Evidence map›Paper›PMID 41113058›Full record

ArticleAmerican journal of translational research2025

Predictive model construction for evaluating treatment outcomes of microscopic left internal spermatic vein reflux reconstruction plus left spermatic vein high ligation for grade III left varicocele and influencing factor prioritization.

Peiyan Liu, Zhongxiang Liao, Zhonghong Liao, Jiangping Xie, Yanhua Wang, Feng Lin, Shulin Guo, Jinhua Wu

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Article in American journal of translational research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

8 authors.

Peiyan LiuDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Zhongxiang LiaoDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Zhonghong LiaoDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Jiangping XieDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Yanhua WangDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Feng LinDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Shulin GuoDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.
Jinhua WuDepartment of Andrology, Ganzhou People's Hospital Ganzhou 341000, Jiangxi, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

objectiveTo investigate the factors influencing the efficacy of microscopic left internal spermatic vein reflux reconstruction (LISVRR) plus left spermatic vein high ligation (LSVHL) for grade III left varicocele.

methodsA total of 278 patients with degree III left-sided varicocele who underwent surgery at Ganzhou People's Hospital between January 2023 and December 2024 were retrospectively enrolled. Patients were randomly divided into a training cohort (70%, n = 195) and a validation cohort (30%, n = 83). General and clinical parameters were collected. Univariate analysis was first performed to identify potential predictors, followed by multivariate logistic regression to determine independent risk factors. Variable importance was ranked using the random forest algorithm. A nomogram prediction model was then developed, and its performance and clinical utility were evaluated using the concordance index (C-index) and decision curve analysis (DCA).

resultsMultivariate analysis revealed that internal diameter of the spermatic vein, testosterone level and intraoperative blood loss were independent predictors of postoperative efficacy (P<0.05). The nomogram showed good discrimination in both the training (C-index = 0.794) and validation (C-index = 0.748) cohorts. DCA validated the model's clinical applicability.

conclusionInternal diameter of the spermatic vein, testosterone level, blood flow velocity of the spermatic vein, and intraoperative blood loss are key factors affecting surgical efficacy of LISVRR plus LSVHL for grade III left varicocele. The developed prediction model demonstrates good predictive performance and potential clinical value.

Indexed as

influencing factorsprediction modelsrandom forest algorithmsurgical efficacyVaricocele

Identifiers

PMID41113058
PMCPMC12531559

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.