Dataset Information

Probing spermiogenesis: a digital strategy for mouse acrosome classification.

ABSTRACT: Classification of morphological features in biological samples is usually performed by a trained eye but the increasing amount of available digital images calls for semi-automatic classification techniques. Here we explore this possibility in the context of acrosome morphological analysis during spermiogenesis. Our method combines feature extraction from three dimensional reconstruction of confocal images with principal component analysis and machine learning. The method could be particularly useful in cases where the amount of data does not allow for a direct inspection by trained eye.

SUBMITTER: Taloni A

PROVIDER: S-EPMC5473909 | biostudies-literature | 2017 Jun

REPOSITORIES: biostudies-literature

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Probing spermiogenesis: a digital strategy for mouse acrosome classification.

Taloni Alessandro A Font-Clos Francesc F Guidetti Luca L Milan Simone S Ascagni Miriam M Vasco Chiara C Pasini Maria Enrica ME Gioria Maria Rosa MR Ciusani Emilio E Zapperi Stefano S La Porta Caterina A M CAM

Scientific reports 20170616 1

Classification of morphological features in biological samples is usually performed by a trained eye but the increasing amount of available digital images calls for semi-automatic classification techniques. Here we explore this possibility in the context of acrosome morphological analysis during spermiogenesis. Our method combines feature extraction from three dimensional reconstruction of confocal images with principal component analysis and machine learning. The method could be particularly us ...[more]

PMID: 28623263

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Project description:Hypercholesterolemia is a marker for several adult chronic diseases. Recently we demonstrated that sub/infertility is also associated to Hypercholesterolemia in rabbits. Seminal alterations included: abnormal sperm morphology, decreased sperm number and declined percentage of motile sperm, among others. In this work, our objective was to evaluate the effects of hypercholesterolemia on testicular efficiency and spermiogenesis, as the latter are directly related to sperm number and morphology respectively. Tubular efficiency was determined by comparing total number of spermatogenic cells with each cell type within the proliferation/differentiation compartments. We found lower testicular efficiency related to both a decrease in spermatogonial cells and an increase in germ cell apoptosis in hypercholesterolemic rabbits. On the other hand, spermiogenesis-the last step of spermatogenesis involved in sperm shaping-was detaily analyzed, particularly the acrosome-nucleus-manchette complex. The manchette is a microtubular-based temporary structure responsible in sperm cell elongation. We analyzed the contribution of actin filaments and raft microdomains in the arrangement of the manchette. Under fluorescence microscopy, spermatocyte to sperm cell development was followed in cells isolated from V to VIII tubular stages. In cells from hypercholesterolemic rabbits, abnormal development of acrosome, nucleus and inaccurate tail implantation were associated with actin-alpha-tubulin-GM1 sphingolipid altered distribution. Morphological alterations were also observed at electron microscopy. We demonstrated for the first time that GM1-enriched microdomains together with actin filaments and microtubules are involved in allowing the correct anchoring of the manchette complex. In conclusion, cholesterol enriched diets promote male fertility alterations by affecting critical steps in sperm development: spermatogenesis and spermiogenesis. It was also demonstrated that hypercholesterolemic rabbit model is a useful tool to study serum cholesterol increment linked to sub/infertility.

Project description:Profilins (PFNs) are key regulatory proteins for the actin polymerization in cells and are encoded in mouse and humans by four Pfn genes. PFNs are involved in cell mobility, cell growth, neurogenesis, and metastasis of tumor cells. The testes-specific PFN3 is localized in the acroplaxome-manchette complex of developing spermatozoa. We demonstrate that PFN3 further localizes in the Golgi complex and proacrosomal vesicles during spermiogenesis, suggesting a role in vesicle transport for acrosome formation. Using CRISPR/Cas9 genome editing, we generated mice deficient for Pfn3. Pfn3-/- males are subfertile, displaying a type II globozoospermia. We revealed that Pfn3-/- sperm display abnormal manchette development leading to an amorphous sperm head shape. Additionally, Pfn3-/- sperm showed reduced sperm motility resulting from flagellum deformities. We show that acrosome biogenesis is impaired starting from the Golgi phase, and mature sperm seems to suffer from a cytoplasm removal defect. An RNA-seq analysis revealed an upregulation of Trim27 and downregulation of Atg2a. As a consequence, mTOR was activated and AMPK was suppressed, resulting in the inhibition of autophagy. This dysregulation of AMPK/mTOR affected the autophagic flux, which is hallmarked by LC3B accumulation and increased SQSTM1 protein levels. Autophagy is involved in proacrosomal vesicle fusion and transport to form the acrosome. We conclude that this disruption leads to the observed malformation of the acrosome. TRIM27 is associated with PFN3 as determined by co-immunoprecipitation from testis extracts. Further, actin-related protein ARPM1 was absent in the nuclear fraction of Pfn3-/- testes and sperm. This suggests that lack of PFN3 leads to destabilization of the PFN3-ARPM1 complex, resulting in the degradation of ARPM1. Interestingly, in the Pfn3-/- testes, we detected increased protein levels of essential actin regulatory proteins, cofilin-1 (CFL1), cofilin-2 (CFL2), and actin depolymerizing factor (ADF). Taken together, our results reveal the importance for PFN3 in male fertility and implicate this protein as a candidate for male factor infertility in humans.

Project description:Profilins (PFNs) are key regulatory proteins for the actin polymerization in cells and are encoded in mouse and humans by four Pfn genes. PFNs are involved in cell mobility, cell growth, neurogenesis and metastasis of tumor cells. The testis specific PFN3 is localized in the acroplaxome-manchette complex of developing sperm. We demonstrate, that PFN3 further localizes during spermiogenesis in the Golgi complex and proacrosomal vesicles, suggesting a role in acrosome formation. Autophagy is involved in proacrosomal vesicle fusion and transport to form the acrosome. Using CRISPR/Cas9 genome editing we generated mice deficient for Pfn3. Pfn3-/- males are sub-fertile displaying a type II-globozoospermia. We revealed, that Pfn3-/- sperm display abnormal manchette development leading to an amorphous sperm head shape. Additionally, Pfn3-/- sperm showed reduced sperm motility resulting from flagellum deformities. We show, that acrosome biogenesis is impaired starting from the Golgi phase. RNA-seq analysis revealed an upregulation of Trim27 and downregulation of Atg2a. As a consequence mTOR was activated and AMPK was suppressed resulting in the inhibition of autophagy. This dysregulation of AMPK/ mTOR affected the autophagic flux which is hallmarked by LC3B accumulation and increased SQSTM1 protein levels. We conclude that this disruption leads to the observed malformation of the acrosome. Further, actin related protein ARPM1 was absent in the nuclear fraction of Pfn3-/- testis and sperm. This suggests, that lack of PFN3 leads to destabilization of the stable PFN3-ARPM1 complex resulting in the degradation of ARPM1. Interestingly, in the Pfn3-/- testis, we detected increased protein levels of essential actin regulatory proteins, cofilin-1 (CFL1), cofilin-2 (CFL2) and actin depolymerizing factor (ADF). Taken together, our results reveal the importance for PFN3 in male fertility and implicates this protein as a candidate for male factor infertility in humans.

Dataset Information

Probing spermiogenesis: a digital strategy for mouse acrosome classification.

Publications

Probing spermiogenesis: a digital strategy for mouse acrosome classification.

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