ResearchResearch summary
Vaginal yeast infection testing: GYNI microscopy study
Vaginal yeast infection testing: one clinic compared GYNI microscopy and pH results with several reference standards; no patient benefit was assessed.
In this pathway
- Current topic
- Vaginal yeast infection testing: GYNI microscopy studyCurrent

Bottom line
In one specialist clinic, the investigational GYNI system had 84.06% sensitivity (58/69) and 65.85% specificity (81/123) for Candida albicans against the study's composite reference standard. The estimate is limited by the small, single-site sample and an imperfect reference standard; a positive result did not show that Candida caused symptoms, and the study did not assess patient outcomes.
Why this source matters
The study evaluated a point-of-care microscopy and pH system across five vaginal conditions, including infectious and noninfectious alternatives. Its results show test-specific performance against the study's reference rules; they do not establish that organism detection alone identifies the cause of symptoms or that using the device improves care.
Study type and population
Lev-Sagie and colleagues conducted a prospective, cross-sectional accuracy study at one vulvovaginal-disorders clinic in Jerusalem, Israel, from December 2020 through October 2022. The study recruited 226 women aged 18 or older who reported discharge, odor, itching, burning, pain, or dryness. GYNI results were interpretable for 192 samples; 34/226 (15.0%) samples were excluded from the accuracy analyses. Some participants had more than one condition: 22/192 (11.5%) samples had coinfections, including 12 with both bacterial vaginosis and C. albicans.
What was tested
The GYNI™ system used one vaginal swab with a cytobrush and cartridge, saline and 10% KOH microscopy, pH measurement, symptom inputs, and a multi-label image classifier. It returned suggested condition(s), pH, and a microscopy heatmap; the study says results were available within five minutes of scan initiation and were blinded to the clinician. The test was intended to support, not replace, history-taking and examination.
Condition-specific composite reference standards used specialist wet-mount microscopy plus laboratory tests where available: CHROMagar culture for Candida, multiplex PCR for Trichomonas vaginalis, Amsel criteria for bacterial vaginosis, and wet mount with clinical criteria for vaginal atrophy, aerobic vaginitis/desquamative inflammatory vaginitis (AV/DIV), and cytolytic vaginosis. For Candida, either microscopy or culture could make the reference standard positive. These criteria are imperfect comparators, and a positive culture does not by itself show that Candida caused symptoms.
Results
Among the 192 included samples, GYNI accuracy for C. albicans was 139/192 (72.40%). Sensitivity was 58/69 (84.06%; 95% CI 73.67–90.86%) and specificity was 81/123 (65.85%; 95% CI 57.11–73.64%). Positive predictive value was 58/100 (58.00%; 95% CI 48.21–67.20%), and negative predictive value was 81/92 (88.04%; 95% CI 79.85–93.19%). These estimates describe agreement with the study's composite reference standard, not proof that a positive Candida result explained symptoms.
For bacterial vaginosis, accuracy was 163/192 (84.90%), sensitivity 30/33 (90.91%; 95% CI 76.43–96.86%), and specificity 133/159 (83.65%; 95% CI 77.12–88.59%). For vaginal atrophy, the corresponding values were 175/192 (91.15%), 22/26 (84.62%; 95% CI 66.47–93.85%), and 153/166 (92.17%; 95% CI 87.06–95.37%). For cytolytic vaginosis, they were 189/192 (98.44%), 12/14 (85.71%; 95% CI 60.06–95.99%), and 177/178 (99.44%; 95% CI 96.89–99.90%). For AV/DIV, they were 181/192 (94.27%), 22/25 (88.00%; 95% CI 70.04–95.83%), and 159/167 (95.21%; 95% CI 90.83–97.55%). The smaller condition groups make those estimates less precise.
The paper did not report accuracy estimates for non-albicans Candida or T. vaginalis because case numbers were too low. In a separate analysis of the specialist's assessment against Candida culture—not the GYNI test—C. albicans accuracy was 189/203 (93.10%), sensitivity 72/83 (86.75%), specificity 117/120 (97.50%), and agreement κ=0.855 (95% CI 0.782–0.927).
Applicability
These results apply to interpretable samples from symptomatic adults examined at one specialist clinic and compared with the study's particular reference definitions. They do not establish performance in other clinics, populations, or workflows, or show that detected Candida caused a person's symptoms. The study also does not establish patient benefit or how the system affects treatment decisions.
Limitations
The study was small and single-site: 192 of 226 recruited samples were analyzed, and condition-positive counts ranged from 14 to 69. The 34 excluded samples lacked interpretable device results; the authors described a camera-stabilization issue for the first 30 and several further issues, but did not account for all exclusions. For Candida, a positive culture or wet mount could make the composite reference positive, so its definition did not establish that Candida caused each participant's symptoms. The same specialist examined participants, contributed the reference microscopy, and labeled training images; the authors also noted that Amsel criteria limited the bacterial-vaginosis comparison. Non-albicans Candida and T. vaginalis accuracy was not reported, and there was no follow-up or assessment of treatment, patient, or safety outcomes.
Contribution to the current conclusion
This study is contextual. It adds single-clinic estimates for an investigational point-of-care system across several causes of vaginal symptoms, but its composite comparators, limited sample, and lack of patient outcomes do not replace guideline evidence or change the current conclusions about symptom overlap, testing, or Candida colonization.
Practical change
No practical change. The study does not support self-diagnosis or treatment from this test result alone, and it does not change current guidance on clinical evaluation and appropriate testing.
Funding and conflicts
The article contains no funding statement. Gyntools Ltd supplied the GYNI scanner and collection tools, paid institutional ethics committee service and insurance fees, and provided raw data for the study team's independent analysis, a sample heatmap, and device images. The first author held shares in GynTools Ltd and an unpaid advisory role. The other authors declared no competing financial or nonfinancial interests.
Source
Ahinoam Lev-Sagie, Doris Strauss, and Avraham Ben Chetrit. “Diagnostic performance of an automated microscopy and pH test for diagnosis of vaginitis.” npj Digital Medicine. 2023;6:66. Published 13 April 2023. Read the original article (DOI: 10.1038/s41746-023-00815-w; PMID: 37055473).
Study type, population, and sample scale
- Study type
- Prospective, cross-sectional diagnostic-accuracy study of an investigational point-of-care microscopy and pH test
- Population
- Adult women reporting vaginal symptoms at one specialist clinic in Jerusalem, Israel; 226 were recruited and 192 had interpretable test results.
- Sample scale
- 226 recruited; 192 samples included in accuracy analyses; 34/226 (15.0%) were uninterpretable and excluded. Diagnoses could overlap because some samples had coinfections.
Results
- Against the study's composite reference standard, GYNI classified Candida albicans with 72.40% accuracy (139/192), sensitivity 84.06% (58/69; 95% CI 73.67–90.86%), and specificity 65.85% (81/123; 95% CI 57.11–73.64%). Positive predictive value was 58.00% (58/100; 95% CI 48.21–67.20%) and negative predictive value was 88.04% (81/92; 95% CI 79.85–93.19%).
- For bacterial vaginosis, sensitivity was 90.91% (30/33; 95% CI 76.43–96.86%) and specificity was 83.65% (133/159; 95% CI 77.12–88.59%); accuracy was 84.90% (163/192).
- For vaginal atrophy, sensitivity was 84.62% (22/26; 95% CI 66.47–93.85%) and specificity was 92.17% (153/166; 95% CI 87.06–95.37%); accuracy was 91.15% (175/192).
- For cytolytic vaginosis, sensitivity was 85.71% (12/14; 95% CI 60.06–95.99%) and specificity was 99.44% (177/178; 95% CI 96.89–99.90%); accuracy was 98.44% (189/192).
- For aerobic vaginitis/desquamative inflammatory vaginitis (AV/DIV), sensitivity was 88.00% (22/25; 95% CI 70.04–95.83%) and specificity was 95.21% (159/167; 95% CI 90.83–97.55%); accuracy was 94.27% (181/192).
- Accuracy estimates for non-albicans Candida and Trichomonas vaginalis were not reported because case numbers were too low. Coinfections occurred in 22/192 (11.5%) samples, including 12 with both bacterial vaginosis and C. albicans.
- In a separate comparison of the specialist's assessment with Candida culture—not the GYNI test—C. albicans accuracy was 93.10% (189/203), sensitivity 86.75% (72/83), and specificity 97.50% (117/120); agreement was κ=0.855 (95% CI 0.782–0.927).
Limitations
- GYNI had 84.06% sensitivity (58/69) and 65.85% specificity (81/123) for C. albicans against the study's composite reference standard.
- The Candida standard counted either a positive wet mount or positive culture as positive; neither finding alone establishes that Candida caused symptoms. This was not a comparison with a perfect gold standard or with patient outcomes.
- Accuracy was evaluated in 192 samples from one specialist clinic, with only 14–69 reference-positive samples per reported condition.
- Estimates for less common conditions have small denominators and wide confidence intervals; results may not transfer to other sites, populations, or workflows.
- Of 226 recruited women, 34 (15.0%) samples were uninterpretable and excluded from index-test analyses.
- The authors attributed the first 30 uninterpretable samples to a camera-stabilization problem later addressed by software; they described additional sample and scanner issues but did not account for every excluded sample in the report.
- The same specialist conducted examinations and contributed the reference wet-mount assessment; that specialist also classified and tagged the images used to train the test.
- Shared provider roles and training labels may affect the apparent agreement, and independent multi-site validation was not reported.
- The study reported no accuracy estimates for non-albicans Candida or T. vaginalis because case counts were low.
- The results do not establish performance for these organisms or conditions.
- The study made one clinic-visit assessment and reported no patient, treatment, or safety outcomes.
- It does not establish whether using the test changes treatment decisions, symptoms, adverse outcomes, or access to care.
Applies to
- Interpreting the reported performance of this investigational point-of-care test against the study's condition-specific composite reference standards in symptomatic adults at one specialist clinic.
- Understanding how the test's reported sensitivity and specificity differed across the evaluated conditions and reference definitions.
Does not apply to
- Establishing that a positive Candida result caused a person's symptoms; the Candida reference standard could be positive from culture or microscopy, and detection alone does not establish symptomatic infection.
- Choosing treatment, establishing patient benefit or clinical utility, estimating performance in other clinics or populations, or evaluating people younger than 18 years.
Contribution to the current conclusion
Contextual
This single-clinic study provides condition-specific estimates for an investigational test against composite reference standards, but it did not compare care strategies or assess patient outcomes. Its excluded samples, small case counts, shared specialist roles in model labeling and reference assessment, and imperfect comparators do not change guideline-based claims or practical guidance.
Related evidence mapPractical change or no change
No practical change. This study adds device-specific context but does not support self-diagnosis, treatment decisions based on a test result alone, or replacement of current clinical evaluation and testing guidance.
Funding and conflicts
- Funding
- No funding statement was identified in the article; this does not establish that no support was provided.
- Conflicts
- Gyntools Ltd supplied the GYNI scanner and collection tools, paid institutional ethics committee service and insurance fees, and provided raw data for the study team's independent analysis, a sample heatmap, and device images. The first author held shares in GynTools Ltd and an unpaid advisory role. The other authors declared no competing financial or nonfinancial interests.
- Paper date
- 2023-04-13
Sources
View all 1 source
- Diagnostic performance of an automated microscopy and pH test for diagnosis of vaginitis
- Source type
- Diagnostic study
- Published
- 2023-04-13