• Home
  • Search
  • Phase-Space Dynamics Reveal Structured and Chaotic Motility in Human Sperm via DTW Clustering
  • Cite Icon1
  • https://doi.org/10.1101/2025.05.13.653743Copy DOI Icon

Phase-Space Dynamics Reveal Structured and Chaotic Motility in Human Sperm via DTW Clustering

Show More
  • Abstract
  • Literature Map
  • References
  • Citations
  • Similar Papers
Abstract

Background Traditional sperm motility metrics often fail to reflect the dynamic complexity of motion patterns. Here, we present an unsupervised framework combining dynamic time warping (DTW) clustering with phase-space and fatigue-sensitive descriptors to uncover latent motility phenotypes. Methods We analyzed 1,176 sperm tracks from the VISEM dataset using DTW distance matrices applied to velocity time series, followed by agglomerative hierarchical clustering (n = 2). After cluster assignment, we extracted phase-space features—recurrence rate, spectral entropy, fractal index, and Lyapunov approximation—and computed fatigue metrics such as VSL slope. Results DTW clustering revealed two well-separated motility phenotypes with a mean silhouette score of 0.861. Chaotic-like tracks exhibited higher spectral entropy (4.45 vs. 2.58), elevated fractal index (0.079 vs. 0.434), and increased local instability as reflected by the Lyapunov approximation (0.131 vs. 0.009; all p < 0.001). Recurrence rate showed no significant difference. VSL slope was markedly more negative in Chaotic-like tracks, indicating a stronger fatigue component. Conclusions Our pipeline stratifies sperm motility into biologically interpretable dynamic classes using raw temporal profiles—without relying on predefined scalar indices. This approach may enhance phenotypic analysis in reproductive diagnostics by capturing structural and fatigue-driven variability in sperm motion.

Similar Papers
  • PDF
  • Supplementary Content
  • Citations7

Endocannabinoids as Markers of Sperm Quality: Hot Spots

  • Nov 08, 2013
  • Frontiers in Endocrinology
  • Mauro Maccarrone
  • Research Article
  • Citations1

Association between mitochondrial DNA genotype and sperm motility in humans

  • Nov 17, 2023
  • Mitochondrial DNA Part A
  • Xueyou Song +11
  • Research Article
  • Citations30

Effect of atosiban on rabbit embryo development and human sperm motility

  • Jan 16, 2007
  • Fertility and Sterility
  • Piotr Pierzynski +4
  • Research Article
  • Citations55

The role of Zn-α2 glycoprotein in sperm motility is mediated by changes in cyclic AMP

  • Sep 21, 2007
  • Reproduction
  • Fei Qu +6
  • Research Article
  • Citations29

Toxic effects of polychlorinated biphenyls (Aroclor 1254) on human sperm motility

  • Sep 13, 2016
  • Asian Journal of Andrology
  • Lan Chao +8
  • Research Article
  • Citations90

Novel technologies for selecting the best sperm for in vitro fertilization and intracytoplasmic sperm injection

  • Jan 26, 2013
  • Fertility and Sterility
  • Denny Sakkas
  • Research Article
  • Citations80

Clinical guidelines for sperm cryopreservation in cancer patients

  • Oct 30, 2013
  • Fertility and Sterility
  • Ajay K Nangia +2
  • Research Article
  • Citations19

Human sperm motility is downregulated by the AMPK activator A769662.

  • Oct 05, 2017
  • Andrology
  • V Calle‐Guisado +4
  • Research Article
  • Citations15

Aquaporin3 expression and the potential role of aquaporins in motility and mitochondrial membrane potential in human spermatozoa.

  • Apr 16, 2020
  • Andrologia
  • Atieh Alyasin +2
  • Research Article
  • Citations97

Evidence of the presence of calcium/calmodulin-dependent protein kinase IV in human sperm and its involvement in motility regulation

  • Apr 19, 2005
  • Journal of Cell Science
  • Clara I MaríN-Briggiler +6
  • Research Article

Sustained soluble adenylyl cyclase (sAC)-generated cAMP is necessary and sufficient for hyperactivated motility in human sperm

  • Nov 17, 2025
  • Human Reproduction (Oxford, England)
  • Carla Ritagliati +3
  • Research Article
  • Citations100

Effect of zinc on human sperm motility and the acrosome reaction.

  • Jun 01, 1992
  • International Journal of Andrology
  • M Riffo +2
  • Research Article
  • Citations27

Effects of Pituitary Adenylate Cyclase Activating Polypeptide on Human Sperm Motility

  • May 26, 2012
  • Journal of Molecular Neuroscience
  • R Brubel +14
  • Research Article
  • Citations15

Optimizing incubation conditions for the preservation of sperm motility in processed semen samples

  • Aug 01, 2005
  • Fertility and Sterility
  • Carolina Petrella +5
  • PDF
  • Research Article
  • Citations56

The Effect of Schisandra chinensis Baillon on Cross-Talk between Oxidative Stress, Endoplasmic Reticulum Stress, and Mitochondrial Signaling Pathway in Testes of Varicocele-Induced SD Rat.

  • Nov 17, 2019
  • International Journal of Molecular Sciences
  • Keshab Kumar Karna +4
Cactus Communications logo

Copyright 2026 Cactus Communications. All rights reserved.