학술논문

Outcome prediction of microdissection testicular sperm extraction based on extracellular vesicles piRNAs.
Document Type
Article
Source
Journal of Assisted Reproduction & Genetics. Jun2021, Vol. 38 Issue 6, p1429-1439. 11p.
Subject
*SPERMATOZOA
*SPERMATOGENESIS
*MICRODISSECTION
*LOGISTIC regression analysis
*REGRESSION analysis
*EXTRACELLULAR vesicles
*SPERM competition
Language
ISSN
1058-0468
Abstract
Purpose: Microdissection testicular sperm extraction (micro-TESE) could retrieve sperm from the testicles to help the non-obstructive azoospermia (NOA) patients to get their biological children, but also would cause damage to the testicles. Therefore, it is necessary to preoperatively predict the micro-TESE outcome in NOA patients. For this purpose, we aim to develop a model based on extracellular vesicles' (EVs) piRNAs (EV-piRNAs) in seminal plasma. Methods: To identify EV-piRNAs that were associated with spermatogenic ability, small RNA-seq was performed between the NOA group (n = 8) and normal group (n = 8). Validation of EV-piRNA expression in seminal plasma EVs and testicles tissues was used to select EV-piRNAs for the model. Candidate EV-piRNAs were further selected by LASSO regression analysis. Binary logistic regression analysis was used for the models' calculation formula. ROC analysis and Hosmer–Lemeshow test was used to assess the models' performance in the training (n = 20) and validation (n = 25) cohorts. Results: We identified 8 EV-piRNAs which were associated with spermatogenic ability. Two EV-piRNAs (pir-60351 and pir-61927) were selected by LASSO regression analysis. Finally, we developed a favorable model based on the expression of pir-61927 with good discrimination wherein the AUC was 0.82 (95% CI: 0.63~1.00, p = 0.016) in the training cohort and 0.83 (95% CI: 0.66~1.00, p = 0.005) in the validation cohort, as well as good calibration. Conclusions: A favorable model based on the expression of pir-61927 in seminal plasma EVs was established to predict the micro-TESE outcome in NOA patients. [ABSTRACT FROM AUTHOR]