← All .science files
pmid:40563475
Unraveling the Multi-Omic Landscape of Extracellular Vesicles in Human Seminal Plasma.
Laura Governini · Alesandro Haxhiu · Enxhi Shaba · Lorenza Vantaggiato · Alessia Mori · Marco Bruttini · Francesca Loria · Natasa Zarovni · Paola Piomboni · Claudia Landi · Alice Luddi
Biomolecules · 2025 doi:10.3390/biom15060836
Paper
complete
Experiment
complete
Data
partial
Analysis
partial
Execution
absent
Execution evidence has not yet been added to this .science file. Explore its methods, data and open questions to plan the next step.
Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
paper object · 10 fields
authors array · 11 items
claims array · 3 items
[0] object · 6 fields
evidence array · 2 items
[0] object · 3 fields
[1] object · 6 fields
gaps array · 0 items
experiment object · 8 fields
steps array · 3 items
[0] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[1] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
[2] object · 13 fields
parameters object · 0 fields
inputs array · 1 item
outputs array · 1 item
instruments array · 0 items
reagents array · 0 items
materials array · 0 items
instruments array · 0 items
reagents array · 0 items
conditions object · 0 fields
gaps array · 0 items
data object · 3 fields
assets array · 3 items
[0] object · 15 fields
structure object · 4 fields
[1] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
[2] object · 15 fields
structure object · 15 fields
sample_accessions array · 0 items
gaps array · 4 items
analysis object · 4 fields
methods array · 4 items
[0] object · 10 fields
dsl_operations array · 3 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
evidence object · 3 fields
[1] object · 10 fields
dsl_operations array · 4 items
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[2] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
[3] object · 10 fields
dsl_operations array · 1 item
missing_operations array · 0 items
parameters object · 0 fields
data_shapes array · 1 item
targets array · 0 items
gaps array · 1 item
capability object · 3 fields
requirements array · 1 item
[0] object · 6 fields
assay_families array · 9 items
gaps array · 0 items
readiness object · 8 fields
axes object · 3 fields
method object · 5 fields
required_operations array · 3 items
missing_operations array · 0 items
capability object · 4 fields
data object · 6 fields
accessions array · 2 items
resolved_accessions array · 2 items
statements array · 1 item
can_run object · 3 fields
dsl_operations array · 3 items
assets array · 2 items
steps array · 1 item
must_build object · 5 fields
dsl_operations array · 0 items
converters array · 0 items
readers array · 0 items
capabilities array · 0 items
data_gaps array · 1 item
gaps array · 0 items
review object · 5 fields
machine_critique object · 5 fields
reader object · 5 fields
evidence_check object · 2 fields
usage object · 3 fields
stages array · 1 item
[0] object · 4 fields
gaps array · 3 items
provenance object · 7 fields
entities array · 3 items
activities array · 3 items
[0] object · 4 fields
used array · 3 items
[0] object · 3 fields
[1] object · 3 fields
[2] object · 3 fields
[1] object · 4 fields
agents array · 2 items
lineage object · 4 fields
gaps array · 9 items
assays array · 3 items
[0] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[1] object · 11 fields
required_operations array · 0 items
source_hashes object · 1 field
evidence array · 4 items
[2] object · 11 fields
required_operations array · 3 items
source_hashes object · 1 field
evidence array · 1 item
Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:40563475", "kind": "science-record", "revision": 4, "content_hash": "sha256:35c243c8fe5c67250830cdfec0da56db1353cb8f5d0cc84c4929c620dbbb4f2e", "created_at": "2026-11-01T20:30:38Z", "updated_at": "2026-11-01T22:56:41Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Unraveling the Multi-Omic Landscape of Extracellular Vesicles in Human Seminal Plasma.", "doi": "10.3390/biom15060836", "pmid": "40563475", "authors": ["Laura Governini", "Alesandro Haxhiu", "Enxhi Shaba", "Lorenza Vantaggiato", "Alessia Mori", "Marco Bruttini", "Francesca Loria", "Natasa Zarovni", "Paola Piomboni", "Claudia Landi", "Alice Luddi"], "journal": "Biomolecules", "year": 2025, "abstract": "Extracellular Vesicles (EVs) from seminal plasma have achieved attention due to their potential physiopathological role in male reproductive systems. This study employed a comprehensive proteomic and transcriptomic approach to investigate the composition and molecular signatures of EVs isolated from human seminal plasma. EVs from Normozoospermic (NORMO), OligoAsthenoTeratozoospermic (OAT), and Azoospermic (AZO) subjects were isolated using a modified polymer precipitation-based protocol and characterized for size and morphology. Comprehensive proteomic analysis, using both gel-free and gel-based approaches, revealed distinct protein profiles in each group (p<0.01), highlighting potential molecules and pathways involved in sperm function and fertility. The data are available via ProteomeXchange with identifiers PXD051361 and PXD051390, respectively. Transcriptomic analysis confirmed the trend of a general downregulation of AZO and OAT compared to NORMO shedding light on regulatory mechanisms of sperm development. Bioinformatic tools were applied for functional omics analysis; the integration of proteomic and transcriptomic data provided a comprehensive understanding of the cargo content and regulatory networks present in EVs. This study contributes to elucidating the key role of EVs in the paracrine communication regulating spermatogenesis. A full understanding of these pathways not only suggests potential mechanisms regulating male fertility but also offers new insights into the development of diagnostic tools targeting male reproductive disorders.", "claims": [{"id": "claim-method", "statement": "All subsequent analyses were performed with DESeq2 (v1.38.3) [36] and tidyverse (v2.0.0) [37] packages of R (v4.2.2) statistical environment inside RStudio (v2022.7.2.576) IDE [38]. Volcano plots of differentially expressed genes (Wald test FDR < 0.01) were plotted with EnhancedVolcano (v1.16.0) package [44].", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40563475", "locator": "sections[22] \"2.6.3. RNA-Seq Data Alignment and Identification of DEGs\" paragraph 2", "quote": "All subsequent analyses were performed with DESeq2 (v1.38.3) [36] and tidyverse (v2.0.0) [37] packages of R (v4.2.2) statistical environment inside RStudio (v2022.7.2.576) IDE [38]."}, {"asset": "source:pmid:40563475", "locator": "sections[22] \"2.6.3. RNA-Seq Data Alignment and Identification of DEGs\" paragraph 2", "quote": "Volcano plots of differentially expressed genes (Wald test FDR < 0.01) were plotted with EnhancedVolcano (v1.16.0) package [44]."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:40563475", "locator": "sections[37] \"notes\" paragraph 1", "quote": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Transcriptomic analysis confirmed the trend of a general downregulation of AZO and OAT compared to NORMO shedding light on regulatory mechanisms of sperm development.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:40563475", "locator": "sections[0] \"Abstract\" paragraph 1", "quote": "Transcriptomic analysis confirmed the trend of a general downregulation of AZO and OAT compared to NORMO shedding light on regulatory mechanisms of sperm development."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Transcriptomic analysis confirmed the trend of a general downregulation of AZO and OAT compared to NORMO shedding light on regulatory mechanisms of sperm development.", "steps": [{"id": "read_published_estimate", "order": 1, "name": "Read the published estimate from the source", "kind": "other", "state": "complete", "blocked_on": null, "description": "The claim, method and evidence span published with the source article.", "duration_hours": null, "parameters": {}, "inputs": ["source:pmid:40563475"], "outputs": ["the published estimate and its evidence"], "instruments": [], "reagents": []}, {"id": "obtain_source_data", "order": 2, "name": "Obtain the source data from the named repository", "kind": "data-preparation", "state": "complete", "blocked_on": null, "description": "The GEO series accession resolves and its sample accessions are listed. This lane did not download the dataset or read its licence.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD051361"], "outputs": ["the source data with its repository provenance"], "instruments": [], "reagents": []}, {"id": "run_analysis", "order": 3, "name": "Run the published analysis", "kind": "analysis", "state": "complete", "blocked_on": null, "description": "Apply the paper's statistical method to the resolved series and compare the result with the published target.", "duration_hours": null, "parameters": {}, "inputs": ["data:geo:PXD051361"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:40563475", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.3390/biom15060836", "sha256": "sha256:ed5ede8568451587e389de87e237de6052b50f5f2e82cb141870ee159ae215aa", "bytes": 63456, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.3390/biom15060836", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC12190863", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:PXD051361", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD051361", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD051361", "version": null, "note": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Characterization of extracellular vesicles in human seminal plasma: a multiomic analysis", "resolution_checked_at": "2026-11-01T20:16:17Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}, {"id": "data:geo:PXD051390", "role": "raw", "format": "geo-series", "media_type": "application/vnd.ncbi.geo-series+json", "uri": "https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=PXD051390", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "PXD051390", "version": null, "note": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors.", "access_statement_kind": "data_availability_statement", "sample_accessions": [], "sample_count": null, "group_sizes": null, "group_sizes_basis": null, "platform": null, "taxon": null, "title": "Characterization of extracellular vesicles in human seminal plasma: a multiomic analysis", "resolution_checked_at": "2026-11-01T20:16:17Z", "resolution_check": "identifier_resolution_only_no_download_no_licence_read", "downloaded": false, "licence_read": false}}], "gaps": ["asset:data:geo:PXD051361 not downloaded", "asset:data:geo:PXD051361 licence not read", "asset:data:geo:PXD051390 not downloaded", "asset:data:geo:PXD051390 licence not read"]}, "analysis": {"state": "partial", "methods": [{"id": "method-1", "family": "differential_expression", "specific": "deseq2", "label": "Differential expression analysis", "dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["count_matrix_with_condition"], "evidence": {"score": 1.0, "band": "reordered", "quote": "All subsequent analyses were performed with DESeq2 (v1.38.3) [36] and tidyverse (v2.0.0) [37] packages of R (v4.2.2) statistical environment inside RStudio (v2022.7.2.576) IDE [38]. Volcano plots of differentially expressed genes (Wald test FDR < 0.01) were plotted with EnhancedVolcano (v1.16.0) package [44]."}}, {"id": "method-2", "family": "group_comparison", "specific": "anova", "label": "Group comparison", "dsl_operations": ["group_summary", "welch_t", "bootstrap_mean_difference", "group_comparison_anova"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "ANOVA"}}, {"id": "method-3", "family": "principal_component_analysis", "specific": "pca", "label": "Principal component analysis", "dsl_operations": ["pca_fit"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["wide_numeric_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "principal component analysis"}}, {"id": "method-4", "family": "clustering", "specific": "hierarchical", "label": "Clustering", "dsl_operations": ["hierarchical_cluster"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["feature_matrix"], "evidence": {"score": 0.8, "band": "high", "quote": "hierarchical clustering"}}], "targets": [], "gaps": ["method.reader_differs_from_extractor"]}, "capability": {"state": "complete", "requirements": [{"capability_id": "capability:computational_analysis", "label": "Computational analysis platform", "assay_families": ["meta_analysis", "machine_learning", "survival_analysis", "statistical_regression", "pca", "molecular_docking", "network_analysis", "differential_expression", "gwas"], "availability_state": "owned", "tier_unlocked": "R1", "candidate": "Automated Assays Laravel application and simulated adapters"}], "gaps": []}, "readiness": {"state": "complete", "tier": "R1", "blocking_axis": "none", "blocked_on": "nothing:replicable_now", "axes": {"method": {"tier": "R1", "expressible": true, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: deseq2."}, "capability": {"tier": "R1", "capability_id": "capability:computational_analysis", "availability_state": "owned", "basis": "The computational analysis is owned. The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["PXD051361", "PXD051390"], "resolved_accessions": ["PXD051361", "PXD051390"], "statements": ["The original contributions presented in this study are included in the article/Supplementary Material. Further inquiries can be directed to the corresponding authors."], "basis": "The paper names PXD051361, PXD051390 in ProteomeXchange Consortium [24] via the PRIDE [25] partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "assets": ["source:pmid:40563475", "data:geo:PXD051361"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD051361"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:54:45Z", "independence": "single_reader"}, "evidence_check": {"method": "reordered", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 16966, "completion_tokens": 2089, "cached_tokens": 264}}, "human_critique": null, "stages": [{"id": "extraction", "state": "complete", "reader": "MiniMax-M3.1-Flash", "provider": "minimax"}], "gaps": ["review.independent_reader", "review.machine_critique", "review.human_critique"]}, "execution": {"state": "absent", "status": "not_run", "mode": null, "runs": [], "gaps": ["execution.not_run"]}, "provenance": {"entities": [{"id": "pmid:40563475", "type": "paper", "label": "pmid:40563475"}, {"id": "source:pmid:40563475", "type": "manuscript", "label": "PMID 40563475 full text"}, {"id": "data:geo:PXD051361", "type": "dataset", "label": "GEO PXD051361"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:40563475", "type": "paper", "label": "pmid:40563475"}, {"id": "source:pmid:40563475", "type": "manuscript", "label": "PMID 40563475 full text"}, {"id": "data:geo:PXD051361", "type": "dataset", "label": "GEO PXD051361"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-40563475", "type": "extraction", "used": ["source:pmid:40563475"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD051361", "type": "accession_resolution", "used": ["data:geo:PXD051361"], "agent": "agent:corpus-assay-engine"}], "agents": [{"id": "agent:corpus-assay-engine", "type": "software", "label": "Corpus assay engine"}, {"id": "agent:minimax-reader", "type": "software", "label": "MiniMax literature reader"}], "source_run_id": "reading-sci-2026-11-01", "dsl_catalogue_fingerprint": "343fb30756ba6ec3", "capability_table_fingerprint": "2cb3e42f047d2ecf", "snapshot_id": "ba34b49490d9bfaf"}, "lineage": {"parent_id": "pmid:40563475", "parent_hash": "sha256:83c2bdd0d941a68d3d4b9400881b489a900064733513aab893f3309b0b2aeab4", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:PXD051361 licence not read", "asset:data:geo:PXD051361 not downloaded", "asset:data:geo:PXD051390 licence not read", "asset:data:geo:PXD051390 not downloaded", "execution.not_run", "method.reader_differs_from_extractor", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "rna_seq", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["study employed a comprehensive proteomic and transcriptomic approach to investigate the composition and", "fiers PXD051361 and PXD051390, respectively. Transcriptomic analysis confirmed the trend of a general do", "s analysis; the integration of proteomic and transcriptomic data provided a comprehensive understanding", "gure 9). To validate the results obtained by RNA-Seq, we went to highlight the differences in gen"], "order_basis": "paper_text_order:242", "id": "assay:1"}, {"role": "data_generation", "definition_id": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["me of these terms, such as the regulation of apoptosis, protein stabilization, and regulation of pr", "otice the enrichment of proteins involved in apoptosis (DJ-1, clusterin, NDPK A) and proteolysis (P", "ubiquitin are involved in processes such as apoptosis, inflammation, signal transduction by ESR2,", "DPA K, indicates its possible involvement in apoptosis and NK cell toxicity. Regarding the highly a"], "order_basis": "paper_text_order:8841", "id": "assay:2"}, {"role": "analysis", "definition_id": "differential_expression", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["normalise_counts", "differential_expression_fit", "fdr_bh"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["All subsequent analyses were performed with DESeq2 (v1.38.3) [36] and tidyverse (v2.0.0) [37] packages of R (v4.2.2) statistical environment inside RStudio (v2022.7.2.576) IDE [38]. Volcano plots of differentially expressed genes (Wald test FDR < 0.01) were plotted with EnhancedVolcano (v1.16.0) package [44]."], "order_basis": "consumes_earlier_output", "id": "assay:3"}]}