A new clustering model based on the seminal plasma/serum ratios of multiple trace element concentrations in male patients with subfertility

Author:

Tanaka Takazo1ORCID,Kojo Kosuke12ORCID,Nagumo Yoshiyuki1ORCID,Ikeda Atsushi1,Shimizu Takuya3ORCID,Fujimoto Shunsuke3,Kakinuma Toshiyuki2ORCID,Uchida Masahiro4ORCID,Kimura Tomokazu1,Kandori Shuya1,Negoro Hiromitsu1ORCID,Nishiyama Hiroyuki1

Affiliation:

1. Department of Urology, Faculty of Medicine University of Tsukuba Tsukuba Ibaraki Japan

2. Center for Human Reproduction International University of Health and Welfare Hospital Nasushiobara Tochigi Japan

3. Health Care Analysis Center Renatech Co., Ltd. Isehara Kanagawa Japan

4. Department of Urology Tsukuba Gakuen Hospital Tsukuba Ibaraki Japan

Abstract

AbstractPurposeTo investigate whether seminal plasma (SP)/serum ratios of multiple trace elements (TEs) can classify patients with male subfertility.MethodsSP/serum ratios of 20 TEs (lithium, sodium, magnesium, phosphorus, sulfur, potassium, calcium, manganese, iron, cobalt, copper, zinc, arsenic, selenium, rubidium, strontium, molybdenum, cesium, barium, and thallium) were calculated for healthy volunteers (n = 4) and those consulting for male subfertility (n = 245). Volunteer semen samples were collected by split ejaculation into early and subsequent fractions, and SP/serum ratio data were compared between fractions. The patients' SP/serum ratio data were used in an unsupervised clustering analysis and qualitatively compared with the data from the fractions of ejaculation from the volunteers. Semen quality parameters and pregnancy outcomes were compared between patient clusters.ResultsThe early fraction of volunteers was characterized by lower phosphorus and arsenic and 18 other higher TEs than the subsequent fraction. Cluster analysis classified patients into four distinct clusters, one sharing characteristics with the early fraction and another with the subsequent fraction. One cluster with the early fraction characteristics had significantly lower semen volume and higher pregnancy rates from spontaneous pregnancies or intrauterine insemination.ConclusionsClassification of patients based on SP/serum ratios of multiple TEs represents the dominance of fractions of ejaculation samples.

Funder

Japan Society for the Promotion of Science

Japan Science and Technology Agency

Publisher

Wiley

Reference65 articles.

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4. Sperm morphology, motility, and concentration in fertile and infertile men;Guzick DS;N Engl J Med,2001

5. Antioxidants for male subfertility;Smits RM;Cochrane Database Syst Rev,2019

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