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pmid:39702250

Comprehensive pan-cancer analysis indicates UCHL5 as a novel cancer biomarker and promotes cervical cancer progression through the Wnt signaling pathway.

Lingling Bao · Yuefei Wu · Zhengting Ren · Yi Huang · Yue Jiang · Kailang Li · Xin Xu · Yingquan Ye · Zhongxuan Gui

Biology direct · 2024 doi:10.1186/s13062-024-00588-6

Paper

complete

Experiment

complete

Data

partial

Analysis

partial

Execution

absent

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Record details sci_version · id · kind · revision · content_hash · schema · created_at · updated_at · generator
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pmid:39702250
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title
Comprehensive pan-cancer analysis indicates UCHL5 as a novel cancer biomarker and promotes cervical cancer progression through the Wnt signaling pathway.
doi
10.1186/s13062-024-00588-6
pmid
39702250
authors array · 9 items
[0]
Lingling Bao
[1]
Yuefei Wu
[2]
Zhengting Ren
[3]
Yi Huang
[4]
Yue Jiang
[5]
Kailang Li
[6]
Xin Xu
[7]
Yingquan Ye
[8]
Zhongxuan Gui
journal
Biology direct
year
2024
abstract
BACKGROUND: UCHL5 was initially recognized as a multifunctional molecule. While recent research has highlighted its involvement in tumor malignant biological behaviors, its specific role in promoting tumor cell apoptosis has drawn particular attention. However, the precise relationship between UCHL5 and various tumor types, as well as its influence within the immune microenvironment, remains unclear. METHODS: The transcriptomic data and clinicopathological parameters across 33 cancer types were obtained from TCGA. Clinical pathological parameters of tumor patients, including gender, age, survival time, and staging, are utilized to evaluate the association between UCHL5 and pan-cancer characteristics. The prognostic significance of UCHL5 was evaluated through Cox analysis and Kaplan-Meier (K-M) methods. Protein expression data for UCHL5 were obtained from The Human Protein Atlas database, and its subcellular localization was further investigated. Additionally, potential correlations between UCHL5 and factors such as tumor-infiltrating immune cells, immunomodulators, microsatellite instability (MSI), and tumor mutation burden (TMB) were explored. The relationship between UCHL5 and immunotherapy efficacy was also assessed in independent cohorts, including IMvigor210, GSE78220, GSE67501, and GSE168204. Finally, the impact of UCHL5 on the malignant biological behavior of cervical cancer cells was investigated through in vitro experiments, along with an exploration of the underlying mechanisms. RESULTS: We observed that UCHL5 expression levels were elevated in 11 types of cancer tissues compared to their corresponding normal tissues, while levels were lower in five tumor types. Additionally, UCHL5 expression displayed a significant correlation with tumor stage in BRCA, KIRC, LUAD, and TGCT. Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM. UCHL5 expression was negatively associated with stromal and immune scores in certain cancers. In terms of immune cell infiltration, UCHL5 expression in UCEC, SKCM, and COAD showed a negative correlation with regulatory T cells (Tregs). Furthermore, UCHL5 was widely associated with three types of immunomodulators. It also demonstrated a significant relationship with MSI and TMB in certain cancers and was connected to the immunotherapy efficacy. Finally, in vitro experiments confirmed that UCHL5 knockout enhances apoptosis in cervical cancer cells and disrupts Wnt/β-catenin signaling. CONCLUSIONS: Pan-cancer analysis indicates that UCHL5 is dysregulated in various tumor tissues and is closely associated with survival prognosis, the tumor immune microenvironment, and the efficacy of immunotherapy in certain cancer types. UCHL5 shows promise as a predictive biomarker, and its specific regulatory mechanisms across different cancers warrant further investigation.
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Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients.
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sections[4] "Correlation of UCHL5 with clinical variables and survival prognosis" paragraph 2
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Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients.
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Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM.
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Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM.
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Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM.
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Pathway Signatures Derived from On-treatment Tumor Specimens Predict Response to Anti-PD1 Blockade in Metastatic Melanoma
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Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients.
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s, its specific role in promoting tumor cell apoptosis has drawn particular attention. However, the
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ments confirmed that UCHL5 knockout enhances apoptosis in cervical cancer cells and disrupts Wnt/β-
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Materials and methods Cell culture and transfection Siha and Hela cells were cultured in DMEM me
[1]
an Type Culture Collection, USA). Cells were transfected with either non-targeting control siRNA (siN
[2]
iUCHL5-2, GenePharma, China) using jetPRIME® transfection reagent (Polyplus-transfection, France), fol
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re and transfection Siha and Hela cells were cultured in DMEM medium (Gibco, Thermo Fisher Scientific
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Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients.
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Complete file
{"sci_version": "1.2", "schema": "https://corpus.bntrg.co.uk/sci/1.0/sci.schema.json", "id": "pmid:39702250", "kind": "science-record", "revision": 4, "content_hash": "sha256:da8859da952b08a91166e5846a3fb496123326bbe1832eeec0a1b20d6a40dd11", "created_at": "2026-11-01T20:30:01Z", "updated_at": "2026-11-01T22:55:52Z", "generator": {"name": "corpus-assay-engine", "run_id": "reading-sci-2026-11-01"}, "paper": {"state": "complete", "title": "Comprehensive pan-cancer analysis indicates UCHL5 as a novel cancer biomarker and promotes cervical cancer progression through the Wnt signaling pathway.", "doi": "10.1186/s13062-024-00588-6", "pmid": "39702250", "authors": ["Lingling Bao", "Yuefei Wu", "Zhengting Ren", "Yi Huang", "Yue Jiang", "Kailang Li", "Xin Xu", "Yingquan Ye", "Zhongxuan Gui"], "journal": "Biology direct", "year": 2024, "abstract": "BACKGROUND: UCHL5 was initially recognized as a multifunctional molecule. While recent research has highlighted its involvement in tumor malignant biological behaviors, its specific role in promoting tumor cell apoptosis has drawn particular attention. However, the precise relationship between UCHL5 and various tumor types, as well as its influence within the immune microenvironment, remains unclear.\nMETHODS: The transcriptomic data and clinicopathological parameters across 33 cancer types were obtained from TCGA. Clinical pathological parameters of tumor patients, including gender, age, survival time, and staging, are utilized to evaluate the association between UCHL5 and pan-cancer characteristics. The prognostic significance of UCHL5 was evaluated through Cox analysis and Kaplan-Meier (K-M) methods. Protein expression data for UCHL5 were obtained from The Human Protein Atlas database, and its subcellular localization was further investigated. Additionally, potential correlations between UCHL5 and factors such as tumor-infiltrating immune cells, immunomodulators, microsatellite instability (MSI), and tumor mutation burden (TMB) were explored. The relationship between UCHL5 and immunotherapy efficacy was also assessed in independent cohorts, including IMvigor210, GSE78220, GSE67501, and GSE168204. Finally, the impact of UCHL5 on the malignant biological behavior of cervical cancer cells was investigated through in vitro experiments, along with an exploration of the underlying mechanisms.\nRESULTS: We observed that UCHL5 expression levels were elevated in 11 types of cancer tissues compared to their corresponding normal tissues, while levels were lower in five tumor types. Additionally, UCHL5 expression displayed a significant correlation with tumor stage in BRCA, KIRC, LUAD, and TGCT. Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM. UCHL5 expression was negatively associated with stromal and immune scores in certain cancers. In terms of immune cell infiltration, UCHL5 expression in UCEC, SKCM, and COAD showed a negative correlation with regulatory T cells (Tregs). Furthermore, UCHL5 was widely associated with three types of immunomodulators. It also demonstrated a significant relationship with MSI and TMB in certain cancers and was connected to the immunotherapy efficacy. Finally, in vitro experiments confirmed that UCHL5 knockout enhances apoptosis in cervical cancer cells and disrupts Wnt/β-catenin signaling.\nCONCLUSIONS: Pan-cancer analysis indicates that UCHL5 is dysregulated in various tumor tissues and is closely associated with survival prognosis, the tumor immune microenvironment, and the efficacy of immunotherapy in certain cancer types. UCHL5 shows promise as a predictive biomarker, and its specific regulatory mechanisms across different cancers warrant further investigation.", "claims": [{"id": "claim-method", "statement": "Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39702250", "locator": "sections[4] \"Correlation of UCHL5 with clinical variables and survival prognosis\" paragraph 2", "quote": "Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients."}], "state": "complete"}, {"id": "claim-data-access", "statement": "The data are available from the corresponding author for reasonable requests. The R scripts utilised in this study are publicly available at https://github.com/dyz1989/Scripts.git.", "kind": "methodological", "target": null, "evidence": [{"asset": "source:pmid:39702250", "locator": "sections[26] \"notes\" paragraph 1", "quote": "The data are available from the corresponding author for reasonable requests. The R scripts utilised in this study are publicly available at https://github.com/dyz1989/Scripts.git."}], "state": "complete"}, {"id": "claim-target-result", "statement": "Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM.", "kind": "qualitative", "target": null, "evidence": [{"asset": "source:pmid:39702250", "locator": "sections[0] \"Abstract\" paragraph 3", "quote": "Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM."}], "state": "complete"}], "gaps": []}, "experiment": {"state": "complete", "objective": "Cox and K-M analysis indicated that UCHL5 expression was significantly associated with prognosis in KIRC, KICH, CESC, ACC, and UVM.", "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:39702250"], "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:GSE168204"], "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:GSE168204"], "outputs": ["the replicated result and its comparison"], "instruments": [], "reagents": []}], "materials": [], "instruments": [], "reagents": [], "conditions": {}, "gaps": []}, "data": {"state": "partial", "assets": [{"id": "source:pmid:39702250", "role": "manuscript", "format": "xml", "media_type": "application/xml", "uri": "https://doi.org/10.1186/s13062-024-00588-6", "sha256": "sha256:cae8fa75cc681ebb60431b4eab2d42d0789db7ba2bdfbd67824f67f4c1ad8899", "bytes": 42997, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "10.1186/s13062-024-00588-6", "version": null, "note": "Full article fetched from PMC; the checksum covers the rendered section body, not the original XML bytes.", "structure": {"pmcid": "PMC11660788", "source": "europe_pmc_fulltext", "coverage": "whole_body_without_references", "text_hash_scope": "rendered_section_body"}}, {"id": "data:geo:GSE168204", "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=GSE168204", "sha256": null, "bytes": null, "access": "open", "state": "resolved", "reader": null, "reader_status": "reader_required", "identifier": "GSE168204", "version": null, "note": "The data are available from the corresponding author for reasonable requests. The R scripts utilised in this study are publicly available at https://github.com/dyz1989/Scripts.git.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data are available from the corresponding author for reasonable requests. 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The R scripts utilised in this study are publicly available at https://github.com/dyz1989/Scripts.git.", "structure": {"repository": "GEO", "access_route": "GEO accession URL", "access_statement_verbatim": "The data are available from the corresponding author for reasonable requests. 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The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients."}}, {"id": "method-2", "family": "group_comparison", "specific": "wilcoxon", "label": "Group comparison", "dsl_operations": [], "missing_operations": ["group_comparison_wilcoxon"], "expressible": false, "parameters": {}, "data_shapes": ["two_or_more_groups_continuous"], "evidence": {"score": 0.8, "band": "high", "quote": "Wilcoxon"}}, {"id": "method-3", "family": "survival_analysis", "specific": "cox_proportional_hazards", "label": "Survival analysis", "dsl_operations": ["cox_ph"], "missing_operations": [], "expressible": true, "parameters": {}, "data_shapes": ["time_to_event_with_censoring"], "evidence": {"score": 0.8, "band": "high", "quote": "Cox proportional hazards"}}], "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": ["survival_km"], "missing_operations": [], "basis": "The paper names the method it used and the corpus's method extractor maps it onto the DSL catalogue: kaplan_meier."}, "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": ["GSE78220", "GSE67501", "GSE168204"], "resolved_accessions": ["GSE78220", "GSE67501", "GSE168204"], "statements": ["The data are available from the corresponding author for reasonable requests. The R scripts utilised in this study are publicly available at https://github.com/dyz1989/Scripts.git."], "basis": "The paper names GSE78220, GSE67501, GSE168204 in GEO and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["survival_km"], "assets": ["source:pmid:39702250", "data:geo:GSE168204"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:GSE168204"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T19:42:41Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 11805, "completion_tokens": 2232, "cached_tokens": 128}}, "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:39702250", "type": "paper", "label": "pmid:39702250"}, {"id": "source:pmid:39702250", "type": "manuscript", "label": "PMID 39702250 full text"}, {"id": "data:geo:GSE168204", "type": "dataset", "label": "GEO GSE168204"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:39702250", "type": "paper", "label": "pmid:39702250"}, {"id": "source:pmid:39702250", "type": "manuscript", "label": "PMID 39702250 full text"}, {"id": "data:geo:GSE168204", "type": "dataset", "label": "GEO GSE168204"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-39702250", "type": "extraction", "used": ["source:pmid:39702250"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-GSE168204", "type": "accession_resolution", "used": ["data:geo:GSE168204"], "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:39702250", "parent_hash": "sha256:3dea649243b6b2bd4d439823422c7274430292a2082e558ab2de9e8d4ce26a35", "fork_of": null, "generation": 3}, "gaps": ["asset:data:geo:GSE168204 licence not read", "asset:data:geo:GSE168204 not downloaded", "asset:data:geo:GSE67501 licence not read", "asset:data:geo:GSE67501 not downloaded", "asset:data:geo:GSE78220 licence not read", "asset:data:geo:GSE78220 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": "apoptosis_assay", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.93, "evidence": ["s, its specific role in promoting tumor cell apoptosis has drawn particular attention. However, the", "ments confirmed that UCHL5 knockout enhances apoptosis in cervical cancer cells and disrupts Wnt/β-"], "order_basis": "paper_text_order:320", "id": "assay:1"}, {"role": "data_generation", "definition_id": "transfection", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["Materials and methods Cell culture and transfection Siha and Hela cells were cultured in DMEM me", "an Type Culture Collection, USA). Cells were transfected with either non-targeting control siRNA (siN", "iUCHL5-2, GenePharma, China) using jetPRIME® transfection reagent (Polyplus-transfection, France), fol", "ing jetPRIME® transfection reagent (Polyplus-transfection, France), following the manufacturer’s proto"], "order_basis": "paper_text_order:3074", "id": "assay:2"}, {"role": "data_generation", "definition_id": "cell_culture", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["re and transfection Siha and Hela cells were cultured in DMEM medium (Gibco, Thermo Fisher Scientific", "thods Cell culture and transfection Siha and Hela cells were cultured in DMEM medium (Gibco, T", "t 37 °C in a 5% CO2 atmosphere. The Siha and Hela cell lines were obtained from ATCC (American"], "order_basis": "paper_text_order:3090", "id": "assay:3"}, {"role": "analysis", "definition_id": "survival_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["survival_km"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["Univariate Cox regression was conducted using the “survminer” and “survival” packages to evaluate the effect of UCHL5 expression on patient survival. The “forestplot” package was employed for visualizing the Cox analysis results. Finally, survival curves were created with the Kaplan-Meier method to assess the effect of UCHL5 expression on overall survival (OS) of patients."], "order_basis": "consumes_earlier_output", "id": "assay:4"}]}