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pmid:36541409

Glycosylation Profiling of the Neoplastic Biomarker Alpha Fetoprotein through Intact Mass Protein Analysis.

Carmen Dunbar · Mark M Kushnir · Yifei K Yang

Journal of proteome research · 2023 doi:10.1021/acs.jproteome.2c00656

Paper

complete

Experiment

complete

Data

partial

Analysis

complete

Execution

absent

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title
Glycosylation Profiling of the Neoplastic Biomarker Alpha Fetoprotein through Intact Mass Protein Analysis.
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10.1021/acs.jproteome.2c00656
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Carmen Dunbar
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Mark M Kushnir
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Yifei K Yang
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Journal of proteome research
year
2023
abstract
Elevated serum alpha-fetoprotein (AFP) can be observed in liver cirrhosis and hepatocellular carcinoma (HCC). The glycosylation patterns of AFP have been shown to differentiate these conditions, with AFP glycoforms with core fucosylation (AFP-L3) serving as a malignancy risk predictor for HCC. We have developed a method to detect endogenously present AFP proteoforms and to quantify the relative abundance of AFP-L3 glycoforms (AFP-L3%) in serum samples. This method consists of immune enrichment of endogenous AFP, followed by liquid chromatography coupled with high-resolution mass spectrometry (LC-HRMS) intact protein analysis of AFP. Data are available via ProteomeXchange with identifier PXD038606. Based on the AFP profiles in authentic patient serum samples, we have identified that the frequently observed AFP glycoforms without core fucosylation (AFP-L1) are G2S2 and G2S1, and common AFP-L3 glycoforms are G2FS1 and G2FS2. The intensities of glycoforms in the deconvoluted spectrum are used to quantify AFP-L3% in each sample. The method evaluation included reproducibility, specificity, dilution integrity, and comparison of AFP-L3% with a lectin-binding gel shift electrophoresis (GSE) assay. The AFP-L1 and AFP-L3 proteoforms were reproducibly identified in multiple patient serum samples, resulting in reproducible AFP-L3% quantification. There was considerable agreement between the developed LC-HRMS and commercial GSE methods when quantifying AFP-L3% (Pearson r = 0.63) with a proportional bias.
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While the AFP-L3% results determined by the LC–HRMS and GSE methods are comparable (Pearson’s r: 0.645, Figure 4), the GSE method quantifies AFP-L3% with a noticeable positive proportional bias (8.6%, Figure 4).
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While the AFP-L3% results determined by the LC–HRMS and GSE methods are comparable (Pearson’s r: 0.645, Figure 4), the GSE method quantifies AFP-L3% with a noticeable positive proportional bias (8.6%, Figure 4).
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There was considerable agreement between the developed LC–HRMS and commercial GSE methods when quantifying AFP-L3% (Pearson r = 0.63) with a proportional bias.
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There was considerable agreement between the developed LC–HRMS and commercial GSE methods when quantifying AFP-L3% (Pearson r = 0.63) with a proportional bias.
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There was considerable agreement between the developed LC–HRMS and commercial GSE methods when quantifying AFP-L3% (Pearson r = 0.63) with a proportional bias.
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Glycosylation Profiling of Neoplastic Biomarker Alpha Fetoprotein Through Intact Mass Protein Analysis
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While the AFP-L3% results determined by the LC–HRMS and GSE methods are comparable (Pearson’s r: 0.645, Figure 4), the GSE method quantifies AFP-L3% with a noticeable positive proportional bias (8.6%, Figure 4).
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The physical bench the paper used is not, so a physical validation cannot be run here."}, "data": {"tier": "R1", "reachable": true, "accessions": ["PXD038606"], "resolved_accessions": ["PXD038606"], "statements": ["Data are available via ProteomeXchange with identifier PXD038606."], "basis": "The paper names PXD038606 in ProteomeXchange Consortium via the PRIDE24 partner repository and the accession resolves in the repository. No dataset was downloaded and no licence was read."}}, "can_run": {"dsl_operations": ["pearson_r"], "assets": ["source:pmid:36541409", "data:geo:PXD038606"], "steps": ["run_analysis"]}, "must_build": {"dsl_operations": [], "converters": [], "readers": [], "capabilities": [], "data_gaps": ["data:geo:PXD038606"]}, "gaps": []}, "review": {"state": "partial", "machine_critique": {"kind": "extraction_review", "reader": {"model": "MiniMax-M3.1-Flash", "provider": "minimax", "provider_family": "minimax", "read_at": "2026-11-01T18:20:22Z", "independence": "single_reader"}, "evidence_check": {"method": "verbatim", "availability": "verbatim"}, "calls": 5, "usage": {"prompt_tokens": 12967, "completion_tokens": 1056, "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:36541409", "type": "paper", "label": "pmid:36541409"}, {"id": "source:pmid:36541409", "type": "manuscript", "label": "PMID 36541409 full text"}, {"id": "data:geo:PXD038606", "type": "dataset", "label": "GEO PXD038606"}], "activities": [{"id": "activity-reading-sci-2026-11-01", "type": "classification", "used": [{"id": "pmid:36541409", "type": "paper", "label": "pmid:36541409"}, {"id": "source:pmid:36541409", "type": "manuscript", "label": "PMID 36541409 full text"}, {"id": "data:geo:PXD038606", "type": "dataset", "label": "GEO PXD038606"}], "agent": "agent:corpus-assay-engine"}, {"id": "activity-read-36541409", "type": "extraction", "used": ["source:pmid:36541409"], "agent": "agent:minimax-reader"}, {"id": "activity-resolve-PXD038606", "type": "accession_resolution", "used": ["data:geo:PXD038606"], "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:36541409", "parent_hash": "sha256:9fa8a2d21a41cf5ff68424ccc434889c7fc8e15155a77c0f3f78879673d706e6", "fork_of": null, "generation": 1}, "gaps": ["asset:data:geo:PXD038606 licence not read", "asset:data:geo:PXD038606 not downloaded", "execution.not_run", "review.human_critique", "review.independent_reader", "review.machine_critique"], "assays": [{"role": "data_generation", "definition_id": "mass_spectrometry", "definition_version": "99e1195c7d6f", "definition_digest": null, "required_operations": [], "support_state": "partial", "source_hashes": {"assay_lexicon": "99e1195c7d6f"}, "confidence": 0.99, "evidence": ["chromatography coupled with high-resolution mass spectrometry (LC-HRMS) intact protein analysis of AFP. Da", "eduction, alkylation, tryptic digestion, and LC-MS/MS analysis. Nine patient serum samples (mean/m", "ications in other studies based on bottom-up proteomics methods for AFP.19 Another frequently observ"], "order_basis": "paper_text_order:645", "id": "assay:1"}, {"role": "analysis", "definition_id": "correlation_analysis", "definition_version": "f2132e96ae6c7a4e", "definition_digest": null, "required_operations": ["pearson_r"], "support_state": "supported", "source_hashes": {"dsl_catalogue": "f2132e96ae6c7a4e"}, "confidence": 1.0, "evidence": ["While the AFP-L3% results determined by the LC–HRMS and GSE methods are comparable (Pearson’s r: 0.645, Figure 4), the GSE method quantifies AFP-L3% with a noticeable positive proportional bias (8.6%, Figure 4)."], "order_basis": "consumes_earlier_output", "id": "assay:2"}]}