Differences in Ct Values in qPCR Tests for the Diagnosis of Mpox: Results of a Cross-Sectional Study
Abstract
:1. Introduction
2. Materials and Methods
2.1. Sample Collection
2.2. Diagnostic Techniques
2.3. Statistical Analysis
3. Results
4. Discussion
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
Abbreviations
USA | United States of America |
MPOX | Human monkeypox |
WHO | World Health Organization |
Ct | Cycle threshold |
IMSS | Mexican Institute of Social Security (Instituto Mexicano del Seguro Social) |
SISCEP | Laboratory Epidemiological Control System (Sistema de Control Epidemiológico para Laboratorio) |
InDRE | The Institute of Epidemiological Diagnosis and Reference (Instituto de Diagnóstico y Referencia Epidemiológica) |
qPCR | Polymerase chain reaction |
References
- McCollum, A.M.; Damon, I.K. Viruela humana del simio. Clin. Infect. Dis. 2014, 58, 260–267. [Google Scholar] [CrossRef] [PubMed]
- Damon, I.K. Estado de la viruela del simio humano: Enfermedad clínica, epidemiología e investigación. Vaccine 2022, 29, D54–D59. [Google Scholar] [CrossRef] [PubMed]
- Organización Mundial de la Salud. Brote Multinacional de Mpox-Tendencias Globales; Organización Mundial de la Salud: Geneva, Switzerland, 2023; Available online: https://worldhealthorg.shinyapps.io/mpx_global/ (accessed on 23 May 2023).
- Kozlov, M. Mpox outbreaks: 4 key questions researchers have. Nature 2022, 606, 238–239. [Google Scholar] [CrossRef] [PubMed]
- Guarneri, J.; Del, R.C.; Malani, P.N. Mpox in 2022-what clinicians need to know. JAMA 2022, 328, 139–140. [Google Scholar] [CrossRef] [PubMed]
- Organización Panamericana de la Salud. Mpox (Viruela Símica). Available online: https://www.paho.org/es/mpox (accessed on 23 May 2023).
- Secretaría de Salud. Manual de Procedimientos Estandarizados para la Vigilancia Epidemiológica de Viruela Símica. Versión 2.0. Available online: https://www.gob.mx/salud/documentos/manuales-para-la-vigilancia-epidemiologica-102563 (accessed on 23 May 2023).
- Aden, T.A.; Blevins, P.; York, S.W.; Rager, S.; Balachandran, D.; Hutson, C.L.; Lowe, D.; Mangal, C.N.; Wolford, T.; Matheny, A.; et al. Rapid diagnostic testing for response to the monkeypox outbreak—Laboratory response network, United States, May 17–June 30, 2022. MMWR Morb. Mortal. Wkly. Rep. 2022, 71, 904–907. [Google Scholar] [CrossRef] [PubMed]
- Paniz-Mondolfi, A.; Guerra, S.; Muñoz, M.; Luna, N.; Hernandez, M.M.; Patino, L.H.; Reidy, J.; Banu, R.; Shrestha, P.; Liggayu, B.; et al. Evaluation and validation of an RT-PCR assay for specific detection of monkeypox virus (MPXV). J. Med. Virol. 2022, 95, e28247. [Google Scholar] [CrossRef] [PubMed]
- Porzucek, A.J.; Proctor, A.M.; Klinkhammer, K.E.; Tritsch, S.R.; Robertson, M.A.; Bashor, J.P.; Villani, J.; Sepulveda, J.L.; Mores, C.N. Development of an Accessible and Scalable Quantitative Polymerase Chain Reaction Assay for Monkeypox Virus Detection. J. Infect. Dis. 2023, 227, 1084–1087. [Google Scholar] [CrossRef] [PubMed]
- Tom, M.; Mina, J.M. To interpret the SARS-CoV-2 test, consider the cycle threshold value. Clin. Infect. Dis. 2020, 71, 2252–2254. [Google Scholar] [CrossRef] [PubMed]
- Martins-Filho, P.R.; Menezes Dorea, F.C.; Brito Bezerra, G.V.; Dos Santos, C.A. Differences in cycle threshold values in RT-PCR tests between children and adults with monkeypox: Results from a community-based cross-sectional study. Travel. Med. Infect. Dis. 2023, 52, 102560. [Google Scholar] [CrossRef] [PubMed]
- Martins-Filho, P.R.; Tanajura, D.M.; Alves Dos Santos, C. Polymerase chain reaction positivity and cycle threshold values in biological samples from patients with monkeypox: A meta-analysis. Travel Med. Infect. Dis. 2022, 50, 102448. [Google Scholar] [CrossRef] [PubMed]
- Suñer, C.; Ubals, M.; Tarín-Vicente, E.J.; Mendoza, A.; Alemany, A.; Hernández-Rodríguez, Á.; Casañ, C.; Descalzo, V.; Ouchi, D.; Marc, A.; et al. Viral dynamics in patients with monkeypox infection: A prospective cohort study in Spain. Lancet Infect. Dis. 2023, 23, 445–453. [Google Scholar] [CrossRef] [PubMed]
- Instituto de Diagnóstico y Referencia Epidemiológicos “Dr. Manuel Martínez Báez”. Lineamientos para la Vigilancia por Laboratorio del Virus de la Viruela Símica; Secretaría de Salud: Mexico City, Mexico, 2023; Available online: https://www.gob.mx/cms/uploads/attachment/file/803718/LVL_Virus_de_la_Viruela_S_mica.pdf (accessed on 23 May 2023).
- Li, Y.; Zhao, H.; Wilkins, K.; Hughes, C.; Damon, I.K. Real-time PCR assays for the specific detection of monkeypox virus West African and Congo Basin strain DNA. J. Virol. Methods 2010, 169, 223–227. [Google Scholar] [CrossRef] [PubMed]
- Lim, C.K.; McKenzie, C.; Deerain, J.; Chow, E.P.; Towns, J.; Chen, M.Y.; Fairley, C.K.; Tran, T.; A Williamson, D. Correlation between monkeypox viral load and infectious virus in clinical specimens. J. Clin. Virol. 2023, 161, 105421. [Google Scholar] [CrossRef] [PubMed]
- Callaby, H.; Olver, J.; Emery, K.; Richards, K.; Killip, M.; Groves, N.; Dunning, J.; Semple, M.G.; Baillie, J.K.; Rampling, T.; et al. Monkeypox virus (MPXV) isolation from longitudinal samples of 11 patients to infer risk of onwards transmission. Int. J. Infect. Dis. 2025, 152, 107458. [Google Scholar] [CrossRef]
- Shean, R.C.; Hymas, W.C.; Klein, J.; Pyne, M.; Hillyard, D.R.; Bradley, B.T. Repeat testing of mpox specimens with late CTs improves detection of potential false positive cases. J. Clin. Microbiol. 2024, 62, e0127523. [Google Scholar] [CrossRef] [PubMed]
- World Health Organization. Mpox (monkeypox)—Democratic Republic of the Congo. 23 November 2023. Available online: https://www.who.int/emergencies/disease-outbreak-news/item/2023-DON493 (accessed on 8 April 2024).
- Centers for Disease Control and Prevention. Mpox in the United States and Around the World: Current Situation. 19 March 2025. Available online: https://www.cdc.gov/mpox/situation-summary/index.html (accessed on 8 April 2024).
- Levy, V.; Branzuela, A.; Hsieh, K.; Getabecha, S.; Berumen, R., III; Saadeh, K.; Snyder, R.E.; Marek, G.; Dodson, D.; Newman, A.; et al. First Clade Ib Monkeypox Virus Infection Reported in the Americas—California, November 2024. MMWR Morb. Mortal. Wkly. Rep. 2025, 74, 44–49. [Google Scholar] [CrossRef]
- Dirección General de Epidemiología. Boletín Informativo No. 4. Situación Actual de Mpox, México. Diciembre de 2024. Available online: https://www.gob.mx/salud/documentos/informes-de-la-vigilancia-epidemiologica-de-mpox-en-mexico (accessed on 15 December 2024).
- Mazzotta, V.; Nozza, S.; Lanini, S.; Moschese, D.; Tavelli, A.; Rossotti, R.; Fusco, F.M.; Biasioli, L.; Matusali, G.; Raccagni, A.R.; et al. Clinical and laboratory predictors of mpox severity and duration: An Italian multicentre cohort study (mpox-Icona). eBioMedicine 2024, 107, 105289. [Google Scholar] [CrossRef]
Target Fragment | Initiator | Sequence |
---|---|---|
Probe | ||
G2_R assay (generic MPXV detection) | MPXV-F | 5′-GGAAAATGTAAAGACAACGAATACAG-3′ |
MPXV-R | 5′-GCTATCACATAATCTGGAAGCGTA-3′ | |
MPXV-P | 5′-FAM-AAGCCGTAATCTATGTTGTCTATCGTGTCC-3′BHQ1 | |
G2_WA assay (detection of West African clade strains) | WA-F | 5′-CACACCGTCTCTTCCACAGA-3′ |
WA-R | 5′-GATACAGGTTAATTTCCACATCG-3′ | |
WA-P | 5′-FAM-AACCCGTCGTAACCAGCAATACATTT-3′BHQ1 | |
G2_CC assay (detection of the Congo Basin clade strains) | CC-F | 5′-TGTCTACCTGGATACAGAAAGCAA-3′ |
CC-R | 5′-GGCATCTCCGTTTAATACATTGAT-3′ | |
CC-P | 5′-FAM-CCCATATATGCTAAATGTACCGGTACCGGA-3′BHQ1 | |
Ribonuclease P of human origin (internal control) | RP-F | 5′-AGATTTGGACCTGCGAGCG-3′ |
RP-F | 5′-GAGCGGCTGTCTCCACAAGT-3′ | |
RP-P | 5′FAM-TTCTGACCTGAAGGCTCTGCGCG-3′BHQ1 |
Variables | Med Ct | Min | Max | KW 1 | p |
---|---|---|---|---|---|
All | 23.67 | 13.75 | 42.85 | ||
Type of care | |||||
Ambulatory | 23.73 | 13.75 | 42.85 | ||
Hospitalized | 21.56 | 16.53 | 40.52 | 4.3987 | 0.036 |
Exudate samples | |||||
Scab | 23.73 | 15.9 | 41.89 | 0.009 | 0.92 |
Pharyngeal | 34.24 | 19.11 | 42.85 | 21.55 | <0.001 |
Pustule | 23.23 | 13.75 | 40.52 | 7.94 | 0.004 |
Vesicle | 24.01 | 16.16 | 42.21 | 2.17 | 0.14 |
Sampling | |||||
≤4 days | 24.00 | 14.61 | 41.89 | 0.9564 | 0.3281 |
4 to 7 days | 23.15 | 13.75 | 40.96 | 4.8706 | 0.0273 |
>7 days | 24.08 | 16.53 | 42.85 | 2.4181 | 0.1199 |
Age | |||||
≤29 years | 23.93 | 16.16 | 42.85 | 2.7881 | 0.95 |
30 to 49 years | 23.30 | 13.75 | 42.21 | 5.0392 | 0.0248 |
>49 years | 25.24 | 17.96 | 39.55 | 1.8951 | 0.1686 |
Variable | OR | 95%CI |
---|---|---|
Hospitalized | 2.45 | 1.13–5.29 |
Pustule | 1.57 | 1.10–2.23 |
Pharyngeal | 0.11 | 0.04–0.32 |
4 to 7 days of sampling 1 | 1.46 | 1.03–2.07 |
30 to 49 years 1 | 1.58 | 1.09–2.28 |
Ct | Hospitalized | Ambulatory | Total | OR | 95%CI |
---|---|---|---|---|---|
<20 | 11 | 91 | 102 | 1 | |
20 to 22 | 4 | 80 | 84 | 0.41 | 0.12–1.35 |
23 to 25 | 6 | 133 | 139 | 0.37 | 0.13–1.04 |
25 and more | 7 | 188 | 195 | 0.3 | 0.11–0.82 |
Variable | OR | 95%CI |
---|---|---|
Hospitalized | 2.31 | 1.05–5.07 |
Pharyngeal | 0.12 | 0.01–0.92 |
4 to 7 days of sampling 1 | 1.19 | 0.82–1.72 |
30 to 49 years 1 | 1.59 | 1.09–2.30 |
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Santacruz Tinoco, C.E.; Hernández Bautista, P.F.; Cabrera Gaytán, D.A.; Alvarado Yaah, J.E.; Martínez Miguel, B.; Anguiano Hernández, Y.-M.; Vallejos Parás, A.; Muñoz Medina, J.E.; Arriaga Nieto, L.; Jaimes Betancourt, L.; et al. Differences in Ct Values in qPCR Tests for the Diagnosis of Mpox: Results of a Cross-Sectional Study. Microorganisms 2025, 13, 1355. https://doi.org/10.3390/microorganisms13061355
Santacruz Tinoco CE, Hernández Bautista PF, Cabrera Gaytán DA, Alvarado Yaah JE, Martínez Miguel B, Anguiano Hernández Y-M, Vallejos Parás A, Muñoz Medina JE, Arriaga Nieto L, Jaimes Betancourt L, et al. Differences in Ct Values in qPCR Tests for the Diagnosis of Mpox: Results of a Cross-Sectional Study. Microorganisms. 2025; 13(6):1355. https://doi.org/10.3390/microorganisms13061355
Chicago/Turabian StyleSantacruz Tinoco, Clara Esperanza, Porfirio Felipe Hernández Bautista, David Alejandro Cabrera Gaytán, Julio Elias Alvarado Yaah, Bernardo Martínez Miguel, Yu-Mei Anguiano Hernández, Alfonso Vallejos Parás, José Esteban Muñoz Medina, Lumumba Arriaga Nieto, Leticia Jaimes Betancourt, and et al. 2025. "Differences in Ct Values in qPCR Tests for the Diagnosis of Mpox: Results of a Cross-Sectional Study" Microorganisms 13, no. 6: 1355. https://doi.org/10.3390/microorganisms13061355
APA StyleSantacruz Tinoco, C. E., Hernández Bautista, P. F., Cabrera Gaytán, D. A., Alvarado Yaah, J. E., Martínez Miguel, B., Anguiano Hernández, Y.-M., Vallejos Parás, A., Muñoz Medina, J. E., Arriaga Nieto, L., Jaimes Betancourt, L., & Pérez Andrade, Y. (2025). Differences in Ct Values in qPCR Tests for the Diagnosis of Mpox: Results of a Cross-Sectional Study. Microorganisms, 13(6), 1355. https://doi.org/10.3390/microorganisms13061355