of Individuals Testing Positive for Human Papillomavirus. J. Low. Genit. Tract Dis. 2024, 28, 124–130. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Wentzensen, N.; Clarke, M.A.; Bremer, R.; Poitras, N.; Tokugawa, D.; Goldhoff, P.E.; Castle, P.E.; Schiffman, M.; Kingery, J.D.; Grewal, K.K.; et al. Clinical Evaluation of Human Papillomavirus Screening with p16/Ki-67 Dual Stain Triage in a Large Organized Cervical Cancer Screening Program. JAMA Intern. Med. 2019, 179, 881–888. [Google Scholar] [CrossRef] [Scilit]
- Bonde, J.; Floore, A.; Ejegod, D.; Vink, F.J.; Hesselink, A.; van de Ven, P.M.; Straume, O.; Pedersen, H.; Cuschieri, K.; Bevilacqua, F.; et al. Methylation Markers FAM19A4 and miR124-2 as Triage Strategy for Human Papillomavirus-Positive Women: A Large European Multicenter Study. Int. J. Cancer 2021, 148, 396–405. [Google Scholar] [CrossRef] [Scilit] [PubMed]
- Schreiberhuber, L.; Barrett, J.E.; Wang, J.; Friman, H.; Dillner, L.; Lagheden, C.; Naeem, A.; Lei, J.; Pils, S.; Czene, K.; et al. Cervical Cancer Screening Using DNA Methylation Triage in a Real-World Population. Nat. Med. 2024, 30, 2251–2257. [Google Scholar] [CrossRef] [Scilit]





| Triage Strategy | TP | FP | TN | FN |
|---|---|---|---|---|
| Cytology ≥ ASC-US | 47 | 1067 | 1243 | 13 |
| ATHENA-derived triage | 52 | 1244 | 1066 | 8 |
| 7-type HPV mRNA | 44 | 747 | 1563 | 16 |
| Metric | Cyt ≥ ASC-US% (95% CI) | ATHENA% (95% CI) | P7 mRNA% (95% CI) |
|---|---|---|---|
| Sensitivity | 78.3 (65.8–87.9) | 86.7 (75.4–94.1) | 73.3 (60.3–83.9) |
| Specificity | 53.8 (51.8–55.9) | 46.1 (44.1–48.2) | 67.7 (65.8–69.6) |
| PPV | 4.2 (3.1–5.6) | 4.0 (3.0–5.2) | 5.6 (4.1–7.4) |
| NPV | 99.0 (98.2–99.4) | 99.3 (98.5–99.7) | 99.0 (98.4–99.4) |
| HPV mRNA Genotype | mRNA-Positive Women (n) | CIN3+ Cases (n) | Non-CIN3+ Cases (n) | PPV% (95% CI) |
|---|---|---|---|---|
| HPV 16 mRNA | 156 | 20 | 136 | 12.8 (8.0–19.1) |
| HPV 18 mRNA | 74 | 2 | 72 | 2.7 (0.3–9.4) |
| HPV 31 mRNA | 171 | 10 | 161 | 5.8 (2.8–10.5) |
| HPV 33 mRNA | 69 | 8 | 61 | 11.6 (5.1–21.6) |
| HPV 45 mRNA | 153 | 1 | 152 | 0.7 (0.0–3.6) |
| HPV 52 mRNA | 145 | 5 | 140 | 3.4 (1.1–7.9) |
| HPV 58 mRNA | 86 | 2 | 84 | 2.3 (0.3–8.1) |
| Triage Group | n | CIN3+ Cases | CIN3+ Prevalence% (95% CI) |
|---|---|---|---|
| Double positive (ASC-US+ and HPV mRNA positive) | 492 | 38 | 7.7 (5.5–10.4) |
| Normal cytology and HPV mRNA positive | 299 | 6 | 2.0 (0.7–4.3) |
| ASC-US+ and HPV mRNA negative | 622 | 9 | 1.4 (0.7–2.7) |
| Double negative (normal cytology and HPV mRNA negative) | 957 | 7 | 0.7 (0.3–1.5) |
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Sørbye, S.W.; Falang, B.M.; Antonsen, M.; Richardsen, E. Genotype-Specific HPV mRNA Triage Improves Colposcopy Efficiency Compared with Cytology and ATHENA-Derived Triage: A Population-Based Study of HPV DNA-Positive Women. Pathogens 2026, 15, 584. https://doi.org/10.3390/pathogens15060584
Sørbye SW, Falang BM, Antonsen M, Richardsen E. Genotype-Specific HPV mRNA Triage Improves Colposcopy Efficiency Compared with Cytology and ATHENA-Derived Triage: A Population-Based Study of HPV DNA-Positive Women. Pathogens. 2026; 15(6):584. https://doi.org/10.3390/pathogens15060584
Chicago/Turabian StyleSørbye, Sveinung Wergeland, Bente Marie Falang, Mona Antonsen, and Elin Richardsen. 2026. "Genotype-Specific HPV mRNA Triage Improves Colposcopy Efficiency Compared with Cytology and ATHENA-Derived Triage: A Population-Based Study of HPV DNA-Positive Women" Pathogens 15, no. 6: 584. https://doi.org/10.3390/pathogens15060584
APA StyleSørbye, S. W., Falang, B. M., Antonsen, M., & Richardsen, E. (2026). Genotype-Specific HPV mRNA Triage Improves Colposcopy Efficiency Compared with Cytology and ATHENA-Derived Triage: A Population-Based Study of HPV DNA-Positive Women. Pathogens, 15(6), 584. https://doi.org/10.3390/pathogens15060584

