Back

Challenges of false positive and negative results in cervical cancer screening

Grimes, D. R.; Corry, E. M.; Malagon, T.; O Riain, C.; Franco, E.; Brennan, D.

2020-03-20 public and global health
10.1101/2020.03.17.20037440 medRxiv
Show abstract

ObjectiveTo quantify the impact and accuracy of different screening approaches for cervical cancer, including liquid based cytology (LBC), molecular testing for human papillomavirus (HPV) infection, and their combinations via parallel co-testing and sequential triage. The secondary goal was to predict the effect of differing coverage rates of HPV vaccination on the performance of screening tests and in the interpretation of their results. DesignModelling study. Main outcomes measuredDifferent screening modalities were compared in terms of number of cases of Cervical intra-epithelial neoplasia (CIN) grade 2 and 3 detected and missed, as well as the number of false positives leading to excess colposcopy, and number of tests required to achieve a given level of accuracy. The positive predictive value (PPV) and negative predictive value (NPV) of different modalities were simulated under varying levels of HPV vaccination. ResultsThe model predicted that in a typical population, primary LBC screening misses 4.9 (95% Confidence Interval (CI) 3.5-CIN 2 / 3 cases per 1000 women, and results in 95 (95% CI: 93-97%) false positives leading to excess colposcopy. For primary HPV testing, 2.0 (95% CI: 1.9-2.1) cases were missed per 1000 women, with 99 (95% CI: 98-101) excess colposcopies undertaken. Co-testing markedly reduced missed cases to 0.5 (95% CI: 0.3-0.7) per 1000 women, but at the cost of dramatically increasing excess colposcopy referral to 184 per 1000 women (95% CI: 182-188). Conversely, triage testing with reflex screening substantially reduced excess colposcopy to 9.6 cases per 1000 women (95% CI: 9.3 - 10) but at the cost of missing more cases (6.4 per 1000 women, 95% CI: 5.1 - 8.0). Over a life-time of screening, women who always attend annual and 3-year co-testing were predicted to have a virtually 100% chance of falsely detecting a CIN 2 / 3 case, while 5 year co-testing has a 93.8% chance of a false positive over screening life-time. For annual, 3 year, and 5 year triage testing (either LBC with HPV reflex or vice versa), lifetime risk of a false positive is 35.1%, 13.4%, and 8.3% respectively. HPV vaccination rates adversely impact the PPV, while increasing the NPV of various screening modalities. Results of this work indicate that as HPV vaccination rates increase, HPV based screening approaches result in fewer unnecessary colposcopies than LBC approaches. ConclusionThe clinical relevance of cervical cancer screening is crucially dependent upon the prevalence of cervical dysplasia and/or HPV infection or vaccination in a given population, as well as the sensitivity and specificity of various modalities. Although screening is life-saving, false negatives and positives will occur, and over-testing may cause significant harm, including potential over-treatment.

Matching journals

The top 7 journals account for 50% of the predicted probability mass.

1
PLOS ONE
5266 papers in training set
Top 12%
15.4%
2
JNCI Cancer Spectrum
10 papers in training set
Top 0.1%
10.0%
3
JAMA Network Open
130 papers in training set
Top 0.4%
6.9%
4
Cancer Medicine
26 papers in training set
Top 0.1%
5.6%
5
eLife
5828 papers in training set
Top 23%
5.3%
6
PLOS Global Public Health
344 papers in training set
Top 3%
4.4%
7
BMC Medicine
176 papers in training set
Top 0.9%
3.6%
50% of probability mass above
8
BMC Infectious Diseases
133 papers in training set
Top 2%
2.5%
9
BMC Cancer
67 papers in training set
Top 0.8%
2.4%
10
British Journal of Cancer
49 papers in training set
Top 0.6%
2.4%
11
PLOS Medicine
110 papers in training set
Top 1%
2.2%
12
Annals of Internal Medicine
28 papers in training set
Top 0.2%
2.2%
13
Nature Communications
5641 papers in training set
Top 43%
2.0%
14
International Journal of Cancer
49 papers in training set
Top 0.5%
2.0%
15
Communications Medicine
113 papers in training set
Top 2%
1.8%
16
Scientific Reports
3612 papers in training set
Top 52%
1.8%
17
Clinical Infectious Diseases
235 papers in training set
Top 2%
1.5%
18
PLOS Computational Biology
1863 papers in training set
Top 17%
1.2%
19
BMJ Public Health
25 papers in training set
Top 1.0%
1.1%
20
The Lancet Regional Health - Western Pacific
15 papers in training set
Top 0.2%
1.1%
21
Journal of Clinical Microbiology
130 papers in training set
Top 1%
0.9%
22
Cureus
68 papers in training set
Top 4%
0.9%
23
BMJ Open
601 papers in training set
Top 12%
0.9%
24
Sexually Transmitted Infections
23 papers in training set
Top 0.4%
0.6%
25
BMC Public Health
158 papers in training set
Top 5%
0.6%
26
Journal of Medical Virology
140 papers in training set
Top 3%
0.6%
27
PNAS Nexus
159 papers in training set
Top 4%
0.6%
28
npj Digital Medicine
118 papers in training set
Top 4%
0.6%
29
JMIR Public Health and Surveillance
45 papers in training set
Top 2%
0.6%
30
Health Expectations
14 papers in training set
Top 0.7%
0.6%