Principal Investigator

David M
Lubman
Awardee Organization

University Of Michigan At Ann Arbor
United States

Fiscal Year
2023
Activity Code
R01
Early Stage Investigator Grants (ESI)
Not Applicable
Project End Date

Serum Glyco-Markers of Early Hepatocellular Carcinoma Using a Mass Spec Approach

Hepatocellular carcinoma (HCC) is the fourth most common cause of cancer-related death worldwide and is rising in incidence in the US. Over 80% of patients in the US with HCC have underlying cirrhosis, and professional societies guidelines recommend surveillance in all patients with cirrhosis to facilitate early detection. Unfortunately, only 20-30% of patients are detected at an early stage when potentially curative treatments are possible. Our proposal, based on our strong preliminary data evaluating glycoproteomic profiles, addresses the clear unmet need for accurate early HCC detection biomarkers. Unique changes in glycosylation in proteins, which involve structural changes in glycan groups, have been shown to be important serum biomarkers for early HCC detection. Importantly, even subtle changes involving minor structures can be very specific in differentiating cirrhosis versus early stage HCC. In this study, we will use a mass spectrometry approach, which has proven to be a highly sensitive and accurate way to detect and quantitatively monitor glycan structural changes. Our published mass analysis discovery work, tandem mass spectrometry measurements, and novel bioinformatic tools for glycan and glycopeptide analysis demonstrate these minor changes in structure can act as promising early HCC detection biomarkers. In aim 1 these methods will be demonstrated for glycopeptide screening from serum using novel mass spec assays using parallel reaction monitoring (PRM) analysis based on a stepped HCD fragmentation method which can ultimately be used to distinguish early stage HCC from cirrhosis. The PRM method is a targeted assay which can distinguish small changes in glycan structure and can be multiplexed to monitor large numbers of markers simultaneously. In addition, using separations coupled to the PRM strategy, we will be able to distinguish different isomeric forms of fucosylation and sialylation in glycan structures which may contain important disease related markers. In aim 2 the methods developed herein will be optimized and then applied to a large confirmation set of 300 early stage HCC and cirrhosis samples for 20 target glycopeptides from Haptoglobin and to several other potential glycopeptide markers discovered and evaluated in our prior work. In aim 3 we will then validate the biomarker performance in a blinded phase II biomarker study using a large set of 800-1000 early stage HCC and cirrhosis patients, diverse with regard to sex, race/ethnicity, and liver disease etiology. Through these aims, we will identify a panel of glycopeptides that can serve as highly accurate biomarkers for early HCC detection.

Publications

  • Lin Y, Zhu J, Pan L, Zhang J, Tan Z, Olivares J, Singal AG, Parikh ND, Lubman DM. A Panel of Glycopeptides as Candidate Biomarkers for Early Diagnosis of NASH Hepatocellular Carcinoma Using a Stepped HCD Method and PRM Evaluation. Journal of proteome research. 2021 Jun 4;20(6):3278-3289. Epub 2021 Apr 30. PMID: 33929864
  • Ji X, Huang S, Zhang J, Bruce TF, Tan Z, Wang D, Zhu J, Marcus RK, Lubman DM. A novel method of high-purity extracellular vesicle enrichment from microliter-scale human serum for proteomic analysis. Electrophoresis. 2021 Feb;42(3):245-256. PMID: 33169421
  • Yin H, An M, So PK, Wong MY, Lubman DM, Yao Z. The analysis of alpha-1-antitrypsin glycosylation with direct LC-MS/MS. Electrophoresis. 2018 Sep;39(18):2351-2361. Epub 2018 Feb 26. PMID: 29405331
  • Yin H, Lin Z, Nie S, Wu J, Tan Z, Zhu J, Dai J, Feng Z, Marrero J, Lubman DM. Mass-selected site-specific core-fucosylation of ceruloplasmin in alcohol-related hepatocellular carcinoma. Journal of proteome research. 2014 Jun 6;13(6):2887-96. Epub 2014 May 15. PMID: 24799124
  • Gutierrez Reyes CD, Huang Y, Atashi M, Zhang J, Zhu J, Liu S, Parikh ND, Singal AG, Dai J, Lubman DM, Mechref Y. PRM-MS Quantitative Analysis of Isomeric N-Glycopeptides Derived from Human Serum Haptoglobin of Patients with Cirrhosis and Hepatocellular Carcinoma. Metabolites. 2021 Aug 23;11. (8). PMID: 34436504
  • Zhu J, Lin Z, Wu J, Yin H, Dai J, Feng Z, Marrero J, Lubman DM. Analysis of serum haptoglobin fucosylation in hepatocellular carcinoma and liver cirrhosis of different etiologies. Journal of proteome research. 2014 Jun 6;13(6):2986-97. Epub 2014 May 7. PMID: 24807840
  • Zhu J, Zhang J, Ji X, Tan Z, Lubman DM. Column-based Technology for CD9-HPLC Immunoaffinity Isolation of Serum Extracellular Vesicles. Journal of proteome research. 2021 Oct 1;20(10):4901-4911. Epub 2021 Sep 2. PMID: 34473505
  • Thakolwiboon S, Zhu J, Liang Q, Welling TH, Zhang M, Lubman DM. Heterogeneity of The CD90+ Population in Different Stages of Hepatocarcinogenesis. Journal of proteomics & bioinformatics. 2014 Sep 12;7(10):296-302. PMID: 25580065
  • Zhang R, Zhu J, Lubman DM, Mechref Y, Tang H. GlycoHybridSeq: Automated Identification of N-Linked Glycopeptides Using Electron Transfer/High-Energy Collision Dissociation (EThcD). Journal of proteome research. 2021 Jun 4;20(6):3345-3352. Epub 2021 May 19. PMID: 34010560
  • Zhu J, Wu J, Yin H, Marrero J, Lubman DM. Mass Spectrometric N-Glycan Analysis of Haptoglobin from Patient Serum Samples Using a 96-Well Plate Format. Journal of proteome research. 2015 Nov 6;14(11):4932-9. Epub 2015 Oct 13. PMID: 26448449
  • Liang J, Zhu J, Wang M, Singal AG, Odewole M, Kagan S, Renteria V, Liu S, Parikh ND, Lubman DM. Evaluation of AGP Fucosylation as a Marker for Hepatocellular Carcinoma of Three Different Etiologies. Scientific reports. 2019 Aug 9;9(1):11580. PMID: 31399619
  • Peta V, Zhu J, Lubman DM, Huguet S, Imbert-Bismutd F, Bolbach G, Clodic G, Matheron L, Ngo Y, Raluca P, Housset C, Rezai K, Poynard T, FibroFrance-Groupe Hospitalier Pitié Salpêtrière (GHPS) Group. Input of serum haptoglobin fucosylation profile in the diagnosis of hepatocellular carcinoma in patients with non-cirrhotic liver disease. Clinics and research in hepatology and gastroenterology. 2020 Oct;44(5):681-691. Epub 2020 Jan 18. PMID: 31964615
  • Yin H, Zhu J, Wu J, Tan Z, An M, Zhou S, Mechref Y, Lubman DM. A procedure for the analysis of site-specific and structure-specific fucosylation in alpha-1-antitrypsin. Electrophoresis. 2016 Oct;37(20):2624-2632. Epub 2016 Sep 5. PMID: 27439567
  • Zhu J, Chen Z, Zhang J, An M, Wu J, Yu Q, Skilton SJ, Bern M, Ilker Sen K, Li L, Lubman DM. Differential Quantitative Determination of Site-Specific Intact N-Glycopeptides in Serum Haptoglobin between Hepatocellular Carcinoma and Cirrhosis Using LC-EThcD-MS/MS. Journal of proteome research. 2019 Jan 4;18(1):359-371. Epub 2018 Oct 29. PMID: 30370771
  • Yin H, Zhu J, Wang M, Yao ZP, Lubman DM. Quantitative Analysis of α-1-Antitrypsin Glycosylation Isoforms in HCC Patients Using LC-HCD-PRM-MS. Analytical chemistry. 2020 Jun 16;92(12):8201-8208. Epub 2020 Jun 2. PMID: 32426967
  • Zhu J, Warner E, Parikh ND, Lubman DM. Glycoproteomic markers of hepatocellular carcinoma-mass spectrometry based approaches. Mass spectrometry reviews. 2019 May;38(3):265-290. Epub 2018 Nov 25. PMID: 30472795
  • Tan Z, Yin H, Nie S, Lin Z, Zhu J, Ruffin MT, Anderson MA, Simeone DM, Lubman DM. Large-scale identification of core-fucosylated glycopeptide sites in pancreatic cancer serum using mass spectrometry. Journal of proteome research. 2015 Apr 3;14(4):1968-78. Epub 2015 Mar 9. PMID: 25732060
  • Huang S, Ji X, Jackson KK, Lubman DM, Ard MB, Bruce TF, Marcus RK. Rapid separation of blood plasma exosomes from low-density lipoproteins via a hydrophobic interaction chromatography method on a polyester capillary-channeled polymer fiber phase. Analytica chimica acta. 2021 Jul 4;1167:338578. Epub 2021 Apr 29. PMID: 34049630
  • Reyes CDG, Hakim MA, Atashi M, Goli M, Gautam S, Wang J, Bennett AI, Zhu J, Lubman DM, Mechref Y. LC-MS/MS Isomeric Profiling of N-Glycans Derived from Low-Abundant Serum Glycoproteins in Mild Cognitive Impairment Patients. Biomolecules. 2022 Nov 8;12. (11). PMID: 36359007
  • Zhu J, Huang J, Zhang J, Chen Z, Lin Y, Grigorean G, Li L, Liu S, Singal AG, Parikh ND, Lubman DM. Glycopeptide Biomarkers in Serum Haptoglobin for Hepatocellular Carcinoma Detection in Patients with Nonalcoholic Steatohepatitis. Journal of proteome research. 2020 Aug 7;19(8):3452-3466. Epub 2020 May 29. PMID: 32412768
  • Tan Z, Zhu J, Stemmer PM, Sun L, Yang Z, Schultz K, Gaffrey MJ, Cesnik AJ, Yi X, Hao X, Shortreed MR, Shi T, Lubman DM. Comprehensive Detection of Single Amino Acid Variants and Evaluation of Their Deleterious Potential in a PANC-1 Cell Line. Journal of proteome research. 2020 Apr 3;19(4):1635-1646. Epub 2020 Feb 27. PMID: 32058723
  • Wu J, Zhu J, Yin H, Buckanovich RJ, Lubman DM. Analysis of glycan variation on glycoproteins from serum by the reverse lectin-based ELISA assay. Journal of proteome research. 2014 Apr 4;13(4):2197-204. Epub 2014 Mar 10. PMID: 24575722
  • Li S, Zhu J, Lubman DM, Zhou H, Tang H. GlycoSLASH: Concurrent Glycopeptide Identification from Multiple Related LC-MS/MS Data Sets by Using Spectral Clustering and Library Searching. Journal of proteome research. 2023 May 5;22(5):1501-1509. Epub 2023 Feb 21. PMID: 36802412
  • Pan L, Lin Y, Zhu J, Zhang J, Tan Z, Lubman DM. Large Scale Screening and Quantitative Analysis of Site-Specific N-Glycopeptides from Human Serum in Early Alzheimer's Disease Using LC-HCD-PRM-MS. Journal of proteomics & bioinformatics. 2022;15. (5). Epub 2022 Jun 27. PMID: 37362028
  • Yin H, Tan Z, Wu J, Zhu J, Shedden KA, Marrero J, Lubman DM. Mass-Selected Site-Specific Core-Fucosylation of Serum Proteins in Hepatocellular Carcinoma. Journal of proteome research. 2015 Nov 6;14(11):4876-84. Epub 2015 Oct 2. PMID: 26403951
  • Lubman DM. David M. Lubman-The University of Michigan-A retrospective in research. Mass spectrometry reviews. 2023 Mar;42(2):643-651. Epub 2021 Jul 21. PMID: 34289523
  • Lin Z, Yin H, Lo A, Ruffin MT, Anderson MA, Simeone DM, Lubman DM. Label-free relative quantification of alpha-2-macroglobulin site-specific core-fucosylation in pancreatic cancer by LC-MS/MS. Electrophoresis. 2014 Aug;35(15):2108-15. Epub 2013 Dec 27. PMID: 24285556
  • Mechref Y, Peng W, Gautam S, Ahmadi P, Lin Y, Zhu J, Zhang J, Liu S, Singal AG, Parikh ND, Lubman DM. Mass spectrometry based biomarkers for early detection of HCC using a glycoproteomic approach. Advances in cancer research. 2023;157:23-56. Epub 2022 Sep 6. PMID: 36725111
  • Wang M, Zhu J, Lubman DM, Gao C. Aberrant glycosylation and cancer biomarker discovery: a promising and thorny journey. Clinical chemistry and laboratory medicine. 2019 Mar 26;57(4):407-416. PMID: 30138110
  • Peng W, Gutierrez Reyes CD, Gautam S, Yu A, Cho BG, Goli M, Donohoo K, Mondello S, Kobeissy F, Mechref Y. MS-based glycomics and glycoproteomics methods enabling isomeric characterization. Mass spectrometry reviews. 2023 Mar;42(2):577-616. Epub 2021 Jun 22. PMID: 34159615
  • Huang Y, Zhou S, Zhu J, Lubman DM, Mechref Y. LC-MS/MS isomeric profiling of permethylated N-glycans derived from serum haptoglobin of hepatocellular carcinoma (HCC) and cirrhotic patients. Electrophoresis. 2017 Sep;38(17):2160-2167. Epub 2017 Jul 14. PMID: 28543513
  • Zhang Y, Zhu J, Yin H, Marrero J, Zhang XX, Lubman DM. ESI-LC-MS Method for Haptoglobin Fucosylation Analysis in Hepatocellular Carcinoma and Liver Cirrhosis. Journal of proteome research. 2015 Dec 4;14(12):5388-95. Epub 2015 Nov 3. PMID: 26503433
  • Nguyen HQ, Lee D, Kim Y, Bang G, Cho K, Lee YS, Yeon JE, Lubman DM, Kim J. Label-free quantitative proteomic analysis of serum extracellular vesicles differentiating patients of alcoholic and nonalcoholic fatty liver diseases. Journal of proteomics. 2021 Aug 15;245:104278. Epub 2021 Jun 2. PMID: 34089894