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Guerrero L, Vindel-Alfageme J, Hierro L, Stark L, Vicent D, Sorzano CÓS, Corrales FJ. Discrimination of Etiologically Different Cholestasis by Modeling Proteomics Datasets. Int J Mol Sci 2024; 25:3684. [PMID: 38612495 PMCID: PMC11011353 DOI: 10.3390/ijms25073684] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/29/2024] [Revised: 03/22/2024] [Accepted: 03/24/2024] [Indexed: 04/14/2024] Open
Abstract
Cholestasis is characterized by disrupted bile flow from the liver to the small intestine. Although etiologically different cholestasis displays similar symptoms, diverse factors can contribute to the progression of the disease and determine the appropriate therapeutic option. Therefore, stratifying cholestatic patients is essential for the development of tailor-made treatment strategies. Here, we have analyzed the liver proteome from cholestatic patients of different etiology. In total, 7161 proteins were identified and quantified, of which 263 were differentially expressed between control and cholestasis groups. These differential proteins point to deregulated cellular processes that explain part of the molecular framework of cholestasis progression. However, the clustering of different cholestasis types was limited. Therefore, a machine learning pipeline was designed to identify a panel of 20 differential proteins that segregate different cholestasis groups with high accuracy and sensitivity. In summary, proteomics combined with machine learning algorithms provides valuable insights into the molecular mechanisms of cholestasis progression and a panel of proteins to discriminate across different types of cholestasis. This strategy may prove useful in developing precision medicine approaches for patient care.
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Affiliation(s)
- Laura Guerrero
- Centro Nacional de Biotecnología (CNB-CSIC), c/Darwin, 3, 28049 Madrid, Spain; (L.G.); (J.V.-A.); (C.Ó.S.S.)
| | - Jorge Vindel-Alfageme
- Centro Nacional de Biotecnología (CNB-CSIC), c/Darwin, 3, 28049 Madrid, Spain; (L.G.); (J.V.-A.); (C.Ó.S.S.)
| | - Loreto Hierro
- IdiPAZ, Instituto de Investigación Sanitaria (Health Research Institute), Hospital Universitario La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain; (L.H.); (L.S.); (D.V.)
| | - Luiz Stark
- IdiPAZ, Instituto de Investigación Sanitaria (Health Research Institute), Hospital Universitario La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain; (L.H.); (L.S.); (D.V.)
| | - David Vicent
- IdiPAZ, Instituto de Investigación Sanitaria (Health Research Institute), Hospital Universitario La Paz, Paseo de la Castellana 261, 28046 Madrid, Spain; (L.H.); (L.S.); (D.V.)
| | - Carlos Óscar S. Sorzano
- Centro Nacional de Biotecnología (CNB-CSIC), c/Darwin, 3, 28049 Madrid, Spain; (L.G.); (J.V.-A.); (C.Ó.S.S.)
| | - Fernando J. Corrales
- Centro Nacional de Biotecnología (CNB-CSIC), c/Darwin, 3, 28049 Madrid, Spain; (L.G.); (J.V.-A.); (C.Ó.S.S.)
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Guerrero L, Carmona-Rodríguez L, Santos FM, Ciordia S, Stark L, Hierro L, Pérez-Montero P, Vicent D, Corrales FJ. Molecular basis of progressive familial intrahepatic cholestasis 3. A proteomics study. Biofactors 2024. [PMID: 38284625 DOI: 10.1002/biof.2041] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/07/2023] [Accepted: 12/18/2023] [Indexed: 01/30/2024]
Abstract
Progressive familial intrahepatic cholestasis type 3 (PFIC3) is a severe rare liver disease that affects between 1/50,000 and 1/100,000 children. In physiological conditions, bile is produced by the liver and stored in the gallbladder, and then it flows to the small intestine to play its role in fat digestion. To prevent tissue damage, bile acids (BAs) are kept in phospholipid micelles. Mutations in phosphatidyl choline transporter ABCB4 (MDR3) lead to intrahepatic accumulation of free BAs that result in liver damage. PFIC3 onset usually occurs at early ages, progresses rapidly, and the prognosis is poor. Currently, besides the palliative use of ursodeoxycholate, the only available treatment for this disease is liver transplantation, which is really challenging for short-aged patients. To gain insight into the pathogenesis of PFIC3 we have performed an integrated proteomics and phosphoproteomics study in human liver samples to then validate the emerging functional hypotheses in a PFIC3 murine model. We identified 6246 protein groups, 324 proteins among them showing differential expression between control and PFIC3. The phosphoproteomic analysis allowed the identification of 5090 phosphopeptides, from which 215 corresponding to 157 protein groups, were differentially phosphorylated in PFIC3, including MDR3. Regulation of essential cellular processes and structures, such as inflammation, metabolic reprogramming, cytoskeleton and extracellular matrix remodeling, and cell proliferation, were identified as the main drivers of the disease. Our results provide a strong molecular background that significantly contributes to a better understanding of PFIC3 and provides new concepts that might prove useful in the clinical management of patients.
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Affiliation(s)
- Laura Guerrero
- Functional Proteomics Labortory, Centro Nacional de Biotecnología (CNB-CSIC), Madrid, Spain
| | | | - Fátima Milhano Santos
- Functional Proteomics Labortory, Centro Nacional de Biotecnología (CNB-CSIC), Madrid, Spain
| | - Sergio Ciordia
- Functional Proteomics Labortory, Centro Nacional de Biotecnología (CNB-CSIC), Madrid, Spain
| | - Luiz Stark
- IdiPAZ, Instituto de Investigación Sanitaria [Health Research Institute] of Hospital Universitario La Paz, Madrid, Spain
| | - Loreto Hierro
- IdiPAZ, Instituto de Investigación Sanitaria [Health Research Institute] of Hospital Universitario La Paz, Madrid, Spain
| | - Pablo Pérez-Montero
- Servicio de Anatomía Patológica, Hospital Universitario La Paz, Madrid, Spain
| | - David Vicent
- IdiPAZ, Instituto de Investigación Sanitaria [Health Research Institute] of Hospital Universitario La Paz, Madrid, Spain
| | - Fernando J Corrales
- Functional Proteomics Labortory, Centro Nacional de Biotecnología (CNB-CSIC), Madrid, Spain
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Carmona-Rodríguez L, Gajadhar AS, Blázquez-García I, Guerrero L, Fernández-Rojo MA, Uriarte I, Mamani-Huanca M, López-Gonzálvez Á, Ciordia S, Ramos A, Herrero JI, Fernández-Barrena MG, Arechederra M, Berasain C, Quiroga J, Sangro B, Argemi J, Pardo F, Rotellar F, López D, Barbas C, Ávila MA, Corrales FJ. Mapping early serum proteome signatures of liver regeneration in living donor liver transplant cases. Biofactors 2023; 49:912-927. [PMID: 37171157 DOI: 10.1002/biof.1954] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Accepted: 04/02/2023] [Indexed: 05/13/2023]
Abstract
The liver is the only solid organ capable of regenerating itself to regain 100% of its mass and function after liver injury and/or partial hepatectomy (PH). This exceptional property represents a therapeutic opportunity for severe liver disease patients. However, liver regeneration (LR) might fail due to poorly understood causes. Here, we have investigated the regulation of liver proteome and phosphoproteome at a short time after PH (9 h), to depict a detailed mechanistic background of the early LR phase. Furthermore, we analyzed the dynamic changes of the serum proteome and metabolome of healthy living donor liver transplant (LDLT) donors at different time points after surgery. The molecular profiles from both analyses were then correlated. Insulin and FXR-FGF15/19 signaling were stimulated in mouse liver after PH, leading to the activation of the main intermediary kinases (AKT and ERK). Besides, inhibition of the hippo pathway led to an increased expression of its target genes and of one of its intermediary proteins (14-3-3 protein), contributing to cell proliferation. In association with these processes, metabolic reprogramming coupled to enhanced mitochondrial activity cope for the energy and biosynthetic requirements of LR. In human serum of LDLT donors, we identified 56 proteins and 13 metabolites statistically differential which recapitulate some of the main cellular processes orchestrating LR in its early phase. These results provide mechanisms and protein mediators of LR that might prove useful for the follow-up of the regenerative process in the liver after PH as well as preventing the occurrence of complications associated with liver resection.
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Affiliation(s)
| | | | - Irene Blázquez-García
- Functional Proteomics Laboratory, Centro Nacional de Biotecnología (CSIC), Madrid, Spain
| | - Laura Guerrero
- Functional Proteomics Laboratory, Centro Nacional de Biotecnología (CSIC), Madrid, Spain
| | - Manuel A Fernández-Rojo
- Hepatic Regenerative Medicine Laboratory, Madrid Institute for Advanced Studies in Food, Madrid, Spain
- School of Medicine, The University of Queensland, Brisbane, Queensland, Australia
| | - Iker Uriarte
- Proteobotics SL, Madrid, Spain
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | | | | | - Sergio Ciordia
- Functional Proteomics Laboratory, Centro Nacional de Biotecnología (CSIC), Madrid, Spain
| | - Antonio Ramos
- Instituto de Investigaciones Sanitarias de Navarra-IdiSNA, Pamplona, Spain
| | - José Ignacio Herrero
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Maite G Fernández-Barrena
- Proteobotics SL, Madrid, Spain
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | - María Arechederra
- Proteobotics SL, Madrid, Spain
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | - Carmen Berasain
- Proteobotics SL, Madrid, Spain
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | - Jorge Quiroga
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Bruno Sangro
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Josepmaría Argemi
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Fernando Pardo
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Fernando Rotellar
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
- Centre for Metabolomics and Bioanalysis (CEMBIO), Universidad San Pablo-CEU, CEU Universities, Urbanización Montepríncipe, Madrid, Spain
| | - Daniel López
- Thermo Fisher Scientific, San Jose, California, USA
| | - Coral Barbas
- CIBERehd, Instituto de Salud Carlos III, Madrid, Spain
| | - Matías A Ávila
- Proteobotics SL, Madrid, Spain
- CIMA, Universidad de Navarra, Pamplona, Spain
- Clínica Universidad de Navarra, Pamplona, Spain
| | - Fernando J Corrales
- Functional Proteomics Laboratory, Centro Nacional de Biotecnología (CSIC), Madrid, Spain
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Guerrero L, Paradela A, Corrales FJ. Targeted Proteomics for Monitoring One-Carbon Metabolism in Liver Diseases. Metabolites 2022; 12:metabo12090779. [PMID: 36144184 PMCID: PMC9501948 DOI: 10.3390/metabo12090779] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/12/2022] [Revised: 08/18/2022] [Accepted: 08/19/2022] [Indexed: 11/16/2022] Open
Abstract
Liver diseases cause approximately 2 million deaths per year worldwide and had an increasing incidence during the last decade. Risk factors for liver diseases include alcohol consumption, obesity, diabetes, the intake of hepatotoxic substances like aflatoxin, viral infection, and genetic determinants. Liver cancer is the sixth most prevalent cancer and the third in mortality (second in males). The low survival rate (less than 20% in 5 years) is partially explained by the late diagnosis, which remarks the need for new early molecular biomarkers. One-carbon metabolism integrates folate and methionine cycles and participates in essential cell processes such as redox homeostasis maintenance and the regulation of methylation reactions through the production of intermediate metabolites such as cysteine and S-Adenosylmethionine. One-carbon metabolism has a tissue specific configuration, and in the liver, the participating enzymes are abundantly expressed—a requirement to maintain hepatocyte differentiation. Targeted proteomics studies have revealed significant differences in hepatocellular carcinoma and cirrhosis, suggesting that monitoring one-carbon metabolism enzymes can be useful for stratification of liver disease patients and to develop precision medicine strategies for their clinical management. Here, reprogramming of one-carbon metabolism in liver diseases is described and the role of mass spectrometry to follow-up these alterations is discussed.
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Affiliation(s)
- Laura Guerrero
- Centro Nacional de Biotecnología (CNB), CSIC. C/Darwin 3, 28049 Madrid, Spain
| | - Alberto Paradela
- Centro Nacional de Biotecnología (CNB), CSIC. C/Darwin 3, 28049 Madrid, Spain
| | - Fernando J. Corrales
- Centro Nacional de Biotecnología (CNB), CSIC. C/Darwin 3, 28049 Madrid, Spain
- National Institute for the Study of Liver and Gastrointestinal Diseases (CIBERehd, Carlos III Health Institute), 28029 Madrid, Spain
- Correspondence: ; Tel.: +34-91-585-46-96
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