Principal Investigator

David M
Lubman
Awardee Organization

University Of Michigan At Ann Arbor
United States

Fiscal Year
2021
Activity Code
U01
Early Stage Investigator Grants (ESI)
Not Applicable
Project End Date

Screening of Glycan Markers in Serum for Early Detection of HCC in Different Etiologies of Disease

Hepatocellular carcinoma (HCC) is the third most common cause of cancer-related death worldwide and is rising in incidence in the US. 90% of patients in the US with liver cancer have underlying cirrhosis, thus guideline recommendations recommend surveillance in all patients with cirrhosis to facilitate early detection. Unfortunately, only 20-30% of patients are detected with early detection and are thus eligible for potentially curative treatments. There is an unmet need for reliable biomarkers for HCC to facilitate adherence to screening and for early detection. In the proposed work we will develop early detection strategies for HCC based on glycoproteomic profiles. Unique changes in glycosylation in proteins, which involve structural changes in glycan groups, have been shown to be important serum biomarkers for early cancer detection. Importantly, the subtle changes may only involve minor structures but they can be very specific in differentiating cirrhosis versus early versus late stage HCC. In addition, these changes may be specific to the etiology of liver disease. These glycan structural changes will be detected and monitored quantitatively using a mass spectrometry approach which has proven to be an accurate way to characterize even minor changes in structure which may be significant as biomarkers based on our previous mass analysis, tandem mass spectrometry measurements and databases which have been developed for glycan and glycopeptide analysis. This will be demonstrated for both glycan and glycopeptide screening from serum using novel extraction and separation methods coupled to mass spectrometry which can ultimately be used to distinguish early stage HCC from cirrhosis. The proposed work will deliver separations and mass spec methods enabling isomeric separation of glycans and glycopeptides, permitting unequivocal assignment of protein glycosylation related to disease state. We will be able to distinguish different isomeric forms of fucosylation and sialylation which may contain important disease related markers. Novel software will be developed and used to assign these glycan structures. The markers will be discovered for specific etiologies of HCV-related, alcohol-related and NAFLD-related etiologies of HCC. This will be a multisite study to include all components required for a tumor biomarker lab including samples and sample preparation, separations and mass spec analysis, bioinformatics evaluation and statistical analysis. Ultimately, we will develop methods for discovery of glycan/glycopeptide markers from patient serum, the identification of potential markers and the development of new assays to provide a limited confirmation of these markers.

Publications

  • Jiang P, Huang Y, Gutierrez Reyes CD, Zhong J, Mechref Y. Isomeric Separation of α2,3/α2,6-Linked 2-Aminobenzamide (2AB)-Labeled Sialoglycopeptides by C18-LC-MS/MS. Analytical chemistry. 2023 Dec 19;95(50):18388-18397. Epub 2023 Dec 9. PMID: 38069741
  • Lotz-Havla AS, Woidy M, Guder P, Friedel CC, Klingbeil JM, Bulau AM, Schultze A, Dahmen I, Noll-Puchta H, Kemp S, Erdmann R, Zimmer R, Muntau AC, Gersting SW. iBRET Screen of the ABCD1 Peroxisomal Network and Mutation-Induced Network Perturbations. Journal of proteome research. 2021 Sep 3;20(9):4366-4380. Epub 2021 Aug 12. PMID: 34383492
  • 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
  • Peng W, Goli M, Mirzaei P, Mechref Y. Revealing the Biological Attributes of N-Glycan Isomers in Breast Cancer Brain Metastasis Using Porous Graphitic Carbon (PGC) Liquid Chromatography-Tandem Mass Spectrometry (LC-MS/MS). Journal of proteome research. 2019 Oct 4;18(10):3731-3740. Epub 2019 Sep 16. PMID: 31430160
  • Peng W, Zhao J, Dong X, Banazadeh A, Huang Y, Hussien A, Mechref Y. Clinical application of quantitative glycomics. Expert review of proteomics. 2018 Dec;15(12):1007-1031. Epub 2018 Nov 14. PMID: 30380947
  • Banazadeh A, Nieman R, Goli M, Peng W, Hussein A, Bursal E, Lischka H, Mechref Y. Characterization of glycan isomers using magnetic carbon nanoparticles as a MALDI co-matrix. RSC advances. 2019 Jul 1;9(35):20137-20148. Epub 2019 Jun 27. PMID: 31316759
  • 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
  • Kattan D, Barsa C, Mekhijian S, Shakkour Z, Jammoul M, Doumit M, Zabala MCP, Darwiche N, Eid AH, Mechref Y, Wang KK, de Rivero Vaccari JP, Munoz Pareja JC, Kobeissy F. Inflammasomes as biomarkers and therapeutic targets in traumatic brain injury and related-neurodegenerative diseases: A comprehensive overview. Neuroscience and biobehavioral reviews. 2023 Jan;144:104969. Epub 2022 Nov 22. PMID: 36423707
  • Cho BG, Peng W, Mechref Y. Separation of Permethylated O-Glycans, Free Oligosaccharides, and Glycosphingolipid-Glycans Using Porous Graphitized Carbon (PGC) Column. Metabolites. 2020 Oct 27;10. (11). PMID: 33121051
  • Jiang P, Peng W, Zhao J, Goli M, Huang Y, Li Y, Mechref Y. Glycan/Protein-Stable Isotope Labeling in Cell Culture for Enabling Concurrent Quantitative Glycomics/Proteomics/Glycoproteomics. Analytical chemistry. 2023 Nov 7;95(44):16059-16069. Epub 2023 Oct 16. PMID: 37843510
  • 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 R, Huang Y, Zhao J, Zhong J, Mechref Y. Isomeric Separation of N-Glycopeptides Derived from Glycoproteins by Porous Graphitic Carbon (PGC) LC-MS/MS. Analytical chemistry. 2020 Jul 21;92(14):9556-9565. Epub 2020 Jul 6. PMID: 32544320
  • Wang L, Liu K, Li S, Tang H. A Fast and Memory-Efficient Spectral Library Search Algorithm Using Locality-Sensitive Hashing. Proteomics. 2020 Nov;20(21-22):e2000002. Epub 2020 Jun 29. PMID: 32415809
  • 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
  • Yu A, Zhao J, Peng W, Banazadeh A, Williamson SD, Goli M, Huang Y, Mechref Y. Advances in mass spectrometry-based glycoproteomics. Electrophoresis. 2018 Dec;39(24):3104-3122. Epub 2018 Oct 9. PMID: 30203847
  • Reyes CDG, Onigbinde S, Sanni A, Bennett AI, Jiang P, Daramola O, Ahmadi P, Fowowe M, Atashi M, Sandilya V, Hakim MA, Mechref Y. N-Glycome Profile of the Spike Protein S1: Systemic and Comparative Analysis from Eleven Variants of SARS-CoV-2. Biomolecules. 2023 Sep 20;13. (9). PMID: 37759821
  • Zhao J, Song E, Huang Y, Yu A, Mechref Y. Variability in the Glycosylation Patterns of gp120 Proteins from Different Human Immunodeficiency Virus Type 1 Isolates Expressed in Different Host Cells. Journal of proteome research. 2021 Oct 1;20(10):4862-4874. Epub 2021 Aug 27. PMID: 34448591
  • Wang M, Fang M, Zhu J, Feng H, Warner E, Yi C, Ji J, Gu X, Gao C. Serum N-glycans outperform CA19-9 in diagnosis of extrahepatic cholangiocarcinoma. Electrophoresis. 2017 Nov;38(21):2749-2756. Epub 2017 Aug 25. PMID: 28752594
  • 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
  • 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
  • Kobeissy F, Kobaisi A, Peng W, Barsa C, Goli M, Sibahi A, El Hayek S, Abdelhady S, Ali Haidar M, Sabra M, Orešič M, Logroscino G, Mondello S, Eid AH, Mechref Y. Glycomic and Glycoproteomic Techniques in Neurodegenerative Disorders and Neurotrauma: Towards Personalized Markers. Cells. 2022 Feb 8;11. (3). PMID: 35159390
  • 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
  • Donohoo KB, Wang J, Goli M, Yu A, Peng W, Hakim MA, Mechref Y. Advances in mass spectrometry-based glycomics-An update covering the period 2017-2021. Electrophoresis. 2022 Jan;43(1-2):119-142. Epub 2021 Oct 27. PMID: 34505713
  • 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
  • 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
  • Cho BG, Gautam S, Peng W, Huang Y, Goli M, Mechref Y. Direct Comparison of N-Glycans and Their Isomers Derived from Spike Glycoprotein 1 of MERS-CoV, SARS-CoV-1, and SARS-CoV-2. Journal of proteome research. 2021 Sep 3;20(9):4357-4365. Epub 2021 Aug 9. PMID: 34369795
  • Zhang R, Peng W, Huang Y, Gautam S, Wang J, Mechref Y, Tang H. A Reciprocal Best-hit Approach to Characterize Isomeric N-Glycans Using Tandem Mass Spectrometry. Analytical chemistry. 2022 Jul 19;94(28):10003-10010. Epub 2022 Jul 1. PMID: 35776110
  • Gutierrez-Reyes CD, Jiang P, Atashi M, Bennett A, Yu A, Peng W, Zhong J, Mechref Y. Advances in mass spectrometry-based glycoproteomics: An update covering the period 2017-2021. Electrophoresis. 2022 Jan;43(1-2):370-387. Epub 2021 Oct 24. PMID: 34614238
  • Daramola O, Gutierrez Reyes CD, Chávez-Reyes J, Marichal-Cancino BA, Nwaiwu J, Onigbinde S, Adeniyi M, Solomon J, Bhuiyan MMAA, Mechref Y. Metabolomic Changes in Rat Serum after Chronic Exposure to Glyphosate-Based Herbicide. Metabolites. 2024 Jan 13;14. (1). PMID: 38248853
  • Gutierrez Reyes CD, Jiang P, Donohoo K, Atashi M, Mechref YS. Glycomics and glycoproteomics: Approaches to address isomeric separation of glycans and glycopeptides. Journal of separation science. 2021 Jan;44(1):403-425. Epub 2020 Dec 14. PMID: 33090644
  • Gautam S, Peng W, Cho BG, Huang Y, Banazadeh A, Yu A, Dong X, Mechref Y. Glucose unit index (GUI) of permethylated glycans for effective identification of glycans and glycan isomers. The Analyst. 2020 Oct 21;145(20):6656-6667. Epub 2020 Aug 17. PMID: 32804173