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Lindström, H. J., de Wijn, A. S. & Friedman, R. (2024). Interplay of mutations, alternate mechanisms, and treatment breaks in leukaemia: Understanding and implications studied with stochastic models. Computers in Biology and Medicine, 169, Article ID 107826.
Open this publication in new window or tab >>Interplay of mutations, alternate mechanisms, and treatment breaks in leukaemia: Understanding and implications studied with stochastic models
2024 (English)In: Computers in Biology and Medicine, ISSN 0010-4825, E-ISSN 1879-0534, Vol. 169, article id 107826Article in journal (Refereed) Published
Abstract [en]

Bcr-Abl1 kinase domain mutations are the most prevalent cause of treatment resistance in chronic myeloid leukaemia (CML). Alternate resistance pathways nevertheless exist, and cell line experiments show certain patterns in the gain, and loss, of some of these alternate adaptations. These adaptations have clinical consequences when the tumour develops mechanisms that are beneficial to its growth under treatment, but slow down its growth when not treated. The results of temporarily halting treatment in CML have not been widely discussed in the clinic and there is no robust theoretical model that could suggest when such a pause in therapy can be tolerated. We constructed a dynamic model of how mechanisms such as Bcr-Abl1 overexpression and drug transporter upregulation evolve to produce resistance in cell lines, and investigate its behaviour subject to different treatment schedules, in particular when the treatment is paused ('drug holiday'). Our study results suggest that the presence of additional resistance mechanisms creates an environment which favours mutations that are either preexisting or occur late during treatment. Importantly, the results suggest the existence of tumour drug addiction, where cancer cells become dependent on the drug for (optimal) survival, which could be exploited through a treatment holiday. All simulation code is available at https://github.com/Sandalmoth/dual-adaptation.

Place, publisher, year, edition, pages
Elsevier, 2024
Keywords
Chronic myeloid leukaemia, Drug holiday, Targeted therapy
National Category
Cancer and Oncology Biochemistry and Molecular Biology
Research subject
Chemistry, Biochemistry
Identifiers
urn:nbn:se:lnu:diva-127568 (URN)10.1016/j.compbiomed.2023.107826 (DOI)001139605700001 ()38101118 (PubMedID)2-s2.0-85179884033 (Scopus ID)
Available from: 2024-02-09 Created: 2024-02-09 Last updated: 2024-03-13Bibliographically approved
Freire, T. S., Zukerman-Schpector, J., Friedman, R. & Caracelli, I. (2024). Structural and thermodynamic characterization of allosteric transitions in human serum albumin with metadynamics simulations. Physical Chemistry, Chemical Physics - PCCP, 26(7), 6436-6447
Open this publication in new window or tab >>Structural and thermodynamic characterization of allosteric transitions in human serum albumin with metadynamics simulations
2024 (English)In: Physical Chemistry, Chemical Physics - PCCP, ISSN 1463-9076, E-ISSN 1463-9084, Vol. 26, no 7, p. 6436-6447Article in journal (Refereed) Published
Abstract [en]

Human serum albumin (HSA) is the most prominent protein in blood plasma, responsible for the maintenance of blood viscosity and transport of endogenous and exogenous molecules. Fatty acids (FA) are the most common ligands of HSA and their binding can modify the protein's structure. The protein can assume two well-defined conformations, referred to as 'Neutral' and 'Basic'. The Neutral (N) state occurs at pH close to 7.0 and in the absence of bound FA. The Basic (B) state occurs at pH higher than 8.0 or when the protein is bound to long-chain FA. HSA's allosteric behaviour is dependent on the number on FA bound to the structure. However, the mechanism of this allosteric regulation is not clear. To understand how albumin changes its conformation, we compared a series of HSA structures deposited in the protein data bank to identify the minimum amount of FA bound to albumin, which is enough to drive the allosteric transition. Thereafter, non-biased molecular dynamics (MD) simulations were used to track protein's dynamics. Surprisingly, running an ensemble of relatively short MD simulations, we observed rapid transition from the B to the N state. These simulations revealed differences in the mobilities of the protein's subdomains, with one domain unable to fully complete its transition. To track the transition dynamics in full, we used these results to choose good geometrical collective variables for running metadynamics simulations. The metadynamics calculations showed that there was a low energy barrier for the transition from the B to the N state, while a higher energy barrier was observed for the N to the B transition. These calculations also offered valuable insights into the transition process. Human serum albumin (HSA) is an allosteric protein that can change conformation state through low energy barriers, being the most prominent protein in blood plasma, responsible for the maintenance of blood viscosity and transport of endogenous and exogenous molecules.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2024
National Category
Physical Chemistry
Research subject
Chemistry, Physical Chemistry
Identifiers
urn:nbn:se:lnu:diva-127890 (URN)10.1039/d3cp04169g (DOI)001156866500001 ()38317610 (PubMedID)2-s2.0-85183965206 (Scopus ID)
Available from: 2024-02-20 Created: 2024-02-20 Last updated: 2024-03-13Bibliographically approved
Yang, J. & Friedman, R. (2024). Synergy and antagonism between azacitidine and FLT3 inhibitors. Computers in Biology and Medicine, 169, 107889-107889, Article ID 107889.
Open this publication in new window or tab >>Synergy and antagonism between azacitidine and FLT3 inhibitors
2024 (English)In: Computers in Biology and Medicine, ISSN 0010-4825, E-ISSN 1879-0534, Vol. 169, p. 107889-107889, article id 107889Article in journal (Refereed) Published
Abstract [en]

Synergetic interactions between drugs can make a drug combination more effective. Alternatively, they may allow to use lower concentrations and thus avoid toxicities or side effects that not only cause discomfort but might also reduce the overall survival. Here, we studied whether synergy exists between agents that are used for treatment of acute myeloid leukaemia (AML). Azacitidine is a demethylation agent that is used in the treatment of AML patients that are unfit for aggressive chemotherapy. An activating mutation in the FLT3 gene is common in AML patients and in the absence of specific treatment makes prognosis worse. FLT3 inhibitors may be used in such cases. We sought to determine whether combination of azacitidine with a FLT3 inhibitor (gilteritinib, quizartinib, LT-850-166, FN-1501 or FF-10101) displayed synergy or antagonism. To this end, we calculated dose–response matrices of these drug combinations from experiments in human AML cells and subsequently analysed the data using a novel consensus scoring algorithm. The results show that combinations that involved non-covalent FLT3 inhibitors, including the two clinically approved drugs gilteritinib and quizartinib were antagonistic. On the other hand combinations with the covalent inhibitor FF-10101 had some range of concentrations where synergy was observed.

Place, publisher, year, edition, pages
Elsevier, 2024
National Category
Medical Biotechnology (with a focus on Cell Biology (including Stem Cell Biology), Molecular Biology, Microbiology, Biochemistry or Biopharmacy)
Research subject
Chemistry, Medical Chemistry
Identifiers
urn:nbn:se:lnu:diva-127926 (URN)10.1016/j.compbiomed.2023.107889 (DOI)001159051600001 ()2-s2.0-85181977644 (Scopus ID)
Funder
Swedish Cancer Society, CAN 2018/362
Available from: 2024-02-21 Created: 2024-02-21 Last updated: 2024-03-05Bibliographically approved
Friedman, R. (2024). The Emerging Role of Molecular Dynamics Simulations in Cancer Research. In: Yanez, Manuel and Boyd, Russell J. (Ed.), Comprehensive Computational Chemistry: Molecular Dynamics Simulations and Reaction Rates (pp. 910-920). Oxford. UK: Elsevier
Open this publication in new window or tab >>The Emerging Role of Molecular Dynamics Simulations in Cancer Research
2024 (English)In: Comprehensive Computational Chemistry: Molecular Dynamics Simulations and Reaction Rates / [ed] Yanez, Manuel and Boyd, Russell J., Oxford. UK: Elsevier, 2024, p. 910-920Chapter in book (Refereed)
Abstract [en]

Cancers ultimately develop due to aberrations that involve proteins and modify their effects. Given that the structures of many proteinsinvolved in cancer pathogenesis are known, numerous studies have employed MD simulations in cancer research. In this chapter, somecauses and treatments for cancer are briefly introduced. Thereafter, systems where cancer development or therapy have been studied byMD simulations are described, focusing on contemporary subjects of interest. These include tumor cell metabolism, RAS proteins,driver mutations, allosteric inhibitors, kinetics of drug binding, activation of protein kinases and anticancer drug delivery. While notproviding a complete picture of the fields, these subjects allow the reader to understand what sorts of systems are studied, how, andwhich conclusions can be made with the help of MD simulations. This might help the interested reader to utilize such simulations forfurther studies in the field.

Place, publisher, year, edition, pages
Oxford. UK: Elsevier, 2024
Series
Comprehensive Computational Chemistry ; 3
National Category
Physical Chemistry
Research subject
Chemistry, Physical Chemistry
Identifiers
urn:nbn:se:lnu:diva-127925 (URN)10.1016/B978-0-12-821978-2.00088-X (DOI)2-s2.0-85191818771 (Scopus ID)
Note

Bidrag till encyklopedi 

Available from: 2024-02-21 Created: 2024-02-21 Last updated: 2024-09-26Bibliographically approved
Lindahl, E., Arvidsson, E. & Friedman, R. (2024). Trans vs Cis: A Computational Study of Enasidenib Resistance due to IDH2 Mutations. Physical Chemistry, Chemical Physics - PCCP, 26(27), 18989-18996
Open this publication in new window or tab >>Trans vs Cis: A Computational Study of Enasidenib Resistance due to IDH2 Mutations
2024 (English)In: Physical Chemistry, Chemical Physics - PCCP, ISSN 1463-9076, E-ISSN 1463-9084, Vol. 26, no 27, p. 18989-18996Article in journal (Refereed) Published
Abstract [en]

Isocitrate dehydrogenase 2 (IDH2) is a homodimeric enzyme that plays an important role in energy production. A mutation R140Q in one monomer makes the enzyme tumourigenic. Enasidenib is an effective inhibitor of IDH2/R140Q. A secondary mutation Q316E leads to enasidenib resistance. This mutation was hitherto only found in trans, i.e. where one monomer has the R140Q mutation and the other carries the Q316E mutation. It is not clear if the mutation only leads to resistance when in trans or if it has been discovered in {\em trans} only by chance, since it was only reported in two patients. Using molecular dynamics (MD) simulations we show that the binding of enasidenib to IDH2 is indeed much weaker when the Q316E mutation takes place in trans not in cis, which provides a molecular explanation for the clinical finding. This is corroborated by non-covalent interaction (NCI) analysis and DFT calculations. Whereas the MD simulations show a loss of one hydrogen bond upon the resistance mutation, NCI and energy decomposition analysis (EDA) reveal that a multitude of interactions are weakened.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2024
National Category
Biochemistry and Molecular Biology
Research subject
Chemistry, Biochemistry
Identifiers
urn:nbn:se:lnu:diva-131114 (URN)10.1039/D4CP01571A (DOI)001262906700001 ()2-s2.0-85197530481 (Scopus ID)
Available from: 2024-06-27 Created: 2024-06-27 Last updated: 2024-08-15Bibliographically approved
Yang, J. & Friedman, R. (2023). Combination strategies to overcome drug resistance in FLT+ acute myeloid leukaemia. Cancer Cell International, 23(1), Article ID 161.
Open this publication in new window or tab >>Combination strategies to overcome drug resistance in FLT+ acute myeloid leukaemia
2023 (English)In: Cancer Cell International, E-ISSN 1475-2867, Vol. 23, no 1, article id 161Article in journal (Refereed) Published
Abstract [en]

BackgroundAcute myeloid leukaemia (AML) remains difficult to treat despite the development of novel formulations and targeted therapies. Activating mutations in the FLT3 gene are common among patients and make the tumour susceptible to FLT3 inhibitors, but resistance to such inhibitors develops quickly.MethodsWe examined combination therapies aimed at FLT3(+)-AML, and studied the development of resistance using a newly developed protocol. Combinations of FLT3, CDK4/6 and PI3K inhibitors were tested for synergism.ResultsWe show that AML cells express CDK4 and that the CDK4/6 inhibitors palbociclib and abemaciclib inhibit cellular growth. PI3K inhibitors were also effective in inhibiting the growth of AML cell lines that express FLT3-ITD. Whereas resistance to quizartinib develops quickly, the combinations overcome such resistance.ConclusionsThis study suggests that a multi-targeted intervention involving a CDK4/6 inhibitor with a FLT3 inhibitor or a pan-PI3K inhibitor might be a valuable therapeutic strategy for AML to overcome drug resistance. Moreover, many patients cannot tolerate high doses of the drugs that were studied (quizartinib, palbociclib and PI3K inhibitors) for longer periods, and it is therefore of high significance that the drugs act synergistically and lower doses can be used.

Place, publisher, year, edition, pages
BioMed Central (BMC), 2023
Keywords
Combination treatment, FLT3-ITD, Targeted therapy, Alpelisib, Duvelisib, Idelalisib, Copanlisib, Drug synergism, Gilteritinib, Acute myeloid leukemia
National Category
Hematology Cancer and Oncology
Research subject
Chemistry, Medical Chemistry
Identifiers
urn:nbn:se:lnu:diva-124073 (URN)10.1186/s12935-023-03000-x (DOI)001048248600003 ()37568211 (PubMedID)2-s2.0-85168395603 (Scopus ID)
Available from: 2023-09-05 Created: 2023-09-05 Last updated: 2024-07-04Bibliographically approved
Friedman, R. (2023). Estimating the Gibbs Hydration Energies of Actinium and Trans-Plutonium Actinides. ChemPhysChem, 24(2), Article ID e202200516.
Open this publication in new window or tab >>Estimating the Gibbs Hydration Energies of Actinium and Trans-Plutonium Actinides
2023 (English)In: ChemPhysChem, ISSN 1439-4235, E-ISSN 1439-7641, Vol. 24, no 2, article id e202200516Article in journal (Refereed) Published
Abstract [en]

The use of actinides for medical, scientific and technological purposes has gained momentum in the recent years. This creates a need to understand their interactions with biomolecules, both at the interface and as they become complexed. Calculation of the Gibbs binding energies of the ions to biomolecules, i. e., the Gibbs energy change associated with a transfer of an ion from the water phase to its binding site, could help to understand the actinides' toxicities and to design agents that bind them with high affinities. To this end, there is a need to obtain accurate reference values for actinide hydration, that for most actinides are not available from experiment. In this study, a set of ionic radii is developed that enables future calculations of binding energies for Pu3+ and five actinides with renewed scientific and technological interest: Ac3+, Am3+, Cm3+, Bk3+ and Cf3+. Reference hydration energies were calculated using quantum chemistry and ion solvation theory and agree well for all ions except Ac3+, where ion solvation theory seems to underestimate the magnitude of the Gibbs hydration energy. The set of radii and reference energies that are presented here provide means to calculate binding energies for actinides and biomolecules.

Place, publisher, year, edition, pages
John Wiley & Sons, 2023
Keywords
actinides, density functional calculations, hydration enthalpy, hydration free energy, solvation energy
National Category
Physical Chemistry
Research subject
Chemistry, Physical Chemistry
Identifiers
urn:nbn:se:lnu:diva-117752 (URN)10.1002/cphc.202200516 (DOI)000878800400001 ()36149643 (PubMedID)2-s2.0-85141355409 (Scopus ID)
Available from: 2022-12-06 Created: 2022-12-06 Last updated: 2023-02-21Bibliographically approved
Meelua, W., Wanjai, T., Thinkumrob, N., Friedman, R. & Jitonnom, J. (2023). Multiscale QM/MM Simulations Identify the Roles of Asp239 and 1‑OH···Nucleophile in Transition State Stabilization in Arabidopsis thaliana Cell-Wall Invertase 1. Journal of Chemical Information and Modeling, 63(15), 4827-4838
Open this publication in new window or tab >>Multiscale QM/MM Simulations Identify the Roles of Asp239 and 1‑OH···Nucleophile in Transition State Stabilization in Arabidopsis thaliana Cell-Wall Invertase 1
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2023 (English)In: Journal of Chemical Information and Modeling, ISSN 1549-9596, E-ISSN 1549-960X, Vol. 63, no 15, p. 4827-4838Article in journal (Refereed) Published
Abstract [en]

Arabidopsis thaliana cell-wallinvertase1 (AtCWIN1), a key enzyme in sucrose metabolism in plants, catalyzesthe hydrolysis of sucrose into fructose and glucose. AtCWIN1 belongsto the glycoside hydrolase GH-J clan, where two carboxylate residues(Asp23 and Glu203 in AtCWIN1) are well documented as a nucleophileand an acid/base catalyst. However, details at the atomic level aboutthe role of neighboring residues and enzyme-substrate interactionsduring catalysis are not fully understood. Here, quantum mechanical/molecularmechanical (QM/MM) free-energy simulations were carried out to clarifythe origin of the observed decreased rates in Asp239Ala, Asp239Asn,and Asp239Phe in AtCWIN1 compared to the wild type and delineate therole of Asp239 in catalysis. The glycosylation and deglycosylationsteps were considered in both wild type and mutants. Deglycosylationis predicted to be the rate-determining step in the reaction, witha calculated overall free-energy barrier of 15.9 kcal/mol, consistentwith the experimental barrier (15.3 kcal/mol). During the reaction,the -1 furanosyl ring underwent a conformational change correspondingto E-3 & LRARR; [E-2](⧧) & LRARR; E-1 according to the nomenclature of saccharide structures alongthe full catalytic reaction. Asp239 was found to stabilize not onlythe transition state but also the fructosyl-enzyme intermediate, whichexplains findings from previous structural and mutagenesis experiments.The 1-OH & BULL;& BULL;& BULL;nucleophile interaction has been found toprovide an important contribution to the transition state stabilization,with a contribution of & SIM;7 kcal/mol, and affected glycosylationmore significantly than deglycosylation. This study provides molecularinsights that improve the current understanding of sucrose bindingand hydrolysis in members of clan GH-J, which may benefit proteinengineering research. Finally, a rationale on the sucrose inhibitorconfiguration in chicory 1-FEH IIa, proposed a long time ago in theliterature, is also provided based on the QM/MM calculations.

Place, publisher, year, edition, pages
American Chemical Society (ACS), 2023
National Category
Theoretical Chemistry Biochemistry and Molecular Biology
Research subject
Chemistry, Biochemistry
Identifiers
urn:nbn:se:lnu:diva-123785 (URN)10.1021/acs.jcim.3c00796 (DOI)001039614600001 ()37503869 (PubMedID)2-s2.0-85167815885 (Scopus ID)
Available from: 2023-08-17 Created: 2023-08-17 Last updated: 2023-08-25Bibliographically approved
Månsson, A., Ušaj, M., Moretto, L., Matusovsky, O., Velayuthan, L. P., Friedman, R. & Rassier, D. E. (2023). New paradigms in actomyosin energy transduction: Critical evaluation of non-traditional models for orthophosphate release. Bioessays, 45(9), Article ID 2300040.
Open this publication in new window or tab >>New paradigms in actomyosin energy transduction: Critical evaluation of non-traditional models for orthophosphate release
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2023 (English)In: Bioessays, ISSN 0265-9247, E-ISSN 1521-1878, Vol. 45, no 9, article id 2300040Article in journal (Refereed) Published
Abstract [en]

Release of the ATP hydrolysis product ortophosphate (Pi) from the active site of myosin is central in chemo-mechanical energy transduction and closely associated with the main force-generating structural change, the power-stroke. Despite intense investigations, the relative timing between Pi-release and the power-stroke remains poorly understood. This hampers in depth understanding of force production by myosin in health and disease and our understanding of myosin-active drugs. Since the 1990s and up to today, models that incorporate the Pi-release either distinctly before or after the power-stroke, in unbranched kinetic schemes, have dominated the literature. However, in recent years, alternative models have emerged to explain apparently contradictory findings. Here, we first compare and critically analyze three influential alternative models proposed previously. These are either characterized by a branched kinetic scheme or by partial uncoupling of Pi-release and the power-stroke. Finally, we suggest critical tests of the models aiming for a unified picture.

Place, publisher, year, edition, pages
John Wiley & Sons, 2023
Keywords
actin, actomyosin, ATP turnover, ATPase, inorganic phosphate, myosin, ortophosphate
National Category
Biochemistry and Molecular Biology
Research subject
Chemistry, Biochemistry
Identifiers
urn:nbn:se:lnu:diva-123551 (URN)10.1002/bies.202300040 (DOI)001013725400001 ()37366639 (PubMedID)2-s2.0-85163000556 (Scopus ID)
Available from: 2023-08-09 Created: 2023-08-09 Last updated: 2023-08-31Bibliographically approved
Freire, T. S., Caracelli, I., Zukerman-Schpector, J. & Friedman, R. (2023). Resistance to a tyrosine kinase inhibitor mediated by changes to the conformation space of the kinase. Physical Chemistry, Chemical Physics - PCCP, 25(8), 6175-6183
Open this publication in new window or tab >>Resistance to a tyrosine kinase inhibitor mediated by changes to the conformation space of the kinase
2023 (English)In: Physical Chemistry, Chemical Physics - PCCP, ISSN 1463-9076, E-ISSN 1463-9084, Vol. 25, no 8, p. 6175-6183Article in journal (Refereed) Published
Abstract [en]

Gilteritinib is a highly selective and effective inhibitor of the FLT3/ITD mutated protein, and is used successfully in treating acute myeloid leukaemia (AML). Unfortunately, tumour cells gradually develop resistance to gilteritinib due to mutations in the molecular drug target. The atomistic details behind this observed resistance are not clear, since the protein structure of the complex is only available in the inactive state, while the drug binds better to the active state. To overcome this limitation, we used a computer-aided approach where we docked gilteritinib to the active site of FLT3/ITD and calculated the Gibbs free energy difference between the binding energies of the parental and mutant enzymes. These calculations agreed with experimental estimations for one mutation (F691L) but not the other (D698N). To further understand how these mutations operate, we used metadynamics simulations to study the conformational landscape of the activation process. Both mutants show a lower activation energy barrier which suggests that they are more likely to adopt an active state until inhibited, making the mutant enzymes more active. This suggests that a higher efficiency of tyrosine kinases contributes to resistance not only against type 2 but also against type 1 kinase inhibitors.

Place, publisher, year, edition, pages
Royal Society of Chemistry, 2023
National Category
Biochemistry and Molecular Biology
Research subject
Chemistry, Biochemistry
Identifiers
urn:nbn:se:lnu:diva-119798 (URN)10.1039/d2cp05549j (DOI)000929143700001 ()36752538 (PubMedID)2-s2.0-85148443652 (Scopus ID)
Available from: 2023-03-16 Created: 2023-03-16 Last updated: 2023-08-31Bibliographically approved
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Identifiers
ORCID iD: ORCID iD iconorcid.org/0000-0001-8696-3104

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