Endometriosis-associated infertility diagnosis based on saliva microRNA signatures

被引:17
作者
Dabi, Yohann [1 ,2 ,3 ]
Suisse, Stephane [4 ]
Puchar, Anne [1 ]
Delbos, Lea [5 ]
Poilblanc, Mathieu [6 ,7 ]
Descamps, Philippe [5 ]
Haury, Julie [1 ]
Golfier, Francois [6 ,7 ]
Jornea, Ludmila [8 ]
Bouteiller, Delphine [9 ]
Touboul, Cyril [1 ,2 ,3 ]
Darai, Emile [1 ,2 ]
Bendifallah, Sofiane [1 ,2 ,3 ]
机构
[1] Sorbonne Univ, Hop Tenon, Dept Obstet & Reprod Med, 4 Rue Chine, F-75020 Paris, France
[2] Sorbonne Univ GRC6 C3E SU, Ctr Expert Endometriose C3E, Clin Res Grp GRC Paris 6, Paris, France
[3] Sorbonne Univ, Ctr Rech St Antoine CRSA, Canc Biol & Therapeut, INSERM UMR S 938, F-75020 Paris, France
[4] Ziwig, 19 Rue Reboud, F-69003 Lyon, France
[5] CHU Angers, Endometriosis Expert Ctr, Dept Obstet & Reprod Med, Pays Loire, France
[6] Lyon South Univ Hosp, Dept Obstet & Reprod Med, Lyon Civil Hosp, Lyon, France
[7] EndAURA Network, Endometriosis Expert Ctr, Steering Comm, Lyon, France
[8] Sorbonne Univ, Hop Pitie Salpetriere, AP HP, Inst Cerveau,ICM,Inserm U1127,CNRS UMR 7225,Paris, Paris, France
[9] Hop La Pitie Salpetriere, ICM, Inst Cerveau & Moelle Epiniere, Genotyping & Sequencing Core Facil,iGenSeq, 47-83 Blvd Hop, F-75013 Paris, France
关键词
Artificial intelligence; Endometriosis; Infertility; Machine learning; MiRNA signature; REPRODUCTIVE TECHNOLOGIES; LOGISTIC-REGRESSION; WOMEN; OUTCOMES; MODELS; TOOLS;
D O I
10.1016/j.rbmo.2022.09.019
中图分类号
R71 [妇产科学];
学科分类号
100211 ;
摘要
Research question: Can a saliva-based miRNA signature for endometriosis-associated infertility be designed and validated by analysing the human miRNome? Design: The prospective ENDOmiARN study (NCT04728152) included 200 saliva samples obtained between January 2021 and June 2021 from women with pelvic pain suggestive of endometriosis. All patients underwent either laparoscopy, magnetic resonance imaging, or both. Patients diagnosed with endometriosis were allocated to one of two groups according to their fertility status. Data analysis consisted of identifying a set of miRNA biomarkers using next-generation sequencing, and development of a saliva-based miRNA signature of infertility among patients with endometriosis based on a random forest model. Results: Among the 153 patients diagnosed with endometriosis, 24% (n = 36) were infertile and 76% (n = 117) were fertile. Small RNA-sequencing of the 153 saliva samples yielded approximately 3712 M raw sequencing reads (from-13.7 M to-39.3 M reads/sample). Of the 2561 known miRNAs, the feature selection method generated a signature of 34 miRNAs linked to endometriosis-associated infertility. After validation, the most accurate signature model had a sensitivity, specificity and area under the curve of 100%. Conclusion: A saliva-based miRNA signature for endometriosis-associated infertility is reported. Although the results still require external validation before using the signature in routine practice, this non-invasive tool is likely to have a major effect on care provided to women with endometriosis.
引用
收藏
页码:138 / 149
页数:12
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