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Gene Expression Signatures Can Aid Diagnosis of Sexually Transmitted Infection-Induced Endometritis in Women
- Source :
- Frontiers in Cellular and Infection Microbiology, Frontiers in Cellular and Infection Microbiology, Vol 8 (2018)
- Publication Year :
- 2018
- Publisher :
- Frontiers Media S.A., 2018.
-
Abstract
- Sexually transmitted infection (STI) of the upper reproductive tract can result in inflammation and infertility. A biomarker of STI-induced upper tract inflammation would be significant as many women are asymptomatic and delayed treatment increases risk of sequelae. Blood mRNA from 111 women from three cohorts was profiled using microarray. Unsupervised analysis revealed a transcriptional profile that distinguished 9 cases of STI-induced endometritis from 18 with cervical STI or uninfected controls. Using a hybrid feature selection algorithm we identified 21 genes that yielded maximal classification accuracy within our training dataset. Predictive accuracy was evaluated using an independent testing dataset of 5 cases and 10 controls. Sensitivity was evaluated in a separate test set of 12 women with asymptomatic STI-induced endometritis in whom cervical burden was determined by PCR; and specificity in an additional test set of 15 uninfected women with pelvic pain due to unknown cause. Disease module preservation was assessed in 42 women with a clinical diagnosis of pelvic inflammatory disease (PID). We also tested the ability of the biomarker to discriminate STI-induced endometritis from other diseases. The biomarker was 86.7% (13/15) accurate in correctly distinguishing cases from controls in the testing dataset. Sensitivity was 83.3% (5/6) in women with high cervical Chlamydia trachomatis burden and asymptomatic endometritis, but 0% (0/6) in women with low burden. Specificity in patients with non-STI-induced pelvic pain was 86.7% (13/15). Disease modules were preserved in all 8 biomarker predicted cases. The 21-gene biomarker was highly discriminatory for systemic infections, lupus, and appendicitis, but wrongly predicted tuberculosis as STI-induced endometritis in 52.4%. A 21-gene biomarker can identify asymptomatic women with STI-induced endometritis that places them at risk for chronic disease development and discriminate STI-induced endometritis from non-STI pelvic pain and other diseases.
- Subjects :
- 0301 basic medicine
Microbiology (medical)
medicine.medical_specialty
mRNA
Immunology
Gonorrhea
lcsh:QR1-502
Sexually Transmitted Diseases
medicine.disease_cause
Microbiology
Asymptomatic
Sensitivity and Specificity
lcsh:Microbiology
03 medical and health sciences
Cellular and Infection Microbiology
Internal medicine
Pelvic inflammatory disease
medicine
Humans
RNA, Messenger
Chlamydia
Original Research
gonorrhea
business.industry
Pelvic pain
Gene Expression Profiling
Chlamydia Infections
medicine.disease
Microarray Analysis
3. Good health
030104 developmental biology
Infectious Diseases
Asymptomatic Diseases
Biomarker (medicine)
biomarker
Female
Endometritis
medicine.symptom
pelvic inflammatory disease
Chlamydia trachomatis
business
Transcriptome
Subjects
Details
- Language :
- English
- ISSN :
- 22352988
- Volume :
- 8
- Database :
- OpenAIRE
- Journal :
- Frontiers in Cellular and Infection Microbiology
- Accession number :
- edsair.doi.dedup.....e887a28ab4a4fc7a5aa5c76b1899d104