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Ylipää E, Chavan S, Bånkestad M, Broberg J, Glinghammar B, Norinder U, Cotgreave I. hERG-toxicity prediction using traditional machine learning and advanced deep learning techniques. Curr Res Toxicol 2023; 5:100121. [PMID: 37701072 PMCID: PMC10493507 DOI: 10.1016/j.crtox.2023.100121] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/12/2023] [Revised: 08/24/2023] [Accepted: 08/30/2023] [Indexed: 09/14/2023] Open
Abstract
The rise of artificial intelligence (AI) based algorithms has gained a lot of interest in the pharmaceutical development field. Our study demonstrates utilization of traditional machine learning techniques such as random forest (RF), support-vector machine (SVM), extreme gradient boosting (XGBoost), deep neural network (DNN) as well as advanced deep learning techniques like gated recurrent unit-based DNN (GRU-DNN) and graph neural network (GNN), towards predicting human ether-á-go-go related gene (hERG) derived toxicity. Using the largest hERG dataset derived to date, we have utilized 203,853 and 87,366 compounds for training and testing the models, respectively. The results show that GNN, SVM, XGBoost, DNN, RF, and GRU-DNN all performed well, with validation set AUC ROC scores equals 0.96, 0.95, 0.95, 0.94, 0.94 and 0.94, respectively. The GNN was found to be the top performing model based on predictive power and generalizability. The GNN technique is free of any feature engineering steps while having a minimal human intervention. The GNN approach may serve as a basis for comprehensive automation in predictive toxicology. We believe that the models presented here may serve as a promising tool, both for academic institutes as well as pharmaceutical industries, in predicting hERG-liability in new molecular structures.
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Affiliation(s)
- Erik Ylipää
- Computer Systems Unit, Research Institutes of Sweden RISE, Kista 164 40, Sweden
| | - Swapnil Chavan
- Unit of Chemical and Pharmaceutical Toxicology, Research Institutes of Sweden RISE, Södertalje 151 36, Sweden
| | - Maria Bånkestad
- Computer Systems Unit, Research Institutes of Sweden RISE, Kista 164 40, Sweden
| | - Johan Broberg
- Computer Systems Unit, Research Institutes of Sweden RISE, Kista 164 40, Sweden
| | - Björn Glinghammar
- Preclinical Development & Translational Medicine, Swedish Orphan Biovitrum AB, Solna 171 65, Sweden
| | - Ulf Norinder
- Department of Computer and Systems Sciences, Stockholm University, Kista 164 07, Sweden
| | - Ian Cotgreave
- Unit of Chemical and Pharmaceutical Toxicology, Research Institutes of Sweden RISE, Södertalje 151 36, Sweden
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2
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Durcik M, Cotman AE, Toplak Ž, Možina Š, Skok Ž, Szili PE, Czikkely M, Maharramov E, Vu TH, Piras MV, Zidar N, Ilaš J, Zega A, Trontelj J, Pardo LA, Hughes D, Huseby D, Berruga-Fernández T, Cao S, Simoff I, Svensson R, Korol SV, Jin Z, Vicente F, Ramos MC, Mundy JEA, Maxwell A, Stevenson CEM, Lawson DM, Glinghammar B, Sjöström E, Bohlin M, Oreskär J, Alvér S, Janssen GV, Sterk GJ, Kikelj D, Pal C, Tomašič T, Peterlin Mašič L. New Dual Inhibitors of Bacterial Topoisomerases with Broad-Spectrum Antibacterial Activity and In Vivo Efficacy against Vancomycin-Intermediate Staphylococcus aureus. J Med Chem 2023; 66:3968-3994. [PMID: 36877255 PMCID: PMC10041525 DOI: 10.1021/acs.jmedchem.2c01905] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Indexed: 03/07/2023]
Abstract
A new series of dual low nanomolar benzothiazole inhibitors of bacterial DNA gyrase and topoisomerase IV were developed. The resulting compounds show excellent broad-spectrum antibacterial activities against Gram-positive Enterococcus faecalis, Enterococcus faecium and multidrug resistant (MDR) Staphylococcus aureus strains [best compound minimal inhibitory concentrations (MICs): range, <0.03125-0.25 μg/mL] and against the Gram-negatives Acinetobacter baumannii and Klebsiella pneumoniae (best compound MICs: range, 1-4 μg/mL). Lead compound 7a was identified with favorable solubility and plasma protein binding, good metabolic stability, selectivity for bacterial topoisomerases, and no toxicity issues. The crystal structure of 7a in complex with Pseudomonas aeruginosa GyrB24 revealed its binding mode at the ATP-binding site. Expanded profiling of 7a and 7h showed potent antibacterial activity against over 100 MDR and non-MDR strains of A. baumannii and several other Gram-positive and Gram-negative strains. Ultimately, in vivo efficacy of 7a in a mouse model of vancomycin-intermediate S. aureus thigh infection was also demonstrated.
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Affiliation(s)
- Martina Durcik
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Andrej Emanuel Cotman
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Žan Toplak
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Štefan Možina
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Žiga Skok
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Petra Eva Szili
- Synthetic
and Systems Biology Unit, Institute of Biochemistry, Biological Research Centre, Szeged H-6726, Hungary
| | - Márton Czikkely
- Synthetic
and Systems Biology Unit, Institute of Biochemistry, Biological Research Centre, Szeged H-6726, Hungary
| | - Elvin Maharramov
- Synthetic
and Systems Biology Unit, Institute of Biochemistry, Biological Research Centre, Szeged H-6726, Hungary
| | - Thu Hien Vu
- Synthetic
and Systems Biology Unit, Institute of Biochemistry, Biological Research Centre, Szeged H-6726, Hungary
| | - Maria Vittoria Piras
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Nace Zidar
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Janez Ilaš
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Anamarija Zega
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Jurij Trontelj
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Luis A. Pardo
- Max
Planck Institute for Multidisciplinary Sciences, Oncophysiology, Hermann-Rein-Str. 3, Göttingen 37075, Germany
| | - Diarmaid Hughes
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Douglas Huseby
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Tália Berruga-Fernández
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Sha Cao
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Ivailo Simoff
- Drug
Optimization and Pharmaceutical Profiling Platform (UDOPP) Department
of Pharmacy, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Richard Svensson
- Drug
Optimization and Pharmaceutical Profiling Platform (UDOPP) Department
of Pharmacy, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Sergiy V. Korol
- Department
of Medical Cell Biology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Zhe Jin
- Department
of Medical Cell Biology, Uppsala University, Husargatan 3, Uppsala 75123, Sweden
| | - Francisca Vicente
- Fundación
Medina, Avenida del Conocimiento
34, Parque Tecnológico Ciencias de la Salud, Granada 18016, Spain
| | - Maria C. Ramos
- Fundación
Medina, Avenida del Conocimiento
34, Parque Tecnológico Ciencias de la Salud, Granada 18016, Spain
| | - Julia E. A. Mundy
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K.
| | - Anthony Maxwell
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K.
| | - Clare E. M. Stevenson
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K.
| | - David M. Lawson
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K.
| | - Björn Glinghammar
- Department
of Chemical and Pharmaceutical Toxicology, RISE Research Institutes of Sweden, Södertälje 15136, Sweden
| | - Eva Sjöström
- Department
of Chemical Processes and Pharmaceutical Development, RISE Research Institutes of Sweden, Södertälje 15136, Sweden
| | - Martin Bohlin
- Department
of Chemical Processes and Pharmaceutical Development, RISE Research Institutes of Sweden, Södertälje 15136, Sweden
| | - Joanna Oreskär
- Department
of Chemical Processes and Pharmaceutical Development, RISE Research Institutes of Sweden, Södertälje 15136, Sweden
| | - Sofie Alvér
- Department
of Chemical Processes and Pharmaceutical Development, RISE Research Institutes of Sweden, Södertälje 15136, Sweden
| | - Guido V. Janssen
- Medicinal Chemistry Division, Vrije Universiteit
Amsterdam, De Boelelaan 1108, Amsterdam 1081 HZ, The Netherlands
| | - Geert Jan Sterk
- Medicinal Chemistry Division, Vrije Universiteit
Amsterdam, De Boelelaan 1108, Amsterdam 1081 HZ, The Netherlands
| | - Danijel Kikelj
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Csaba Pal
- Synthetic
and Systems Biology Unit, Institute of Biochemistry, Biological Research Centre, Szeged H-6726, Hungary
| | - Tihomir Tomašič
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
| | - Lucija Peterlin Mašič
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, Ljubljana 1000, Slovenia
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3
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Cotman A, Durcik M, Benedetto Tiz D, Fulgheri F, Secci D, Sterle M, Možina Š, Skok Ž, Zidar N, Zega A, Ilaš J, Peterlin Mašič L, Tomašič T, Hughes D, Huseby DL, Cao S, Garoff L, Berruga Fernández T, Giachou P, Crone L, Simoff I, Svensson R, Birnir B, Korol SV, Jin Z, Vicente F, Ramos MC, de la Cruz M, Glinghammar B, Lenhammar L, Henderson SR, Mundy JEA, Maxwell A, Stevenson CEM, Lawson DM, Janssen GV, Sterk GJ, Kikelj D. Discovery and Hit-to-Lead Optimization of Benzothiazole Scaffold-Based DNA Gyrase Inhibitors with Potent Activity against Acinetobacter baumannii and Pseudomonas aeruginosa. J Med Chem 2023; 66:1380-1425. [PMID: 36634346 PMCID: PMC9884090 DOI: 10.1021/acs.jmedchem.2c01597] [Citation(s) in RCA: 6] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
We have developed compounds with a promising activity against Acinetobacter baumannii and Pseudomonas aeruginosa, which are both on the WHO priority list of antibiotic-resistant bacteria. Starting from DNA gyrase inhibitor 1, we identified compound 27, featuring a 10-fold improved aqueous solubility, a 10-fold improved inhibition of topoisomerase IV from A. baumannii and P. aeruginosa, a 10-fold decreased inhibition of human topoisomerase IIα, and no cross-resistance to novobiocin. Cocrystal structures of 1 in complex with Escherichia coli GyrB24 and (S)-27 in complex with A. baumannii GyrB23 and P. aeruginosa GyrB24 revealed their binding to the ATP-binding pocket of the GyrB subunit. In further optimization steps, solubility, plasma free fraction, and other ADME properties of 27 were improved by fine-tuning of lipophilicity. In particular, analogs of 27 with retained anti-Gram-negative activity and improved plasma free fraction were identified. The series was found to be nongenotoxic, nonmutagenic, devoid of mitochondrial toxicity, and possessed no ion channel liabilities.
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Affiliation(s)
- Andrej
Emanuel Cotman
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Martina Durcik
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Davide Benedetto Tiz
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Federica Fulgheri
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Daniela Secci
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Maša Sterle
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Štefan Možina
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Žiga Skok
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Nace Zidar
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Anamarija Zega
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Janez Ilaš
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Lucija Peterlin Mašič
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Tihomir Tomašič
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia
| | - Diarmaid Hughes
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Douglas L. Huseby
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Sha Cao
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Linnéa Garoff
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Talía Berruga Fernández
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Paraskevi Giachou
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Lisa Crone
- Department
of Medical Biochemistry and Microbiology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Ivailo Simoff
- Drug
Optimization and Pharmaceutical Profiling Platform (UDOPP), Department
of Pharmacy, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Richard Svensson
- Drug
Optimization and Pharmaceutical Profiling Platform (UDOPP), Department
of Pharmacy, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Bryndis Birnir
- Department
of Medical Cell Biology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Sergiy V. Korol
- Department
of Medical Cell Biology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Zhe Jin
- Department
of Medical Cell Biology, Uppsala University, Husargatan 3, 75123 Uppsala, Sweden
| | - Francisca Vicente
- Fundación
MEDINA, Avenida del Conocimiento
34, Parque Tecnológico Ciencias de la Salud, 18016 Granada, Spain
| | - Maria C. Ramos
- Fundación
MEDINA, Avenida del Conocimiento
34, Parque Tecnológico Ciencias de la Salud, 18016 Granada, Spain
| | - Mercedes de la Cruz
- Fundación
MEDINA, Avenida del Conocimiento
34, Parque Tecnológico Ciencias de la Salud, 18016 Granada, Spain
| | - Björn Glinghammar
- Department
Chemical Process and Pharmaceutical Development, Unit Chemical and
Pharmaceutical Safety, RISE Research Institutes
of Sweden, 15136 Södertälje, Sweden
| | - Lena Lenhammar
- Department
of Medical Sciences, Uppsala University
Hospital, 75185 Uppsala, Sweden
| | - Sara R. Henderson
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K
| | - Julia E. A. Mundy
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K
| | - Anthony Maxwell
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K
| | - Clare E. M. Stevenson
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K
| | - David M. Lawson
- Department
of Biochemistry and Metabolism, John Innes
Centre, Norwich Research Park, Norwich NR4 7UH, U.K
| | - Guido V. Janssen
- Medicinal
Chemistry Division, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Geert Jan Sterk
- Medicinal
Chemistry Division, Vrije Universiteit Amsterdam, De Boelelaan 1108, 1081 HZ Amsterdam, The Netherlands
| | - Danijel Kikelj
- Faculty
of Pharmacy, University of Ljubljana, Aškerčeva cesta 7, 1000 Ljubljana, Slovenia,. Phone: (+386)1476-9500. Fax: (+386)1425-8031
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4
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Bonagas N, Gustafsson NMS, Henriksson M, Marttila P, Gustafsson R, Wiita E, Borhade S, Green AC, Vallin KSA, Sarno A, Svensson R, Göktürk C, Pham T, Jemth AS, Loseva O, Cookson V, Kiweler N, Sandberg L, Rasti A, Unterlass JE, Haraldsson M, Andersson Y, Scaletti ER, Bengtsson C, Paulin CBJ, Sanjiv K, Abdurakhmanov E, Pudelko L, Kunz B, Desroses M, Iliev P, Färnegårdh K, Krämer A, Garg N, Michel M, Häggblad S, Jarvius M, Kalderén C, Jensen AB, Almlöf I, Karsten S, Zhang SM, Häggblad M, Eriksson A, Liu J, Glinghammar B, Nekhotiaeva N, Klingegård F, Koolmeister T, Martens U, Llona-Minguez S, Moulson R, Nordström H, Parrow V, Dahllund L, Sjöberg B, Vargas IL, Vo DD, Wannberg J, Knapp S, Krokan HE, Arvidsson PI, Scobie M, Meiser J, Stenmark P, Berglund UW, Homan EJ, Helleday T. Pharmacological targeting of MTHFD2 suppresses acute myeloid leukemia by inducing thymidine depletion and replication stress. Nat Cancer 2022; 3:156-172. [PMID: 35228749 PMCID: PMC8885417 DOI: 10.1038/s43018-022-00331-y] [Citation(s) in RCA: 23] [Impact Index Per Article: 11.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 01/12/2021] [Accepted: 01/10/2022] [Indexed: 11/09/2022]
Abstract
The folate metabolism enzyme MTHFD2 (methylenetetrahydrofolate dehydrogenase/cyclohydrolase) is consistently overexpressed in cancer but its roles are not fully characterized, and current candidate inhibitors have limited potency for clinical development. In the present study, we demonstrate a role for MTHFD2 in DNA replication and genomic stability in cancer cells, and perform a drug screen to identify potent and selective nanomolar MTHFD2 inhibitors; protein cocrystal structures demonstrated binding to the active site of MTHFD2 and target engagement. MTHFD2 inhibitors reduced replication fork speed and induced replication stress followed by S-phase arrest and apoptosis of acute myeloid leukemia cells in vitro and in vivo, with a therapeutic window spanning four orders of magnitude compared with nontumorigenic cells. Mechanistically, MTHFD2 inhibitors prevented thymidine production leading to misincorporation of uracil into DNA and replication stress. Overall, these results demonstrate a functional link between MTHFD2-dependent cancer metabolism and replication stress that can be exploited therapeutically with this new class of inhibitors.
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Affiliation(s)
- Nadilly Bonagas
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Nina M S Gustafsson
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Martin Henriksson
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Petra Marttila
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Robert Gustafsson
- Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden
| | - Elisée Wiita
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Sanjay Borhade
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Alanna C Green
- Weston Park Cancer Centre, Department of Oncology and Metabolism, The Medical School, University of Sheffield, Sheffield, UK
| | - Karl S A Vallin
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Antonio Sarno
- Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Richard Svensson
- Uppsala University Drug Optimization and Pharmaceutical Profiling Platform, Department of Pharmacy, Uppsala University, Uppsala, Sweden
| | - Camilla Göktürk
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Therese Pham
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Ann-Sofie Jemth
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Olga Loseva
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Victoria Cookson
- Weston Park Cancer Centre, Department of Oncology and Metabolism, The Medical School, University of Sheffield, Sheffield, UK
| | - Nicole Kiweler
- Cancer Metabolism Group, Department of Oncology, Luxembourg Institute of Health, Luxembourg, Luxembourg
| | - Lars Sandberg
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Organic Chemistry, Stockholm University, Solna, Sweden
| | - Azita Rasti
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Judith E Unterlass
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Martin Haraldsson
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Solna, Sweden
| | - Yasmin Andersson
- Drug Discovery and Development Platform, Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, Royal Institute of Technology, Solna, Sweden
| | - Emma R Scaletti
- Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden.,Department of Experimental Medical Science, Lund University, Lund, Sweden
| | - Christoffer Bengtsson
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Organic Chemistry, Stockholm University, Solna, Sweden
| | - Cynthia B J Paulin
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Kumar Sanjiv
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Eldar Abdurakhmanov
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden
| | - Linda Pudelko
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Ben Kunz
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Matthieu Desroses
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Petar Iliev
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Katarina Färnegårdh
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Organic Chemistry, Stockholm University, Solna, Sweden
| | - Andreas Krämer
- Institute of Pharmaceutical Chemistry, Goethe University, Frankfurt, Germany
| | - Neeraj Garg
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Maurice Michel
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Sara Häggblad
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden
| | - Malin Jarvius
- Department of Medical Sciences, Division of Cancer Pharmacology and Computational Medicine, Uppsala University, Uppsala, Sweden
| | - Christina Kalderén
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Amanda Bögedahl Jensen
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Ingrid Almlöf
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Stella Karsten
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Si Min Zhang
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Maria Häggblad
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden
| | - Anders Eriksson
- Karolinska High Throughput Centre, Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Jianping Liu
- Karolinska High Throughput Centre, Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Björn Glinghammar
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Solna, Sweden
| | - Natalia Nekhotiaeva
- Karolinska High Throughput Centre, Department of Biosciences and Nutrition, Karolinska Institutet, Huddinge, Sweden
| | - Fredrik Klingegård
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Organic Chemistry, Stockholm University, Solna, Sweden
| | - Tobias Koolmeister
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Ulf Martens
- Biochemical and Cellular Screening Facility, Science for Life Laboratory, Department of Biochemistry and Biophysics, Stockholm University, Solna, Sweden
| | - Sabin Llona-Minguez
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Ruth Moulson
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Helena Nordström
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Chemistry-BMC, Uppsala University, Uppsala, Sweden
| | - Vendela Parrow
- Department of Medical Sciences, Division of Cancer Pharmacology and Computational Medicine, Uppsala University, Uppsala, Sweden
| | - Leif Dahllund
- Drug Discovery and Development Platform, Science for Life Laboratory, School of Engineering Sciences in Chemistry, Biotechnology and Health, Royal Institute of Technology, Solna, Sweden
| | - Birger Sjöberg
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Solna, Sweden
| | - Irene L Vargas
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Duy Duc Vo
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Johan Wannberg
- Department of Medicinal Chemistry, Science for Life Laboratory, Uppsala University, Uppsala, Sweden
| | - Stefan Knapp
- Institute of Pharmaceutical Chemistry, Goethe University, Frankfurt, Germany
| | - Hans E Krokan
- Department of Cancer Research and Molecular Medicine, Norwegian University of Science and Technology, Trondheim, Norway
| | - Per I Arvidsson
- Drug Discovery and Development Platform, Science for Life Laboratory, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, Solna, Sweden
| | - Martin Scobie
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Johannes Meiser
- Cancer Metabolism Group, Department of Oncology, Luxembourg Institute of Health, Luxembourg, Luxembourg
| | - Pål Stenmark
- Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden.,Department of Experimental Medical Science, Lund University, Lund, Sweden
| | - Ulrika Warpman Berglund
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Evert J Homan
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden
| | - Thomas Helleday
- Science for Life Laboratory, Department of Oncology-Pathology, Karolinska Institutet, Solna, Sweden. .,Weston Park Cancer Centre, Department of Oncology and Metabolism, The Medical School, University of Sheffield, Sheffield, UK.
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5
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Buler M, Naessens T, Mattsson J, Morias Y, Söderberg M, Robbins P, Kärrberg L, Svensson TS, Thulin P, Glinghammar B, Scarpulla RC, Andersson U. The regulatory role of PGC1α-related coactivator in response to drug-induced liver injury. FASEB Bioadv 2020; 2:453-463. [PMID: 32821877 PMCID: PMC7429352 DOI: 10.1096/fba.2020-00003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Revised: 01/13/2020] [Accepted: 05/28/2020] [Indexed: 11/24/2022] Open
Abstract
PGC1α-Related Coactivator (PRC) is a transcriptional coactivator promoting cytokine expression in vitro in response to mitochondrial injury and oxidative stress, however, its physiological role has remained elusive. Herein we investigate aspects of the immune response function of PRC, first in an in vivo thioacetamide (TAA)-induced mouse model of drug-induced liver injury (DILI), and subsequently in vitro in human monocytes, HepG2, and dendritic (DC) cells. TAA treatment resulted in the dose-dependent induction of PRC mRNA and protein, both of which were shown to correlate with liver injury markers. Conversely, an adenovirus-mediated knockdown of PRC attenuated this response, thereby reducing hepatic cytokine mRNA expression and monocyte infiltration. Subsequent in vitro studies with conditioned media from HepG2 cells overexpressing PRC, activated human monocytes and monocyte-derived DC, demonstrated up to 20% elevated expression of CD86, CD40, and HLA-DR. Similarly, siRNA-mediated knockdown of PRC abolished this response in oligomycin stressed HepG2 cells. A putative mechanism was suggested by the co-immunoprecipitation of Signal Transducer and Activator of Transcription 1 (STAT1) with PRC, and induction of a STAT-dependent reporter. Furthermore, PRC co-activated an NF-κB-dependent reporter, indicating interaction with known major inflammatory factors. In summary, our study indicates PRC as a novel factor modulating inflammation in DILI.
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Affiliation(s)
- Marcin Buler
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Thomas Naessens
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Johan Mattsson
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Yannick Morias
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Magnus Söderberg
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | | | - Lillevi Kärrberg
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Tor S. Svensson
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Petra Thulin
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
| | - Björn Glinghammar
- Science for Life LaboratoryDrug Discovery & Development Platform & Division of Translational Medicine & Chemical BiologyDepartment of Medical Biochemistry and BiophysicsKarolinska InstitutetStockholmSweden
| | | | - Ulf Andersson
- Clinical Pharmacology and Safety SciencesAstraZeneca R&DMölndalSweden
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6
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Thulin P, Hornby RJ, Auli M, Nordahl G, Antoine DJ, Starkey Lewis P, Goldring CE, Park BK, Prats N, Glinghammar B, Schuppe-Koistinen I. A longitudinal assessment of miR-122 and GLDH as biomarkers of drug-induced liver injury in the rat. Biomarkers 2016; 22:461-469. [PMID: 27978773 DOI: 10.1080/1354750x.2016.1269131] [Citation(s) in RCA: 19] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/17/2023]
Abstract
CONTEXT There is an ongoing search for specific and translational biomarkers of drug-induced liver injury (DILI). MicroRNA-122 (miR-122) has previously shown potential as a sensitive, specific, and translational biomarker of DILI in both rodent, and human studies. OBJECTIVE To build on previous work within the field, we examined biomarker kinetics in a rat model of acetaminophen (APAP)-induced liver injury to confirm the sensitivity, and specificity of miR-122 and glutamate dehydrogenase (GLDH). MATERIALS AND METHODS qRT-PCR and a standard enzymatic assay were used for biomarker analysis. RESULTS Both miR-122 and GLDH were demonstrated to be more readily-detectable biomarkers of APAP-DILI than alanine aminotransferase (ALT). Peak levels for all biomarkers were detected at 2 days after APAP. At day 3, miR-122 had returned to baseline; however, other biomarkers remained elevated between 3 and 4 days. We were also able to demonstrate that, although miR-122 is present in greater quantities in exosome-free form, both exosome-bound and non-vesicle bound miR-122 are released in a similar profile throughout the course of DILI. DISCUSSION AND CONCLUSIONS Together, this study demonstrates that both GLDH and miR-122 could be used during preclinical drug-development as complementary biomarkers to ALT to increase the chance of early detection of hepatotoxicity.
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Affiliation(s)
- Petra Thulin
- a Drug Safety & Metabolism , Discovery Safety, AstraZeneca , Mölndal , Sweden
| | - Robert J Hornby
- b MRC Centre for Drug Safety Science , University of Liverpool , Liverpool, UK
| | - Mariona Auli
- c Pathology and Predictive Toxicology Section , Almirall , Barcelona , Spain
| | | | - Daniel J Antoine
- b MRC Centre for Drug Safety Science , University of Liverpool , Liverpool, UK
| | - Philip Starkey Lewis
- e MRC Centre for Regenerative Medicine , University of Edinburgh , Edinburgh , UK
| | | | - B Kevin Park
- e MRC Centre for Regenerative Medicine , University of Edinburgh , Edinburgh , UK
| | - Neus Prats
- c Pathology and Predictive Toxicology Section , Almirall , Barcelona , Spain
| | - Björn Glinghammar
- f Swedish Toxicology Sciences Research Center (Swetox) , Karolinska Institutet , Södertälje , Sweden
| | - Ina Schuppe-Koistinen
- g Department of Physiology and Pharmacology, Science for Life Laboratory , Karolinska Institutet , Stockholm , Sweden
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7
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Thulin P, Bamberg K, Buler M, Dahl B, Glinghammar B. The peroxisome proliferator-activated receptor α agonist, AZD4619, induces alanine aminotransferase-1 gene and protein expression in human, but not in rat hepatocytes: Correlation with serum ALT levels. Int J Mol Med 2016; 38:961-8. [PMID: 27430334 DOI: 10.3892/ijmm.2016.2681] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/23/2016] [Accepted: 07/05/2016] [Indexed: 11/06/2022] Open
Abstract
Alanine aminotransferase (ALT) in serum is the standard biomarker for liver injury. We have previously described a clinical trial with a novel selective peroxisome proliferator-activated receptor α (PPARα) agonist (AZD4619), which unexpectedly caused increased serum levels of ALT in treated individuals without any other evidence of liver injury. We pinpointed a plausible mechanism through which AZD4619 could increase serum ALT levels; namely through the PPARα-specific activation of the human ALT1 gene at the transcriptional level. In the present study, we present data from the preceding rat toxicity study, demonstrating that AZD4619 had no effect on rat serum ALT activity levels, and further experiments were performed to elucidate the mechanisms responsible for this species-related difference. Our results revealed that AZD4619 increased ALT1 protein expression in a dose-dependent manner in human, but not in rat primary hepatocytes. Cloning of the human and rat ALT1 promoters into luciferase vectors confirmed that AZD4619 induced only the human, but not the rat ALT1 gene promoter in a dose-dependent manner. In PPARα-GAL4 reporter gene assays, AZD4619 was >100-fold more potent on the human vs. rat PPARα levels, explaining the differences in induction of the ALT1 gene between the species at the concentration range tested. These data demonstrate the usefulness of the human and rat ALT1 reporter gene assays for testing future drug candidates at the preclinical stage. In drug discovery projects, these assays elucidate whether elevations in ALT levels observed in vivo or in the clinic are due to metabolic effects rather than a toxic event in the liver.
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Affiliation(s)
- Petra Thulin
- Drug Safety and Metabolism, AstraZeneca, 43183 Mölndal, Sweden
| | | | - Marcin Buler
- Drug Safety and Metabolism, AstraZeneca, 43183 Mölndal, Sweden
| | - Björn Dahl
- Drug Safety and Metabolism, AstraZeneca, 43183 Mölndal, Sweden
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8
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Andersson T, Palmgren H, Kvist A, Sjogren A, Liljevald M, Glinghammar B, Brolén G. Recent Advances in Deriving Hepatocyte Like Cells from Induced Pluripotent Stem Cells in Drug Metabolism and Toxicity Studies. FASEB J 2015. [DOI: 10.1096/fasebj.29.1_supplement.779.3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- Tommy Andersson
- Cardiovascular and Metabolic DiseasesDMPK AstraZeneca R&D MölndalSweden
| | - Henrik Palmgren
- Cardiovascular and Metabolic DiseasesDMPK AstraZeneca R&D MölndalSweden
| | | | | | - Maria Liljevald
- Drug Safety & metabolismAstraZeneca R&D Mölndal MölndalSweden
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Sjogren AKM, Liljevald M, Glinghammar B, Sagemark J, Li XQ, Jonebring A, Cotgreave I, Brolén G, Andersson TB. Critical differences in toxicity mechanisms in induced pluripotent stem cell-derived hepatocytes, hepatic cell lines and primary hepatocytes. Arch Toxicol 2014; 88:1427-37. [PMID: 24912781 DOI: 10.1007/s00204-014-1265-z] [Citation(s) in RCA: 62] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2014] [Accepted: 05/07/2014] [Indexed: 01/22/2023]
Abstract
Human-induced pluripotent stem cell-derived hepatocytes (hiPSC-Hep) hold great potential as an unlimited cell source for toxicity testing in drug discovery research. However, little is known about mechanisms of compound toxicity in hiPSC-Hep. In this study, modified mRNA was used to reprogram foreskin fibroblasts into hiPSC that were differentiated into hiPSC-Hep. The hiPSC-Hep expressed characteristic hepatic proteins and exhibited cytochrome P450 (CYP) enzyme activities. Next, the hiPSC-Hep, primary cryopreserved human hepatocytes (cryo-hHep) and the hepatic cell lines HepaRG and Huh7 were treated with staurosporine and acetaminophen, and the toxic responses were compared. In addition, the expression of genes regulating and executing apoptosis was analyzed in the different cell types. Staurosporine, an inducer of apoptosis, decreased ATP levels and activated caspases 3 and 7 in all cell types, but to less extent in Huh7. Furthermore, a hierarchical clustering and a principal component analysis (PCA) of the expression of apoptosis-associated genes separated cryo-hHep from the other cell types, while an enrichment analysis of apoptotic pathways identified hiPSC-Hep as more similar to cryo-hHep than the hepatic cell lines. Finally, acetaminophen induced apoptosis in hiPSC-Hep, HepaRG and Huh7, while the compound initiated a direct necrotic response in cryo-hHep. Our results indicate that for studying compounds initiating apoptosis directly hiPSC-Hep may be a good alternative to cryo-hHep. Furthermore, for compounds with more complex mechanisms of toxicity involving metabolic activation, such as acetaminophen, our data suggest that the cause of cell death depends on a balance between factors controlling death signals and the drug-metabolizing capacity.
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Affiliation(s)
- Anna-Karin M Sjogren
- Cardiovascular and Metabolic Diseases Innovative Medicines, DMPK, AstraZeneca R&D, 431 83, Mölndal, Sweden,
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10
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Thulin P, Nordahl G, Gry M, Yimer G, Aklillu E, Makonnen E, Aderaye G, Lindquist L, Mattsson CM, Ekblom B, Antoine DJ, Park BK, Linder S, Harrill AH, Watkins PB, Glinghammar B, Schuppe-Koistinen I. Keratin-18 and microRNA-122 complement alanine aminotransferase as novel safety biomarkers for drug-induced liver injury in two human cohorts. Liver Int 2014; 34:367-78. [PMID: 24118944 DOI: 10.1111/liv.12322] [Citation(s) in RCA: 86] [Impact Index Per Article: 8.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/19/2013] [Accepted: 08/31/2013] [Indexed: 12/30/2022]
Abstract
BACKGROUND & AIMS There is a demand for more sensitive, specific and predictive biomarkers for drug-induced liver injury (DILI) than the gold standard used today, alanine aminotransferase (ALT). The aim of this study was to qualify novel DILI biomarkers (keratin-18 markers M65/M30, microRNA-122, glutamate dehydrogenase and alpha-foetoprotein) in human DILI. METHODS Levels of the novel biomarkers were measured by enzyme-linked immunosorbent assay or real-time quantitative reverse-transcription PCR (qRT-PCR) in two human DILI cohorts: a human volunteer study with acetaminophen and a human immunodeficiency virus (HIV)/tuberculosis (TB) study. RESULTS In the acetaminophen study, serum M65 and microRNA-122 levels were significantly increased at an earlier time point than ALT. Furthermore, the maximal elevation of M65 and microRNA-122 exceeded the increase in ALT. In the HIV/TB study, all the analysed novel biomarkers increased after 1 week of treatment. In contrast to ALT, the novel biomarkers remained stable in a human cohort with exercise-induced muscular injury. CONCLUSIONS M65 and microRNA-122 are potential biomarkers of DILI superior to ALT with respect to sensitivity and specificity.
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Affiliation(s)
- Petra Thulin
- AstraZeneca R&D, Innovative Medicines Personalised Healthcare & Biomarkers, Science for Life Laboratory, Solna, Sweden
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11
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Rafter I, Gråberg T, Kotronen A, Strömmer L, Mattson CM, Kim RW, Ehrenborg E, Andersson HB, Yki-Järvinen H, Schuppe-Koistinen I, Ekblom B, Cotgreave I, Glinghammar B. Isoform-specific alanine aminotransferase measurement can distinguish hepatic from extrahepatic injury in humans. Int J Mol Med 2012; 30:1241-9. [PMID: 22922605 DOI: 10.3892/ijmm.2012.1106] [Citation(s) in RCA: 17] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2012] [Accepted: 06/13/2012] [Indexed: 01/11/2023] Open
Abstract
Serum alanine aminotransferase (ALT) is used as a clinical marker to detect hepatic damage and hepatoxicity. Two isoforms of ALT have been identified, ALT1 and ALT2, which have identical enzymatic capacities and are detected simultaneously in human serum/plasma using classical clinical chemical assays. Differences exist in the expression patterns of the ALT1 and ALT2 proteins in different organs which suggest that changes in the proportion of ALT1 and ALT2 in plasma may arise and reflect damage to different human organs. However, this has not been previously studied due to the lack of a selective methodology that can quantify both ALT1 and ALT2 isoforms in the total ALT activity normally measured in clinical samples. To the best of our knowledge, our current study reveals for the first time, that under 3 different conditions of liver damage (non-alcoholic fatty liver disease, hepatitis C and during liver surgery) the leakage of ALT1 activity into plasma greatly exceeds that of ALT2, and that the measurement of ALT1 during liver damage is equal to the measurement of total ALT activity. By contrast, during skeletal muscle injury, induced in volunteers by physical exertion, the leakage of ALT2 exceeds that of ALT1 and the proportion of circulating ALT isoforms changes accordingly. The ALT isoform changes occurring in plasma reflect previously demonstrated relative contents of ALT1 and ALT2 activities in human liver and skeletal muscle. These data suggest that assessing the percentage contribution of ALT1 and ALT2 activities to total ALT activity in plasma may distinguish hepatic from extrahepatic injury using the same standard analytical platform.
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12
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Thulin P, Gry M, Nordahl G, Yimer G, Linder S, Aklillu E, Glinghammar B, Schuppe-Koistinen I. Qualification of new biomarkers for drug-induced liver injury in a human cohort. Toxicol Lett 2012. [DOI: 10.1016/j.toxlet.2012.03.195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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13
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Glinghammar B, Rafter I, Schuppe-Koistinen I, Cotgreave I. Isoform specific ALT measurement during liver and skeletal muscle damage. Toxicol Lett 2012. [DOI: 10.1016/j.toxlet.2012.03.194] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
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14
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Andersson P, Kenne K, Glinghammar B, Pointon AV, Åkerblad P, Lutz M, Hovdal D, Maxvall I, Lindstedt EL. Toxicity with LXR agonists – Problem solving activities for mechanistic understanding. Toxicol Lett 2012. [DOI: 10.1016/j.toxlet.2012.03.163] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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15
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Glinghammar B, Berg AL, Bjurström S, Stockling K, Blomgren B, Westerberg R, Skånberg I, Hellmold H, Andersson U. Proliferative and molecular effects of the dual PPARalpha/gamma agonist tesaglitazar in rat adipose tissues: relevance for induction of fibrosarcoma. Toxicol Pathol 2011; 39:325-36. [PMID: 21270424 DOI: 10.1177/0192623310394210] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
The dual peroxisome-proliferator-activated receptor (PPAR) α/γ agonist tesaglitazar has been shown to produce fibrosarcomas in rats. Here, the authors studied morphology, proliferation, differentiation, and inflammation markers in adipose tissue from rats exposed to 1, 3, or 10 µmol/kg tesaglitazar for 2 or 12 weeks, including recovery groups (12 weeks treatment followed by 12 weeks recovery), and 3 or 10 µmol/kg tesaglitazar for 24 weeks. Subcutaneous white and brown fat revealed reversible dose-related histopathological alterations and after 12 and 24 weeks developed areas of thickened skin (fatty lumps). There was a dose-dependent increase in proliferation of interstitial cells in white and brown fat as shown by increased mitotic index in all dose groups after 2 weeks. This was limited to the high dose after 12 and 24 weeks in white fat. Gene expression analyses showed that while tesaglitazar induced differentiation of adipose tissue characterized with a switch in cyclin D1 and D3 mRNA by 12 weeks, longer exposure at high doses reversed this differentiation concurrent with a reappearance of early adipocyte and inflammatory markers. These data suggest that sustained increased turnover of mesenchymal cells in adipose tissues, concomitant with onset of inflammation and fibrosis, drives development of fibrosarcomas in rats treated with tesaglitazar.
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Affiliation(s)
- Björn Glinghammar
- Safety Assessment, Molecular Toxicology, AstraZeneca R&D, Södertälje, Sweden.
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16
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Andersson U, Lindberg J, Wang S, Balasubramanian R, Marcusson-Ståhl M, Hannula M, Zeng C, Juhasz PJ, Kolmert J, Bäckström J, Nord L, Nilsson K, Martin S, Glinghammar B, Cederbrant K, Schuppe-Koistinen I. A systems biology approach to understanding elevated serum alanine transaminase levels in a clinical trial with ximelagatran. Biomarkers 2010; 14:572-86. [PMID: 19780643 DOI: 10.3109/13547500903261354] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Ximelagatran was developed for the prevention and treatment of thromboembolic conditions. However, in long-term clinical trials with ximelagatran, the liver injury marker, alanine aminotransferase (ALT) increased in some patients. Analysis of plasma samples from 134 patients was carried out using proteomic and metabolomic platforms, with the aim of finding predictive biomarkers to explain the ALT elevation. Analytes that were changed after ximelagatran treatment included 3-hydroxybutyrate, pyruvic acid, CSF1R, Gc-globulin, L-glutamine, protein S and alanine, etc. Two of these analytes (pyruvic acid and CSF1R) were studied further in human cell cultures in vitro with ximelagatran. A systems biology approach applied in this study proved to be successful in generating new hypotheses for an unknown mechanism of toxicity.
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Affiliation(s)
- Ulf Andersson
- Safety Assessment, Molecular Toxicology, AstraZeneca R&D, Södertälje, Sweden.
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17
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Andersson U, Lindberg J, Wang S, Balasubramanian R, Marcusson-Ståhl M, Hannula M, Zeng C, Juhasz PJ, Kolmert J, Bäckström J, Nord L, Nilsson K, Martin S, Glinghammar B, Cederbrant K, Schuppe-Koistinen I. A systems biology approach to understanding elevated serum alanine transaminase levels in a clinical trial with ximelagatran. Biomarkers 2009. [DOI: 10.1080/13547500903261354] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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18
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Glinghammar B, Rafter I, Lindström AK, Hedberg JJ, Andersson HB, Lindblom P, Berg AL, Cotgreave I. Detection of the mitochondrial and catalytically active alanine aminotransferase in human tissues and plasma. Int J Mol Med 2009; 23:621-31. [PMID: 19360321 DOI: 10.3892/ijmm_00000173] [Citation(s) in RCA: 45] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Serum alanine aminotransferase (ALT) is used as a clinical marker of hepatotoxicity. Three forms of human ALT have been identified, ALT1 and 2 and an alternative splice variant of ALT2 (herein called ALT2_2). The standard ALT activity assay does not discriminate between ALT from different organs, or the isoforms measured in the plasma. Here, we show that ALT1 and 2 possess similar enzymatic activity for alanine and pyruvate but with different Km and kcat values, while recombinant ALT2_2 protein does not possess any enzymatic activity. Isolation of organelles from cultured human skeletal muscle cells, showed localisation of ALT2 to the mitochondrial fraction and endoplasmatic reticulum (ER), but not to the cytosol. In human hepatocytes, on the other hand, ALT1 was only localised to the cytosol and ER, with no detection in mitochondria. ALT2 was not detected in cultured human hepatocytes, liver extract or tissue using Western blotting or immunohistochemistry. The islet of Langerhans and cardiomyocytes were other examples of cells with high expression of catalytic ALT2. A clinical method for selective measurement of ALT1 and 2 in human plasma is described, and both ALT1 and 2 were immunoprecipitated from human plasma and structurally detected using Western blotting techniques.
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Affiliation(s)
- Björn Glinghammar
- Safety Assessment, Molecular Toxicology, AstraZeneca, S-151 85 Södertälje, Sweden.
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19
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Thulin P, Glinghammar B, Skogsberg J, Lundell K, Ehrenborg E. PPARdelta increases expression of the human apolipoprotein A-II gene in human liver cells. Int J Mol Med 2008; 21:819-824. [PMID: 18506377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/26/2023] Open
Abstract
The peroxisome proliferator-activated receptor delta (PPARdelta) is a transcription factor that regulates genes of importance in lipid and glucose metabolism. ApoA-II is one of the major proteins of the HDL-particle. The aim of this study was to investigate the regulation of apoA-II gene expression by PPARdelta. Treatment of HepG2 cells with the PPARdelta specific agonist GW501516 increased apoA-II mRNA expression. Likewise, reporter gene assays using a construct containing 2.7 kb of the proximal apoA-II promoter showed increased activity after treatment with GW501516, both in HepG2 and in HuH-7 cells. Mutation of two putative PPAR response elements (PPREs) in this region showed that the PPRE at position -737/-717 is the functional site. Binding of PPARdelta to this site was confirmed by chromatin immunoprecipitation and gel retardation analyses. In conclusion, PPARdelta increases the expression of the human apoA-II gene in liver cells via a PPRE in the proximal promoter.
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Affiliation(s)
- Petra Thulin
- Atherosclerosis Research Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, Karolinska University Hospital, SE-171 76 Stockholm, Sweden.
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Thulin P, Glinghammar B, Skogsberg J, Lundell K, Ehrenborg E. PPARδ increases expression of the human apolipoprotein A-II gene in human liver cells. Int J Mol Med 2008. [DOI: 10.3892/ijmm.21.6.819] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
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21
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Thulin P, Rafter I, Stockling K, Tomkiewicz C, Norjavaara E, Aggerbeck M, Hellmold H, Ehrenborg E, Andersson U, Cotgreave I, Glinghammar B. PPARalpha regulates the hepatotoxic biomarker alanine aminotransferase (ALT1) gene expression in human hepatocytes. Toxicol Appl Pharmacol 2008; 231:1-9. [PMID: 18455211 DOI: 10.1016/j.taap.2008.03.007] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2007] [Revised: 03/14/2008] [Accepted: 03/14/2008] [Indexed: 12/30/2022]
Abstract
In this work, we investigated a potential mechanism behind the observation of increased aminotransferase levels in a phase I clinical trial using a lipid-lowering drug, the peroxisome proliferator-activated receptor (PPAR) alpha agonist, AZD4619. In healthy volunteers treated with AZD4619, serum alanine aminotransferase (ALT) and aspartate aminotransferase (AST) activities were elevated without an increase in other markers for liver injury. These increases in serum aminotransferases have previously been reported in some patients receiving another PPARalpha agonist, fenofibrate. In subsequent in vitro studies, we observed increased expression of ALT1 protein and mRNA in human hepatocytes after treatment with fenofibric acid. The PPAR effect on ALT1 expression was shown to act through a direct transcriptional mechanism involving at least one PPAR response element (PPRE) in the proximal ALT1 promoter, while no effect of fenofibrate and AZD4619 was observed on the ALT2 promoter. Binding of PPARs to the PPRE located at -574 bp from the transcriptional start site was confirmed on both synthetic oligonucleotides and DNA in hepatocytes. These data show that intracellular ALT expression is regulated by PPAR agonists and that this mechanism might contribute to increased ALT activity in serum.
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Affiliation(s)
- Petra Thulin
- Atherosclerosis Research Unit, Department of Medicine, Center for Molecular Medicine, Karolinska Institutet, S-171 76 Stockholm, Sweden
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Lindblom P, Rafter I, Copley C, Andersson U, Hedberg JJ, Berg AL, Samuelsson A, Hellmold H, Cotgreave I, Glinghammar B. Isoforms of alanine aminotransferases in human tissues and serum--differential tissue expression using novel antibodies. Arch Biochem Biophys 2007; 466:66-77. [PMID: 17826732 DOI: 10.1016/j.abb.2007.07.023] [Citation(s) in RCA: 78] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2007] [Revised: 07/06/2007] [Accepted: 07/13/2007] [Indexed: 01/11/2023]
Abstract
Serum alanine aminotransferase (ALT) is used as a clinical marker of hepatotoxicity. Two forms of ALT have been identified, ALT1 and ALT2, encoded by separate genes. The cellular and tissue distribution of the different ALT proteins has not been characterized in humans, and their relative contribution to serum is unknown. Here, we describe the development of novel isoenzyme specific ALT1 and ALT2 antibodies and the expression of the enzymes in human cells and organs. In normal human tissue, high expression of ALT1 was found in liver, skeletal muscle and kidney and low levels in heart muscle and not detectable in pancreas. High ALT2 reactivity was detected in heart and skeletal muscle, while no ALT2 expression was found in liver or kidney. Using immunohistochemistry, strong ALT1 reactivity was found in hepatocytes, renaltubular epithelial cells and in salivary gland epithelial cells, while ALT2 was expressed in adrenal gland cortex, neuronal cell bodies, cardiac myocytes, skeletal muscle fibers and endocrine pancreas. Immunoprecipitation using ALT antibodies on normal human serums showed ALT1 to be mainly responsible for basal ALT activity. Together, the results points to a differential expression of ALT1 and ALT2 in human organs and substantiate a need for investigations regarding the possible impacts on ALT measurements.
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Affiliation(s)
- Per Lindblom
- Safety Assessment, Molecular Toxicology, AstraZeneca R&D Södertälje, S-151 85 Södertälje, Sweden.
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Kannisto K, Chibalin A, Glinghammar B, Zierath JR, Hamsten A, Ehrenborg E. Differential expression of peroxisomal proliferator activated receptors alpha and delta in skeletal muscle in response to changes in diet and exercise. Int J Mol Med 2006; 17:45-52. [PMID: 16328010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 05/05/2023] Open
Abstract
Peroxisome proliferator-activated receptors (PPARs) alpha, delta and gamma are nuclear transcription factors that control key genes involved in fatty acid metabolism and energy homeostasis. Little is known about PPAR activation in vivo and the existence of overlapping functions between PPARalpha, -delta and -gamma. As skeletal muscle is an important site for insulin action and acts as a significant sensor for life-style-induced influences in whole-body energy metabolism, we investigated the expression of PPARalpha, -delta and -gamma in rat skeletal muscle in response to exercise after four- and twelve-weeks of high-fat feeding, respectively. PPARalpha mRNA expression in skeletal muscle increased in parallel with other signs of developing metabolic syndrome such as increased visceral fat pad volymes, plasma free fatty acids and muscle triglyceride concentrations. PPARalpha mRNA expression was up-regulated 3-fold after four weeks of high-fat feeding (p<0.01). Exercise reversed the high-fat induced increase in PPARalpha expression in young lean rats (p<0.05), but did not change the PPARalpha, -delta and -gamma expression in the skeletal muscle in the normal nutritional state. The increase in PPARalpha expression declined during a longer term of high-fat feeding. In contrast, exercise increased PPARdelta mRNA and protein expression 3- to 6-fold in skeletal muscle after longer-term high-fat feeding (p<0.05). This effect was accompanied by a reduction in skeletal muscle fat content. These findings suggest that parallel activation of PPARalpha and -delta expression in skeletal muscle may be an important adaptive mechanism in response to increased fatty acid loads in young, lean animals, protecting them from insulin resistance, whereas exercise might be needed to mediate the same positive effects in older animals.
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Affiliation(s)
- Katja Kannisto
- Department of Medicine, Karolinska Instituet, Stockholm, Sweden
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Kannisto K, Chibalin A, Glinghammar B, Zierath J, Hamsten A, Ehrenborg E. Differential expression of peroxisomal proliferator activated receptors α and δ in skeletal muscle in response to changes in diet and exercise. Int J Mol Med 2006. [DOI: 10.3892/ijmm.17.1.45] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
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25
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Glinghammar B. Colonic luminal contents (faecal water) induce COX-2. IARC Sci Publ 2003; 156:431-3. [PMID: 12484230] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [MESH Headings] [Subscribe] [Scholar Register] [Indexed: 02/28/2023]
Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institutet, Novum, S-141 86 Huddinge, Sweden
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Nordling MM, Glinghammar B, Karlsson PC, de Kok TMCM, Rafter JJ. Effects on cell proliferation, activator protein-1 and genotoxicity by fecal water from patients with colorectal adenomas. Scand J Gastroenterol 2003; 38:549-55. [PMID: 12795469] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
Abstract
BACKGROUND The free water phase of feces (fecal water) may mediate the effects of diet on colon carcinogenesis. We examined the effects of fecal water from adenoma patients and controls on three parameters in colonocytes believed to be relevant to tumorigenesis, i.e. genotoxicity in intact cells and on isolated DNA, proliferative activity and activator protein-1 (AP-1) activity. METHODS Genotoxicity in intact colonic cells was assayed using the single-cell gel electrophoresis assay ('comet' assay) and on isolated DNA using double-stranded DNA from the X-174 RF plasmid. Cell proliferation was assessed using the commercially available 'alamar blue' proliferation kit and AP-1 activity using cells transiently transfected with an AP-1-luciferase reporter construct. RESULTS The data showed that lipid extracts of fecal water samples from the adenoma patients had a significantly higher capacity to induce cell proliferation than those from controls, and that this effect could be explained to a large extent by the concentrations of deoxycholic and chenodeoxycholic acids in the fecal water using regression models. No difference between patients and controls was observed for induction of AP-1 activity or induction of DNA strand breaks in intact cells. However, induction of DNA strand breaks in isolated DNA was significantly higher for the fecal waters from patients than for those from controls, which could be explained in part in a regression model by concentrations of lithocholic acid in fecal water and fecapentaene-12 in feces. CONCLUSIONS Our results support the hypothesis that the biochemistry of fecal waters from adenoma patients and controls differs.
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Affiliation(s)
- M M Nordling
- Dept. of Medical Nutrition, Karolinska Institutet, Novum, Huddinge, Sweden
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Nordling MM, Glinghammar B, Karlsson PC, T M C M de Kok, Rafter JJ. Effects on Cell Proliferation, Activator Protein-1 and Genotoxicity by Fecal Water from Patients with Colorectal Adenomas. Scand J Gastroenterol 2003; 38:549-555. [PMID: 28443764 DOI: 10.1080/00365520310002913] [Citation(s) in RCA: 22] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
BACKGROUND The free water phase of feces (fecal water) may mediate the effects of diet on colon carcinogenesis. We examined the effects of fecal water from adenoma patients and controls on three parameters in colonocytes believed to be relevant to tumorigenesis, i.e. genotoxicity in intact cells and on isolated DNA, proliferative activity and activator protein-1 (AP-1) activity. METHODS Genotoxicity in intact colonic cells was assayed using the single-cell gel electrophoresis assay (`comet' assay) and on isolated DNA using double-stranded DNA from the X-174 RF plasmid. Cell proliferation was assessed using the commercially available `alamar blue' proliferation kit and AP-1 activity using cells transiently transfected with an AP-1-luciferase reporter construct. RESULTS The data showed that lipid extracts of fecal water samples from the adenoma patients had a significantly higher capacity to induce cell proliferation than those from controls, and that this effect could be explained to a large extent by the concentrations of deoxycholic and chenodeoxycholic acids in the fecal water using regression models. No difference between patients and controls was observed for induction of AP-1 activity or induction of DNA strand breaks in intact cells. However, induction of DNA strand breaks in isolated DNA was significantly higher for the fecal waters from patients than for those from controls, which could be explained in part in a regression model by concentrations of lithocholic acid in fecal water and fecapentaene-12 in feces. CONCLUSIONS Our results support the hypothesis that the biochemistry of fecal waters from adenoma patients and controls differs.
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Affiliation(s)
- M M Nordling
- a Dept. of Medical Nutrition Karolinska Institutet Novum Huddinge Sweden
| | - B Glinghammar
- b King Gustav V Research Institute Karolinska Hospital Stockholm Sweden
| | - P C Karlsson
- c Dept. of Health Risk Analysis and Toxicology University of Maastricht Maastricht The Netherlands
| | - T M C M de Kok
- a Dept. of Medical Nutrition Karolinska Institutet Novum Huddinge Sweden
| | - J J Rafter
- b King Gustav V Research Institute Karolinska Hospital Stockholm Sweden
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Glinghammar B, Inoue H, Rafter JJ. Deoxycholic acid causes DNA damage in colonic cells with subsequent induction of caspases, COX-2 promoter activity and the transcription factors NF-kB and AP-1. Carcinogenesis 2002; 23:839-45. [PMID: 12016158 DOI: 10.1093/carcin/23.5.839] [Citation(s) in RCA: 92] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Evidence is accumulating that bile acids induce apoptosis in colonic cells. Therefore, it becomes important to study the underlying molecular mechanisms and the role of this phenomenon in tumor promotion. Minutes after exposure of HCT 116 and HT-29 cells to deoxycholate (DCA), DNA damage, measured using the COMET assay, was evident. Caspase-3 was rapidly activated in HCT 116 cells exposed to DCA, whereas in HT-29 cells, caspase-3 activation was delayed. Using transient transfections with reporter constructs, we showed that the transcription factors activator protein-1 (AP-1) and NF-kB were increased in HCT 116 cells, in a dose-dependent fashion, by DCA COX-2 promoter activity was also induced by DCA and using mutant COX-2 promoter plasmids, we showed that the ability of DCA to induce promoter activity was partly dependent upon a functional NF-kB and C/EBP site, and completely dependent on a functional c-AMP response element site. DNA damage thus appears to be the initiating event in DCA-induced apoptosis. In conclusion, the bile acid, DCA, has a major impact on apoptotic mechanisms in colonic cells and this may be contributing to its effect as a tumor promoter.
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Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institutet, Novum, S-141 86 Huddinge, Sweden
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Abstract
BACKGROUND & AIMS Evidence is accumulating that inhibitors of cyclooxygenase (COX)-2 activity are useful for preventing human colon cancer. Therefore, it is important to determine whether agents in the colonic luminal contents can influence the transcriptional regulation of COX-2 in colonic cells. METHODS Transient transfections were performed, using a human COX-2 promoter-luciferase construct, in HCT 116 cells, and the effects of pure luminal compounds and components of fecal water, the fecal fraction in direct contact with the colonocytes, on luciferase activity studied. RESULTS The luminal compounds deoxycholate, chenodeoxycholate, and butyrate all induced COX-2 promoter activity in HCT 116 cells. Lipid extracts of human fecal water also induced promoter activity in these cells, and the extent of induction varied between individuals. Induction of COX-2 promoter activity by the lipid extracts was positively correlated with induction of activator protein 1-dependent gene transcription. Results also indicated that protein kinase C and p38 mitogen-activated protein kinase mediated the effect of the luminal agents on COX-2 promoter activity. CONCLUSIONS Components in the luminal contents can effect COX-2 transcription and may influence colonic tumor development. Available data suggest that the responsible components are under dietary influence.
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Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institutet, Novum, Huddinge, Sweden
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Abstract
Apoptosis is central to cell number regulation in the colonic epithelium, and interest in its role in colon carcinogenesis has been growing rapidly. It thus becomes of interest to characterize luminal components, possibly of dietary origin, that may influence this process. We have investigated the sensitivity of two human colonic cell lines, the human adenocarcinoma cell line (HT-29) and the human fetal colonic mucosa cell line (FHC), to induction of apoptosis by sodium butyrate, bile acids, and human fecal water fractions. The apoptotic effect has been studied by 1) morphological changes in cells examined by fluorescence microscopy, 2) DNA fragmentation analysis by gel electrophoresis, 3) flow cytometry analysis of DNA strand breaks assessed by the terminal deoxynucleotidyl transferase-mediated dUTP nick end labeling assay (TUNEL), and 4) poly(ADP-ribose) polymerase cleavage by Western blot. Sodium butyrate and bile acids induced a time- and concentration-dependent apoptosis in both cell lines. Quantitation of this effect, by use of the TUNEL assay, indicated that deoxycholic acid was most effective in inducing this effect at lower concentrations and at shorter times. Apoptotic effects were also observed, in both cell lines, when the cells were exposed to intact human fecal waters (the fecal fraction in direct contact with the epithelium) and their lipid extracts, with the intact samples being more effective. Although all fecal waters examined induced apoptosis, quantitation of the effect by the TUNEL assay indicated that the ability to induce apoptosis differed markedly between samples. Induction of apoptosis by the fecal waters was not correlated to cytotoxicity but was negatively correlated to the pH of the samples. Interestingly, the cells derived from the fetal mucosa (FHC) were consistently less sensitive to apoptotic effects of the luminal components than the tumor-derived cells (HT-29). Thus human fecal water fractions induce apoptosis in colonic cells, and this effect is not due to lipid components alone.
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Affiliation(s)
- A I Haza
- Department of Medical Nutrition, Karolinska Institute, Novum, Sweden
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Glinghammar B, Rafter J. Carcinogenesis in the colon: interaction between luminal factors and genetic factors. Eur J Cancer Prev 1999; 8 Suppl 1:S87-94. [PMID: 10772422] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/16/2023]
Abstract
At last, inroads are beginning to be made into the hitherto unknown and complex area of gene-environment interactions in the colon. Interestingly, many of the studies to date would suggest: that the Apc gene is a target for such interactions; that luminal factors can regulate the level of cellular proteins of central importance in the control of cell growth/arrest; and that some of the newly discovered members of the nuclear hormone receptor superfamily may be mediating gene-environment interactions in the colon. This is a very exciting area and will presumably be the subject of intense research in the near future. By characterizing the dietary/luminal factors that interact with the genes implicated in tumour development in the colon, we will reach another level of certainty regarding the dietary components responsible for tumour formation and their underlying mechanisms. It is gratifying to see at last the fields of epidemiology and molecular biology begin to overlap, and without doubt results from this new area of research will give a new and better status to the field of making dietary recommendations to decrease the risk of developing colorectal cancer.
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Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institute, Huddinge, Sweden
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de Kok TM, van Faassen A, Glinghammar B, Pachen DM, Eng M, Rafter JJ, Baeten CG, Engels LG, Kleinjans JC. Bile acid concentrations, cytotoxicity, and pH of fecal water from patients with colorectal adenomas. Dig Dis Sci 1999; 44:2218-25. [PMID: 10573365 DOI: 10.1023/a:1026644418142] [Citation(s) in RCA: 52] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/09/2022]
Abstract
In the multistage model of human colorectal tumorigenesis, both genetic and environmental factors play an important role. The identity of the environmental factors involved, however, still remains to be elucidated. As fecal bile acids are proposed as candidates, we compared the concentration of bile acids in fecal water from patients at different risk of developing colorectal cancer. In addition, pH of fecal water as well as its cytotoxicity to HT-29 colonic cells was determined. The high-risk group consisted of individuals diagnosed with one or more (tubulo)villous colorectal adenomas larger than 1 cm in diameter and containing moderate or severe dysplasia (N = 20). Subjects with colorectal adenomas smaller than 1 cm and showing only minor dysplasia were assigned to the medium risk group (N = 19). The control group consisted of persons with normal findings by colonoscopy (N = 25). The results show no significant differences in fecal water bile acid concentrations between the three groups. However, 46% of the observed cytotoxicity is explained in a regression model that includes pH and the concentrations of deoxycholic acid, cholic acid, and ursodeoxycholic acid. The pH of fecal water is found to be significantly lower in the high risk group as compared to the controls, suggesting that a relatively high fecal pH has a protective effect on the development of colorectal adenomas. Although hyperproliferation as a result of cytotoxicity has been suggested to contribute to tumor formation in the colon, the pH-dependent cytotoxicity of bile acids in fecal water was not found to be associated with adenoma formation in the present study.
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Affiliation(s)
- T M de Kok
- Department of Health Risk Analysis and Toxicology, Universiteit Maastricht, The Netherlands
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Glinghammar B, Holmberg K, Rafter J. Effects of colonic lumenal components on AP-1-dependent gene transcription in cultured human colon carcinoma cells. Carcinogenesis 1999; 20:969-76. [PMID: 10357775 DOI: 10.1093/carcin/20.6.969] [Citation(s) in RCA: 41] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
We recently suggested that prolonged deregulated expression of AP-1 activity in colonic cells by bile acids may contribute to tumour promotion in the colon. In the present study, using two human colon carcinoma cell lines, HT-29 and HCT 116, transiently transfected with the AP-1-luciferase reporter construct, we showed that the bile acids, deoxycholate, chenodeoxycholate, ursodeoxycholate and lithocholate, induced AP-1-dependent gene transcription in a dose-dependent manner, whereas cholate was without effect. The greatest effect was observed with deoxycholate, and the ability of this bile acid to induce reporter gene activity was significantly correlated with its ability to induce cell proliferation (r = 0.91, P = 0.01). Cholesterol and the long chain fatty acids, myristate, palmitate and stearate, had no effect on AP-1-dependent gene transcription, whereas the short chain fatty acid, butyrate, exhibited a marked effect. Mindful of the fact that the concentrations of lumenal components that are actually in or entering the epithelial cells in the colon are presumably lower than lumenal values, we considered it of interest to determine the effect of dilution on the capacity of human faecal water to induce AP-1 activity and also cell proliferation. We demonstrated that diluted lipid extracts, from all of the faecal water samples examined, significantly induced AP-1-dependent gene transcription in the colonic cells, and that this effect differed markedly between the extracts. We confirmed that the faecal water lipid extracts, at the same dilution at which they increased AP-1 activity, significantly induced proliferation in the same cell line. These data suggest that lipid components of human faecal water, which is in direct contact with the colon epithelium and may be physiologically more active than the solid phase, can activate AP-1, a transcription factor whose activation has been associated with the promotion of neoplastic transformation.
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Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institute, Novum, S-14186 Huddinge, Sweden.
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Lettesjö H, Nordström E, Ström H, Nilsson B, Glinghammar B, Dahlstedt L, Möller E. Synovial fluid cytokines in patients with rheumatoid arthritis or other arthritic lesions. Scand J Immunol 1998; 48:286-92. [PMID: 9743215 DOI: 10.1046/j.1365-3083.1998.00399.x] [Citation(s) in RCA: 81] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2023]
Abstract
The synovial fluid (SF) of rheumatoid arthritis (RA) patients contains a mixture of inflammatory mediators. In order to determine whether certain cytokine patterns locally in the joint are specifically related to the chronic inflammation in RA, the concentrations of interleukin (IL)-1alpha, IL-1beta, IL-6, IL-10, transforming growth factor-beta (TGF-beta), tumour necrosis factor-alpha (TNF-alpha) and IgG2b-inducing factor (IgG2bIF) were measured in SF from 22 patients with RA and 22 patients with other types of arthritic lesions. High levels of IL-10, latent and active TGF-beta and the presence of IgG2bIF are significantly correlated with RA when corrected for age. As these factors have the capacity to promote antibody production, they might contribute to the maintenance of local antibody production in RA synovial tissues. All RA-SF samples contained detectable levels of IL-10 and all except one contained IL-1beta, while concentrations in several non-RA-SF samples were below detection limits. IL-6 and TGF-beta were present in all SF samples from both RA and non-RA patients. The presence of IgG2bIF was strongly correlated with high levels of IL-10 and IL-1beta in SF. However, no distinct cytokine profile specific for the chronic inflammation characteristic of RA was found.
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Affiliation(s)
- H Lettesjö
- Department of Immunology, Stockholm University, Sweden
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Abstract
Colorectal cancer is now widely accepted to be the result of an accumulation of mutations in specific genes controlling cell division, apoptosis and DNA repair. There is also a wealth of evidence that dietary factors, including dietary fat and fibre, influence the development of colorectal cancer. However, until recently, there has been little understanding of how these dietary factors and genetic factors interact. It is generally believed that this interaction is mediated in part by events occurring in the lumen of the large bowel. By characterizing the dietary/luminal factors that interact with the genes implicated in tumour development in the colon, a new understanding of colorectal cancer is likely to emerge, hopefully leading to the formulation of dietary recommendations to decrease the risk of this cancer.
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Affiliation(s)
- J Rafter
- Department of Medical Nutrition, Karolinska Institute, Novum, Huddinge, Sweden
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Venturi M, Hambly RJ, Glinghammar B, Rafter JJ, Rowland IR. Genotoxic activity in human faecal water and the role of bile acids: a study using the alkaline comet assay. Carcinogenesis 1997; 18:2353-9. [PMID: 9450481 DOI: 10.1093/carcin/18.12.2353] [Citation(s) in RCA: 109] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Human faecal waters from 35 healthy non-smoking volunteers (23 from England and 12 from Sweden) consuming their habitual diet were screened for genotoxicity by the single-cell gel electrophoresis (comet) assay using a human colon adenocarcinoma cell line (CACO-2) as the target. Hydrogen peroxide induced DNA damage was categorized as low, intermediate or high for tail moments greater than 5, 17 and 32, respectively: 11 samples were highly genotoxic, four were intermediate, one was low and 19 showed no activity. Endonuclease III treatment significantly increased DNA damage for all except the non-genotoxic faecal waters, suggesting that faecal water genotoxicity may be due, at least in part, to oxidative damage. Faecal water cytotoxicity has previously been attributed to the bile and fatty acid content. In the comet assay no DNA damage was induced by deoxycholate or lithocholate at normal physiological concentrations, suggesting that the genotoxicity of faecal water was due to other substances. Both bile acids induced DNA damage above 300 microM, levels often found in patients with colonic polyps and there was a significant increase in genotoxicity after endonuclease III treatment indicative of oxidative DNA damage.
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Affiliation(s)
- M Venturi
- BIBRA International, Carshalton, Surrey, UK
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37
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Glinghammar B, Venturi M, Rowland IR, Rafter JJ. Shift from a dairy product-rich to a dairy product-free diet: influence on cytotoxicity and genotoxicity of fecal water--potential risk factors for colon cancer. Am J Clin Nutr 1997; 66:1277-82. [PMID: 9356548 DOI: 10.1093/ajcn/66.5.1277] [Citation(s) in RCA: 68] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023] Open
Abstract
Several epidemiologic studies have suggested that dairy product intake is associated with a decreased incidence of colon cancer. To determine whether the cytotoxicity and genotoxicity of the aqueous portion of human stool (two potential risk markers for the disease) were affected by a change in dairy product intake, 18 healthy male and female volunteers were randomly divided into two groups. In a crossover design, the volunteers shifted from their normal dairy product-rich diet to a dairy product-free diet. Nutritional analysis of the food consumed during the study period showed a significant decrease in energy intake from 9000 to 7866 kJ/d because of a decreased intake of protein and fat. Carbohydrate and fiber intakes remained unchanged during the intervention. Calcium intake decreased significantly from 1488 to 372 mg/d, with similar significant decreases in phosphate and vitamin D intakes. Cytotoxicity of fecal water, analyzed by the HT-29 cytotoxicity assay, indicated a significant decrease in cell survival from 34% to 20% when dairy products were excluded from the participants' diets. Single-cell gel electrophoresis (COMET assay), used to analyze genotoxicity of fecal waters, indicated no differences brought about by the dietary intervention. In conclusion, our findings indicate that a shift from a dairy product-rich to a dairy product-free diet resulted in a significant effect on an accepted risk marker for colon cancer and may suggest that the mechanism by which dairy products are protective is at the level of tumor promotion rather than initiation.
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Affiliation(s)
- B Glinghammar
- Department of Medical Nutrition, Karolinska Institute, Novum, Huddinge, Sweden
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