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Löffeler S, Bertilsson H, Müller C, Aas K, Haugnes HS, Aksnessæther B, Pesonen M, Thon K, Tandstad T, Murtola T, Poulsen MH, Nordstrøm T, Vigmostad MN, Ottosson F, Holmsten K, Christiansen O, Slaaen M, Haug ES, Storås AH, Asphaug L, Rannikko A, Brasso K. Protocol of a randomised, controlled trial comparing immediate curative therapy with conservative treatment in men aged ≥75 years with non-metastatic high-risk prostate cancer (SPCG 19/GRand-P). BJU Int 2024; 133:680-689. [PMID: 38469686 DOI: 10.1111/bju.16314] [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] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/13/2024]
Abstract
BACKGROUND Older men (aged ≥75 years) with high risk, non-metastatic prostate cancer (PCa) are increasingly treated with curative therapy (surgery or radiotherapy). However, it is unclear if curative therapy prolongs life and improves health-related quality of life (HRQoL) in this age group compared to conservative therapy, which has evolved considerably during the last decade. STUDY DESIGN The Scandinavian Prostate Cancer Group (SPCG) 19/Norwegian Get-Randomized Research Group-Prostate (GRand-P) is a randomised, two-armed, controlled, multicentre, phase III trial carried out at study centres in Norway, Denmark, Finland, and Sweden. ENDPOINTS The primary endpoints are overall survival and HRQoL (burden of disease scale, European Organisation for the Research and Treatment of Cancer [EORTC] Elderly Cancer patients). Secondary endpoints are PCa-specific survival, metastasis-free survival, role-functioning scale (EORTC quality of life questionnaire 30-item core), urinary irritative/obstructive scale (26-item Expanded Prostate Cancer Index Composite [EPIC-26]), bowel scale (EPIC-26), intervention-free survival, PCa morbidity, use of secondary and tertiary systemic therapies, mean quality-adjusted life-years (QALYs), and mean total healthcare costs. PATIENTS AND METHODS A total of 980 men (aged ≥75 years) with non-metastatic, high-risk PCa will initially be screened with Geriatric 8 (G8) health status screening tool and Mini-COG© brief cognitive test. Participants identified by G8 as 'fit' or 'frail' will be randomised (ratio 1:1) to either immediate curative therapy (radiotherapy or prostatectomy) or conservative therapy (endocrine therapy or observation). Participants who are unable or unwilling to participate in randomisation will be enrolled in a separate observation group. Randomised patients will be followed for 10 years. TRIAL REGISTRATION Ethics approval has been granted in Norway (457593), Denmark (H-22051998), Finland (R23043) and Sweden (Dnr 2023-05296-01). The trial is registered on Clinicaltrials.org (NCT05448547).
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Affiliation(s)
- Sven Löffeler
- Department of Urology, Vestfold Hospital Trust, Tønsberg, Norway
| | - Helena Bertilsson
- Department of Clinical and Molecular Medicine, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Urology, St. Olav's University Hospital, Trondheim, Norway
| | - Christoph Müller
- Department of Oncology, Sørlandet Hospital Trust, Kristiansand, Norway
| | - Kirsti Aas
- Department of Urology, Akershus University Hospital, Lørenskog, Norway
- Institute of Clinical Medicine, University of Oslo, Oslo, Norway
| | - Hege Sagstuen Haugnes
- Department of Oncology, University Hospital of North Norway, Tromsø, Norway
- Department of Clinical Medicine, The Arctic University of Norway (UIT), Tromsø, Norway
| | | | - Maiju Pesonen
- Oslo Centre for Biostatistics and Epidemiology, Oslo University Hospital, Oslo, Norway
| | - Kristian Thon
- Department of Oncology, Oslo University Hospital, Oslo, Norway
| | - Torgrim Tandstad
- Department of Clinical and Molecular Medicine, Faculty of Medicine and Health Science, Norwegian University of Science and Technology (NTNU), Trondheim, Norway
- Department of Oncology, The Cancer Clinic, St Olav's University Hospital, Trondheim, Norway
| | - Teemu Murtola
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Department of Urology, Tampere University Hospital, Tampere, Finland
| | - Mads Hvid Poulsen
- Department of Urology, Odense University Hospital, Odense, Denmark
- Institute of Clinical Research, University of Southern Denmark, Odense, Denmark
| | - Tobias Nordstrøm
- Department of Medical Epidemiology and Biostatistics, Karolinska Institutet, Stockholm, Sweden
- Department of Clinical Sciences at Danderyd Hospital, Karolinska Institutet, Stockholm, Sweden
| | | | | | - Karin Holmsten
- Department of Oncology-Pathology, Karolinska Institutet, Stockholm, Sweden
- Department of Oncology, Capio St. Göran Hospital, Stockholm, Sweden
| | | | - Marit Slaaen
- Institute of Clinical Medicine, Faculty of Medicine, University of Oslo, Oslo, Norway
- Research Centre for Age-Related Functional Decline and Disease, Innlandet Hospital Trust, Ottestad, Norway
| | | | | | - Lars Asphaug
- Institute of Health and Society, University of Oslo, Oslo, Norway
- Clinical Trials Unit, Oslo University Hospital, Oslo, Norway
| | - Antti Rannikko
- Department of Urology and Research Program in Systems Oncology, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
| | - Klaus Brasso
- Copenhagen Prostate Cancer Center, Department of Urology, Copenhagen University Hospital-Rigshospitalet, Copenhagen, Denmark
- Department of Clinical Medicine, University of Copenhagen, Copenhagen, Denmark
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Pajunen H, Veitonmäki T, Huhtala H, Nikkola J, Pöyhönen A, Murtola T. Prognostic factors of renal cell cancer in elderly patients: a population-based cohort study. Sci Rep 2024; 14:6295. [PMID: 38491173 PMCID: PMC10942969 DOI: 10.1038/s41598-024-56835-3] [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] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2023] [Accepted: 03/12/2024] [Indexed: 03/18/2024] Open
Abstract
Mortality in renal cell cancer (RCC) is high in the elderly population. Comorbidities have a greater impact on overall prognosis of RCC among elderly patients than in younger patients. All new RCC cases were collected in people over 74 years of age between 1995 and 2018 from the Finnish cancer registry. The comorbidities were identified from the Care Registry for Healthcare. Charlson Comorbidity Index (CCI) was used to evaluate the risk of death based on comorbidities. The overall risk of death was analyzed using the Cox regression model. The risk for RCC death was analyzed using Fine and Gray regression analysis. Individual prognostic role of CCI components was evaluated by adding each component separately into the multivariable Fine and Gray regression model. Using the most prognostic comorbidities we constructed a nomogram to predict RCC mortality. Statistically significant prognostic factors of RCC death were tumor morphology (clear cell, papillary and chromophobe), sex, operative treatment, age, primary tumor extent and CCI. The strongest prognostic factors for overall mortality were tumor extent, tumor morphology and operative treatment. Among the components of CCI, the most important comorbidities predicting mortality were dementia, heart failure and kidney disease. The limitation of this study is that the comorbidities have only been recorded at inpatient and outpatient hospital contacts, which is why the prevalence of comorbidities is probably underestimated. In addition, physical performance status was not available from registry data, but it significantly affects the treatment decisions. RCC mortality is high in the elderly population. Among comorbidities, dementia and heart failure have the greatest impact on the prognosis. Curative treatment in selected elderly patients is efficient and should be considered in patients who can tolerate it and have only limited comorbidities.
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Affiliation(s)
- Heini Pajunen
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.
| | - Thea Veitonmäki
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Heini Huhtala
- Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Jussi Nikkola
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Antti Pöyhönen
- Center for Military Medicine, The Finnish Defense Forces, Helsinki, Finland
| | - Teemu Murtola
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
- Department of Urology, TAYS Cancer Center, Tampere, Finland
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Gomez Rivas J, Nicoletti R, Ibáñez L, Steinbeisser C, de Meulder B, Golozar A, Axelsson SE, Snijder R, Bjartell A, Cornford P, Van Hemelrijck M, Beyer K, Willemse PP, Murtola T, Roobol MJ, Moreno-Sierra J, Campi R, Gacci M, Mottet N, Merseburger A, Ndow J. Research protocol to identify progression and death amongst patients with metastatic hormone-sensitive prostate cancer treated with available treatments: PIONEER IMI's "big data for better outcomes" program. Int J Surg Protoc 2023; 27:122-129. [PMID: 38046899 PMCID: PMC10688536 DOI: 10.1097/sp9.0000000000000009] [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: 02/14/2023] [Accepted: 06/24/2023] [Indexed: 12/05/2023] Open
Abstract
Androgen deprivation therapy-based with or without first-generation anti-androgens, was the standard of care for patients with metastatic hormone-sensitive prostate cancer (mHSPC) for decades. However, the development of docetaxel chemotherapy and new androgen receptor-targeted agents, abiraterone acetate and prednisolone, apalutamide , enzalutamide and darolutamide (in combination with docetaxel chemotherapy) has proven that combination of treatments is more effective. Recently, intensification therapy, so-called "triplets", have emerged in the armamentarium of mHSPC treatment. Metastatic disease is a clinical state that remains poorly understood. The optimal diagnostic and management of patients with mHSPC are changing thanks to the development of new imaging techniques and therapies. The primary objective of this study is to develop and validate a predictive model for the occurrence of symptomatic progression, initiation of new treatments and death amongst patients with mHSPC treated with one of the approved treatment plans, on characteristics present at admission.
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Affiliation(s)
- Juan Gomez Rivas
- Department of Urology, Hospital Clínico San Carlos, Madrid, Spain
| | - Rossella Nicoletti
- Unit of Urological Robotic Surgery and Renal Transplantation, University of Florence, Careggi Hospital, Florence, Italy
| | - Laura Ibáñez
- Department of Urology, Hospital Clínico San Carlos, Madrid, Spain
| | | | - Bertrand de Meulder
- European Institute for Systems Biology and Medicine, CIRI UMR5308, CNRS-ENS-UCBL-INSERM, Lyon
| | - Asieh Golozar
- Regeneron Pharmaceuticals, Johns Hopkins Bloomberg School of Public Health, Baltimore, USA
| | | | | | | | | | | | | | - Peter-Paul Willemse
- Department of Urology, Cancer Center University Medical Center Utrecht, Utrecht
| | - Teemu Murtola
- Department of Urology, Tampere University Hospital, Tampere, Finland; Department of Surgery, Seinäjoki Central Hospital, Seinäjoki, Finland
| | | | | | - Riccardo Campi
- Unit of Urological Robotic Surgery and Renal Transplantation, University of Florence, Careggi Hospital, Florence, Italy
| | - Mauro Gacci
- Unit of Urological Robotic Surgery and Renal Transplantation, University of Florence, Careggi Hospital, Florence, Italy
| | - Nicolas Mottet
- Department of Urology, Hospitalier Universitaire de Saint-Étienne, Saint-Étienne, France
| | - Axel Merseburger
- University Hospital Schleswig-Holstein, Campus Lübeck, Lübeck, Germany
| | - James Ndow
- Department of Urology, University of Aberdeen, Aberdeen, Scotland
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Nurminen A, Jaatinen S, Taavitsainen S, Högnäs G, Lesluyes T, Ansari-Pour N, Tolonen T, Haase K, Koskenalho A, Kankainen M, Jasu J, Rauhala H, Kesäniemi J, Nikupaavola T, Kujala P, Rinta-Kiikka I, Riikonen J, Kaipia A, Murtola T, Tammela TL, Visakorpi T, Nykter M, Wedge DC, Van Loo P, Bova GS. Cancer origin tracing and timing in two high-risk prostate cancers using multisample whole genome analysis: prospects for personalized medicine. Genome Med 2023; 15:82. [PMID: 37828555 PMCID: PMC10571458 DOI: 10.1186/s13073-023-01242-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/13/2023] [Accepted: 10/02/2023] [Indexed: 10/14/2023] Open
Abstract
BACKGROUND Prostate cancer (PrCa) genomic heterogeneity causes resistance to therapies such as androgen deprivation. Such heterogeneity can be deciphered in the context of evolutionary principles, but current clinical trials do not include evolution as an essential feature. Whether or not analysis of genomic data in an evolutionary context in primary prostate cancer can provide unique added value in the research and clinical domains remains an open question. METHODS We used novel processing techniques to obtain whole genome data together with 3D anatomic and histomorphologic analysis in two men (GP5 and GP12) with high-risk PrCa undergoing radical prostatectomy. A total of 22 whole genome-sequenced sites (16 primary cancer foci and 6 lymph node metastatic) were analyzed using evolutionary reconstruction tools and spatio-evolutionary models. Probability models were used to trace spatial and chronological origins of the primary tumor and metastases, chart their genetic drivers, and distinguish metastatic and non-metastatic subclones. RESULTS In patient GP5, CDK12 inactivation was among the first mutations, leading to a PrCa tandem duplicator phenotype and initiating the cancer around age 50, followed by rapid cancer evolution after age 57, and metastasis around age 59, 5 years prior to prostatectomy. In patient GP12, accelerated cancer progression was detected after age 54, and metastasis occurred around age 56, 3 years prior to prostatectomy. Multiple metastasis-originating events were identified in each patient and tracked anatomically. Metastasis from prostate to lymph nodes occurred strictly ipsilaterally in all 12 detected events. In this pilot, metastatic subclone content analysis appears to substantially enhance the identification of key drivers. Evolutionary analysis' potential impact on therapy selection appears positive in these pilot cases. CONCLUSIONS PrCa evolutionary analysis allows tracking of anatomic site of origin, timing of cancer origin and spread, and distinction of metastatic-capable from non-metastatic subclones. This enables better identification of actionable targets for therapy. If extended to larger cohorts, it appears likely that similar analyses could add substantial biological insight and clinically relevant value.
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Affiliation(s)
- Anssi Nurminen
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Serafiina Jaatinen
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Sinja Taavitsainen
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Gunilla Högnäs
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Tom Lesluyes
- The Francis Crick Institute, London, NW1 1AT, UK
| | - Naser Ansari-Pour
- MRC Molecular Haematology Unit, Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Teemu Tolonen
- Fimlab Laboratories, Department of Pathology, Tampere University Hospital, Tampere, Finland
| | - Kerstin Haase
- The Francis Crick Institute, London, NW1 1AT, UK
- Charité - Universitätsmedizin Berlin, corporate member of Freie Universität Berlin and Humboldt Universität Zu Berlin, ECRC Experimental and Clinical Research Center, Berlin, Germany
| | - Antti Koskenalho
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Matti Kankainen
- Institute for Molecular Medicine Finland, University of Helsinki, Tukholmankatu 8, Helsinki, 00290, Finland
| | - Juho Jasu
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Hanna Rauhala
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Jenni Kesäniemi
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Tiia Nikupaavola
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - Paula Kujala
- Fimlab Laboratories, Department of Pathology, Tampere University Hospital, Tampere, Finland
| | - Irina Rinta-Kiikka
- Imaging Centre, Department of Radiology, Tampere University Hospital, Tampere, Finland
| | - Jarno Riikonen
- Department of Urology, TAYS Cancer Center, Tampere University Hospital, Tampere, Finland
| | - Antti Kaipia
- Department of Urology, TAYS Cancer Center, Tampere University Hospital, Tampere, Finland
| | - Teemu Murtola
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
- Department of Urology, TAYS Cancer Center, Tampere University Hospital, Tampere, Finland
| | - Teuvo L Tammela
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
- Department of Urology, TAYS Cancer Center, Tampere University Hospital, Tampere, Finland
| | - Tapio Visakorpi
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
- Fimlab Laboratories, Department of Pathology, Tampere University Hospital, Tampere, Finland
| | - Matti Nykter
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland
| | - David C Wedge
- Manchester Cancer Research Centre, Division of Cancer Sciences, University of Manchester, Manchester, M20 4GJ, UK
| | - Peter Van Loo
- The Francis Crick Institute, London, NW1 1AT, UK
- Department of Genetics, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
- Department of Genomic Medicine, The University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - G Steven Bova
- Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere University and Tays Cancer Center, PO Box 100, 33014, Tampere, Finland.
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Ola IO, Talala K, Tammela T, Taari K, Murtola T, Kujala P, Raitanen J, Auvinen A. Prostate cancer incidence in men with prostate-specific antigen below 3 ng/mL: The Finnish Randomized Study of Screening for Prostate Cancer. Int J Cancer 2023; 152:672-678. [PMID: 36056577 PMCID: PMC10087780 DOI: 10.1002/ijc.34274] [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: 04/20/2022] [Revised: 08/04/2022] [Accepted: 08/08/2022] [Indexed: 02/01/2023]
Abstract
Prostate-specific antigen (PSA)-based screening for prostate cancer (PCa) can reduce PCa mortality, but also involves overdetection of low-risk disease with potential adverse effects. We evaluated PCa incidence among men with PSA below 3 ng/mL and no PCa diagnosis at the first screening round of the Finnish Randomized Study of Screening for PCa. Follow-up started at the first screening attendance and ended at PCa diagnosis, emigration, death or the common closing date (December 2016), whichever came first. Cox regression analysis was used to estimate hazard ratios and their confidence intervals (CI). Among men with PSA <3 ng/mL, cumulative PCa incidence was 9.1% after 17.6 years median follow-up. Cumulative incidence was 3.6% among men with baseline PSA 0 to 0.99 ng/mL, 11.5% in those with PSA 1.0 to 1.99 ng/mL and 25.7% among men with PSA 2 to 2.99 ng/mL (hazard ratio 9.0, 95% CI: 7.9-10.2 for the latter). The differences by PSA level were most striking for low-risk disease based on Gleason score and EAU risk group. PSA values <1 ng/mL indicate a very low 20-year risk, while at PSA 2 to 2.99 ng/mL risks are materially higher, with 4- to 5-fold risk for aggressive disease. Using risk-stratification and appropriate rescreening intervals will reduce screening intensity and overdetection. Using cumulative incidence of clinically significant PCa (csPCa) as the criterion, rescreening intervals could range from approximately 3 years for men with initial PSA 2 to 2.99 ng/mL, 6 years for men with PSA 1 to 1.99 ng/mL to 10 years for men with PSA <1 ng/mL.
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Affiliation(s)
- Idris Olasunmbo Ola
- Institute of Medicine, Sahlgrenska Academy, Gothenburg University, Gothenburg, Sweden
| | | | - Teuvo Tammela
- Department of Urology, TAYS Cancer Center, Tampere, Finland.,Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Kimmo Taari
- Department of Urology, Helsinki University Hospital, Helsinki, Finland.,Medical Faculty, University of Helsinki, Helsinki, Finland
| | - Teemu Murtola
- Department of Urology, TAYS Cancer Center, Tampere, Finland.,Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Paula Kujala
- Department of Pathology, Fimlab Laboratories, Tampere, Finland
| | - Jani Raitanen
- Faculty of Social Sciences, Tampere University, Tampere, Finland.,UKK Institute for Health Promotion Research, Tampere, Finland
| | - Anssi Auvinen
- Faculty of Social Sciences, Tampere University, Tampere, Finland
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6
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Haapiainen H, Valli J, Murtola T, Huhtala H, Kaipia A, Raitanen M. Visual Analogue Scale (VAS) in the Evaluation of Functional Outcomes After Three-dimensional Laparoscopic Prostatectomy. Urology 2023; 172:121-125. [PMID: 36549575 DOI: 10.1016/j.urology.2022.12.003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Revised: 11/22/2022] [Accepted: 12/04/2022] [Indexed: 12/23/2022]
Abstract
OBJECTIVE To assess suitability of visual analog scale (VAS) in the evaluation of functional outcomes after 3D laparoscopic prostatectomy (3D LRP) METHODS: Two hundred men underwent 3D LRP for localised prostate cancer at Seinäjoki Central Hospital in Finland between December 2013 and September 2018. In October 2019, an EPIC-26 survey along with VAS scales enquiring urinary (VAS-incontinence) and sexual (VAS-sexual) symptoms was mailed to the patients, and the correlations between these 2 methods were evaluated. In the EPIC-26 survey, scores for incontinence-(EPIC-26 UI) and sexual (EPIC-26-sexual) domains were calculated using the University of Michigan scoring system. In the VAS questionnaires, patient put a mark on the 10 cm long horizontal line in place, which described his experience of continence and potency. The Spearman rank correlation coefficient was used to evaluate the correlation between methods. RESULTS The median scores were as follows: EPIC-26-UI, 79.25 (14.5-100); EPIC-26-sexual, 36.17 (0.0-100); VAS-incontinence, 8.8 cm (1.4-10.0); and VAS-sexual, 3.2 cm (0.0-10). The correlation coefficient between EPIC-26 UI and VAS-incontinence was 0.722 (95% confidence interval [CI], 0.63-0.79; p <.0001) and 0.883 (95% CI, 0.84-0.91; p <.0001) between EPIC-26-sexual and VAS-sexual. CONCLUSION Our study shows a strong correlation between VAS and EPIC-26 urinary incontinence and sexual domains. In daily clinical practice VAS-scale may serve as a simple tool to evaluate the key functional outcomes of radical prostatectomy.
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Affiliation(s)
- Henry Haapiainen
- Department of Urology, Seinäjoki Central Hospital, Seinäjoki, Finland.
| | - Jaakko Valli
- Department of Urology, Seinäjoki Central Hospital, Seinäjoki, Finland; Department of Urology, TAYS Cancer Center, Tampere, Finland
| | - Teemu Murtola
- Department of Urology, TAYS Cancer Center, Tampere, Finland; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Heini Huhtala
- Biostatistics Group, Faculty of Social Sciences, Tampere University, Tampere, Finland
| | - Antti Kaipia
- Department of Urology, TAYS Cancer Center, Tampere, Finland
| | - Mika Raitanen
- Department of Urology, Seinäjoki Central Hospital, Seinäjoki, Finland; Department of Urology, TAYS Cancer Center, Tampere, Finland; Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
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7
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Taavitsainen S, Engedal N, Cao S, Handle F, Erickson A, Prekovic S, Wetterskog D, Tolonen T, Vuorinen EM, Kiviaho A, Nätkin R, Häkkinen T, Devlies W, Henttinen S, Kaarijärvi R, Lahnalampi M, Kaljunen H, Nowakowska K, Syvälä H, Bläuer M, Cremaschi P, Claessens F, Visakorpi T, Tammela TL, Murtola T, Granberg KJ, Lamb AD, Ketola K, Mills IG, Attard G, Wang W, Nykter M, Urbanucci A. Abstract 401: Single-cell transcriptome and chromatin sequencing uncover gene expression and gene regulatory patterns associated with enzalutamide resistance. Cancer Res 2022. [DOI: 10.1158/1538-7445.am2022-401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Resistance to androgen receptor-targeted therapy due to tumor heterogeneity and clonal evolution is a key challenge for improving prostate cancer outcomes. Despite this, the transcriptomic and chromatin accessibility changes contributing to the emergence of resistance remain incompletely understood at the level of individual cells. Using single-cell assays for transposase-accessible chromatin (ATAC) and RNA sequencing in models of early treatment response and resistance to enzalutamide, we previously identified pre-existing and persistent cell subpopulations that possess regenerative potential when subjected to treatment. Here we analyze the chromatin and transcriptomes of these single cells to characterize their gene regulation and gene expression trajectories. We present evidence of a model of enzalutamide resistance emergence in which the pre-existing and treatment-persistent cells regenerate the bulk of resistant cells. This process is underpinned by chromatin reprogramming that increases the overall relaxation of chromatin upon resistance. We show that the reprogramming of the chromatin further differentially contributes to transcription factor-mediated transcriptional reprogramming via DNA motif exposure in different cell subpopulations. For example, in the treatment-persistent cells, we identify chromatin configurations characterized by the exposure of DNA motifs for GATA2, RELA (a NFkB subunit), CREB1, and E2F1. Pre-existing and treatment-persistent cells consistently display transcriptional features of high developmental potential and RNA velocity analysis identifies them as precursors of cell populations that arise from enzalutamide treatment. We also analyze the pre-existing and treatment-persistent cells in spatial transcriptomics of prostate cancer patient specimens based on their characteristic gene expression profiles. We find these cells to be enriched in cancerous regions of the tissue but also detect them within apparent benign regions, which has potential implications for treatment choice. In summary, we show patterns of gene expression regulation in preclinical models and patient samples that uncover mechanisms of resistance to androgen receptor-targeted therapy in prostate cancer.
Citation Format: Sinja Taavitsainen, Nikolai Engedal, Shaolong Cao, Florian Handle, Andrew Erickson, Stefan Prekovic, Daniel Wetterskog, Teemu Tolonen, Elisa M. Vuorinen, Antti Kiviaho, Reetta Nätkin, Tomi Häkkinen, Wout Devlies, Sallamari Henttinen, Roosa Kaarijärvi, Mari Lahnalampi, Heidi Kaljunen, Karolina Nowakowska, Heimo Syvälä, Merja Bläuer, Paolo Cremaschi, Frank Claessens, Tapio Visakorpi, Teuvo L. Tammela, Teemu Murtola, Kirsi J. Granberg, Alastair D. Lamb, Kirsi Ketola, Ian G. Mills, Gerhardt Attard, Wenyi Wang, Matti Nykter, Alfonso Urbanucci. Single-cell transcriptome and chromatin sequencing uncover gene expression and gene regulatory patterns associated with enzalutamide resistance [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2022; 2022 Apr 8-13. Philadelphia (PA): AACR; Cancer Res 2022;82(12_Suppl):Abstract nr 401.
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Affiliation(s)
| | - Nikolai Engedal
- 2Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - Shaolong Cao
- 3The University of Texas MD Anderson Cancer Center, Houston, TX
| | | | | | - Stefan Prekovic
- 6Oncode Institute, The Netherlands Cancer Institute, Amsterdam, Netherlands
| | | | - Teemu Tolonen
- 8Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | | | - Antti Kiviaho
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | - Reetta Nätkin
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | - Tomi Häkkinen
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | | | | | | | | | | | | | - Heimo Syvälä
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | - Merja Bläuer
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | - Paolo Cremaschi
- 7University College London Cancer Institute, London, United Kingdom
| | | | - Tapio Visakorpi
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | | | - Teemu Murtola
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | | | | | - Kirsi Ketola
- 10University of Eastern Finland, Kuopio, Finland
| | | | - Gerhardt Attard
- 7University College London Cancer Institute, London, United Kingdom
| | - Wenyi Wang
- 3The University of Texas MD Anderson Cancer Center, Houston, TX
| | - Matti Nykter
- 1Tampere University and Tays Cancer Center, Tampere, Finland
| | - Alfonso Urbanucci
- 2Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
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8
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Haapiainen H, Kaipia A, Murtola T, Seikkula H, Seppänen M, Jämsä P, Raitanen M. 3D laparoscopic prostatectomy: results of multicentre study. Scand J Urol 2022; 56:176-181. [DOI: 10.1080/21681805.2022.2075458] [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: 10/18/2022]
Affiliation(s)
- Henry Haapiainen
- Department of Urology, The Hospital District of South Ostrobothnia, Seinäjoki, Finland
| | - Antti Kaipia
- Department of Urology, TAYS Cancer Centre, Tampere, Finland
| | - Teemu Murtola
- Department of Urology, TAYS Cancer Centre, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Heikki Seikkula
- Department of Urology, Central Finland Health Care District, Jyväskylä, Finland
| | - Marjo Seppänen
- Department of Urology, Satakunta Hospital District, Pori, Finland
| | - Pyry Jämsä
- Department of Urology, TAYS Cancer Centre, Tampere, Finland
| | - Mika Raitanen
- Department of Urology, The Hospital District of South Ostrobothnia, Seinäjoki, Finland
- Department of Urology, TAYS Cancer Centre, Tampere, Finland
- Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
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9
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Lepomäki M, Karhunen-Enckell U, Tuominen J, Kronqvist P, Oksala N, Murtola T, Roine A. Tumor margins that lead to reoperation in breast cancer: A retrospective register study of 4,489 patients. J Surg Oncol 2021; 125:577-588. [PMID: 34779520 PMCID: PMC9298886 DOI: 10.1002/jso.26749] [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: 12/14/2020] [Revised: 10/15/2021] [Accepted: 11/04/2021] [Indexed: 11/15/2022]
Abstract
Background and Objectives Optimal margins for ductal carcinoma in situ (DCIS) remain controversial in breast‐conserving surgery (BCS) and mastectomy. We examine the association of positive margins, reoperations, DCIS and age. Methods A retrospective study of histopathological reports (4489 patients). Margin positivity was defined as ink on tumor for invasive carcinoma. For DCIS, we applied 2 mm anterior and side margin thresholds, and ink on tumor in the posterior margin. Results The incidence of positive side margins was 20% in BCS and 5% in mastectomies (p < 0.001). Of these patients, 68% and 14% underwent a reoperation (p < 0.001). After a positive side margin in BCS, the reoperation rates according to age groups were 74% (<49), 69% (50–64), 68% (65–79), and 42% (80+) (p = 0.013). Of BCS patients with invasive carcinoma in the side margin, 73% were reoperated on. A reoperation was performed in 70% of patients with a close (≤1 mm) DCIS side margin, compared to 43% with a wider (1.1–2 mm) margin (p = 0.002). The reoperation rates were 55% in invasive carcinoma with close DCIS, 66% in close extensive intraductal component (EIC), and 83% in close pure DCIS (p < 0.001). Conclusions Individual assessment as opposed to rigid adherence to guidelines was used in the decision on reoperation.
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Affiliation(s)
- Maiju Lepomäki
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | - Ulla Karhunen-Enckell
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.,Department of Surgery, Tampere University Hospital, Tampere, Finland
| | - Jalmari Tuominen
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
| | | | - Niku Oksala
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.,Vascular surgery, Vascular Centre, Tampere University Hospital, Tampere, Finland
| | - Teemu Murtola
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland.,Department of Urology, Tays Cancer Center, Tampere University Hospital, Tampere, Finland.,Department of Surgery, Seinäjoki Central Hospital, Seinäjoki, Finland
| | - Antti Roine
- Surgery, Faculty of Medicine and Health Technology, Tampere University, Tampere, Finland
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10
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Taavitsainen S, Engedal N, Cao S, Handle F, Erickson A, Prekovic S, Wetterskog D, Tolonen T, Vuorinen EM, Kiviaho A, Nätkin R, Häkkinen T, Devlies W, Henttinen S, Kaarijärvi R, Lahnalampi M, Kaljunen H, Nowakowska K, Syvälä H, Bläuer M, Cremaschi P, Claessens F, Visakorpi T, Tammela TLJ, Murtola T, Granberg KJ, Lamb AD, Ketola K, Mills IG, Attard G, Wang W, Nykter M, Urbanucci A. Single-cell ATAC and RNA sequencing reveal pre-existing and persistent cells associated with prostate cancer relapse. Nat Commun 2021; 12:5307. [PMID: 34489465 PMCID: PMC8421417 DOI: 10.1038/s41467-021-25624-1] [Citation(s) in RCA: 46] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/01/2021] [Accepted: 08/23/2021] [Indexed: 02/08/2023] Open
Abstract
Prostate cancer is heterogeneous and patients would benefit from methods that stratify those who are likely to respond to systemic therapy. Here, we employ single-cell assays for transposase-accessible chromatin (ATAC) and RNA sequencing in models of early treatment response and resistance to enzalutamide. In doing so, we identify pre-existing and treatment-persistent cell subpopulations that possess regenerative potential when subjected to treatment. We find distinct chromatin landscapes associated with enzalutamide treatment and resistance that are linked to alternative transcriptional programs. Transcriptional profiles characteristic of persistent cells are able to stratify the treatment response of patients. Ultimately, we show that defining changes in chromatin and gene expression in single-cell populations from pre-clinical models can reveal as yet unrecognized molecular predictors of treatment response. This suggests that the application of single-cell methods with high analytical resolution in pre-clinical models may powerfully inform clinical decision-making.
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Affiliation(s)
- S Taavitsainen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - N Engedal
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway
| | - S Cao
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - F Handle
- Molecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium
- Department of Urology, Division of Experimental Urology, Medical University of Innsbruck, Innsbruck, Austria
| | - A Erickson
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
| | - S Prekovic
- Division of Oncogenomics, Oncode Institute, The Netherlands Cancer Institute, Amsterdam, The Netherlands
| | - D Wetterskog
- University College London Cancer Institute, London, UK
| | - T Tolonen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
- Department of Pathology, Fimlab Laboratories, Tampere University Hospital, Tampere, Finland
| | - E M Vuorinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - A Kiviaho
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - R Nätkin
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - T Häkkinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - W Devlies
- Molecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium
- Department of Urology, UZ Leuven, Leuven, Belgium
| | - S Henttinen
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - R Kaarijärvi
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - M Lahnalampi
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - H Kaljunen
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - K Nowakowska
- University College London Cancer Institute, London, UK
| | - H Syvälä
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - M Bläuer
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - P Cremaschi
- University College London Cancer Institute, London, UK
| | - F Claessens
- Molecular Endocrinology Laboratory, Department of Cellular and Molecular Medicine, KU Leuven, Leuven, Belgium
| | - T Visakorpi
- Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
- Fimlab Laboratories, Ltd, Tampere University Hospital, Tampere, Finland
| | - T L J Tammela
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - T Murtola
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - K J Granberg
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland
| | - A D Lamb
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
- Department of Urology, Churchill Hospital Cancer Centre, Oxford, UK
| | - K Ketola
- Institute of Biomedicine, University of Eastern Finland, Kuopio, Finland
| | - I G Mills
- Nuffield Department of Surgical Sciences, University of Oxford, Oxford, UK
- Patrick G Johnston Centre for Cancer Research, Queen's University of Belfast, Belfast, UK
- Centre for Cancer Biomarkers (CCBIO), University of Bergen, Bergen, Norway
| | - G Attard
- University College London Cancer Institute, London, UK
| | - W Wang
- Department of Bioinformatics and Computational Biology, The University of Texas MD Anderson Cancer Center, Houston, TX, USA
| | - M Nykter
- Prostate Cancer Research Center, Faculty of Medicine and Health Technology, Tampere University and Tays Cancer Center, Tampere, Finland.
| | - A Urbanucci
- Department of Tumor Biology, Institute for Cancer Research, Oslo University Hospital, Oslo, Norway.
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11
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Tuokko AT, Murtola T, Korhonen P, Kaipia A. Hyperuricemia Is Not an Independent Predictor of Erectile Dysfunction. Sex Med 2021; 9:100319. [PMID: 33621708 PMCID: PMC8072167 DOI: 10.1016/j.esxm.2020.100319] [Citation(s) in RCA: 3] [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] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2020] [Revised: 12/28/2020] [Accepted: 12/28/2020] [Indexed: 01/23/2023] Open
Abstract
INTRODUCTION Erectile dysfunction (ED) is strongly associated with physiological and metabolic disturbances, and hyperuricemia has been proposed to predict the onset of ED. AIM To investigate if hyperuricemia is an independent predictor for ED when all relevant confounding factors are taken into account. METHODS This is a cross-sectional study of men aged between 45 and 70 years. The population was well characterized for established cardiovascular risk factors, metabolic syndrome, as well as kidney function, depression, and socioeconomic factors. Analysis was limited to 254 men with complete data and also serum uric acid (SUA) measurements were available. This included 150 men with and 104 without ED. The presence and severity of ED was evaluated using International Index of Erectile Function-5 questionnaire. Risk of ED by SUA level was calculated using univariate and multivariable-adjusted logistic regression. Effect modification by participant characteristics were evaluated in subgroup analyses. MAIN OUTCOME MEASURES The main outcome measures of this study are prevalence and severity of erectile dysfunction. RESULTS Patients with ED (59% of the study population) were older than men without ED (59 vs 54 years) and had lower serum testosterone (14.3, 95% CI 11.3-17.3 vs 15.1 nmol/l, 95% CI 12.1-18.8, respectively). Regarding all other variables, the groups were comparable. No significant difference was found for SUA by ED. SUA was not associated with ED risk in univariate or multivariable analysis (multivariable-adjusted OR 1.14, 95% CI 0.59-2.19, P = .7) for SUA level higher than median compared with median or lesser (OR 1.00, 95% CI 0.997-1.006, P = .7 for continuous variable). No subgroup analysis modified the association. After multivariable adjustment age, education level and depression were statistically significant predictors of ED. CONCLUSIONS Elevated SUA was not found to be an independent risk factor for ED. Metabolic syndrome, glomerular filtration rate, or cardiovascular risk factors did not modify this result. ED cannot be predicted based on the level of SUA. A Tuokko, T Murtola, P Korhonen, et al. Hyperuricemia Is Not an Independent Predictor of Erectile Dysfunction. Sex Med 2021;9:100319.
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Affiliation(s)
- Antti T Tuokko
- Department of Urology, Tampere University Hospital, Tampere, Finland.
| | - Teemu Murtola
- Department of Urology, Tampere University Hospital, Tampere, Finland; Tampere University, Faculty of Medicine and Health Technology, Tampere, Finland; Department of Surgery, Seinäjoki Central Hospital, Seinäjoki, Finland
| | - Päivi Korhonen
- Department of General Practice, Turku University and Turku University Hospital, Turku, Finland; Central Satakunta Health Federation of Municipalities, Harjavalta, Finland
| | - Antti Kaipia
- Department of Urology, Tampere University Hospital, Tampere, Finland
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12
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Vanhanen A, Reinikainen P, Murtola T. PO-1854: The effect of SpaceOAR hydrogel and posteriorly misplaced treatment on rectum dose in prostate SBRT. Radiother Oncol 2020. [DOI: 10.1016/s0167-8140(21)01872-7] [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: 10/22/2022]
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13
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Visvanathan K, Modur S, Artama M, Murtola T. Abstract 5782: Lipophilic Statins show promise for treatment of epithelial ovarian cancer. Cancer Res 2020. [DOI: 10.1158/1538-7445.am2020-5782] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Background: Repurposing statins for the treatment of ovarian cancer isappealing due to promising preclinical and epidemiologic data, broad access,low cost, and modest toxicity. To inform the design of a randomized clinicaltrial, we conducted a large observational study to identify subgroups ofovarian cancer (OC) patients that could benefit from statin treatment.
Methods: Data from the Finnish national cancer registry waslinked to prescription claims on 10,062 women diagnosed with OC between 1995and 2015. A series of analyses were then conducted in OC patients to examinethe association between pre- and post-diagnostic statin use and mortality(cause-specific and all cause). Descriptive statistics were used tocharacterize patients at baseline. To address potential confounding due toindication for statin initiation we used time updated marginal structural Coxregression models with inverse probability of treatment weights to calculatehazard ratios (HR) and 95% confidence intervals (95% CIs) between users and neverusers. Analyses were adjusted for age at diagnosis, stage, OC subtype,treatments, year of diagnosis, and chronic disease medications.
Results: The median (IQR) age of diagnosis among patients was 63(53-74) years, and median (IQR) follow up time was 4 (1.5-9.3) years. A totalof 2,621 patients were statin users of which 80% took statins classified aslipophilic. Median (IQR) duration of statin use was 7.5 (3.6-11.4) years.Eighty two percent of statin users filled 90% of their prescriptions. In timeupdated models, ever use of statins was associated with a 40% reduction in OCmortality compared to never use (HR Overall = 0.60(0.57-0.63).; HR Lipophilic = 0.78 (0.64-0.83).The benefit from statin use was greater in those being treated with curativeintent (HR=0.19; 0.18-0.20) rather than palliative intent (HR =0.41; 0.39-0.4).Further, reductions in OC mortality were also observed in women who primarilytook one specific lipophilic statin: HR Atorvastatin= 0.35;(0.22-0.50) and HR Simvastatin= 0.25;(0.22-0.34). Among women taking lipophilic statins, agreater reduction in mortality was observed with increasing statin dose (ptrend = 0.06). Lipophilic statin use was also associated with a reduction in OCmortality among most OC subtypes, but the magnitude of reduction varied: HighGrade Serous Carcinoma (HR= 0.43; 0.33-0.76); Endometroid (HR =0.65;0.34-0.78); Clear cell (HR= 1.02; 0.98-1.98); Mucinous (HR=0.60; 0.45-0.95);and Borderline (HR =0.30; 0.25-0.87). A reduction in OC mortality was alsoobserved in analyses limited to women who initiated lipophilic statinspost-diagnosis.
Conclusion: Our results provide further evidence in support of theevaluation of lipophilic statins, particularly atorvastatin and/or simvastatin,for the treatment of OC in a randomized clinical trial.
Citation Format: Kala Visvanathan, Shari Modur, Miia Artama, Teemu Murtola. Lipophilic Statins show promise for treatment of epithelial ovarian cancer [abstract]. In: Proceedings of the Annual Meeting of the American Association for Cancer Research 2020; 2020 Apr 27-28 and Jun 22-24. Philadelphia (PA): AACR; Cancer Res 2020;80(16 Suppl):Abstract nr 5782.
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Affiliation(s)
| | | | - Miia Artama
- 2National Institute of Health and Welfare, Finland
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14
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Pylväläinen J, Talala K, Murtola T, Taari K, Raitanen J, Tammela TL, Auvinen A. Charlson Comorbidity Index Based On Hospital Episode Statistics Performs Adequately In Predicting Mortality, But Its Discriminative Ability Diminishes Over Time. Clin Epidemiol 2019; 11:923-932. [PMID: 31695505 PMCID: PMC6805117 DOI: 10.2147/clep.s218697] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [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: 06/07/2019] [Accepted: 08/23/2019] [Indexed: 12/21/2022] Open
Abstract
Purpose To evaluate the performance of Charlson Comorbidity Index (CCI) calculated using hospitalization and medication reimbursement databases in predicting mortality. Patients and methods Information on hospitalizations was obtained from the national Care Register for Health Care (HILMO) and on medication reimbursements and entitlements for special reimbursements for medications from the Social Insurance Institution for 77,440 men aged 56–71 years at baseline. The subjects were followed up for mortality via Statistics Finland with 20,562 deaths during a 13-year follow-up. Results Compared to a CCI score of 0, the age-adjusted hazard ratio for all-cause mortality associated with HILMO-based CCI scores of 1, 2 and 3 or more were 2.39 (95% CI 2.29–2.49), 2.96 (95% CI 2.81–3.13) and 6.42 (95% CI 5.95–6.93) at 13 years. The C-statistic was 0.72 at 1, 0.68 at 5 and 0.66 at 13 years, with only minor improvement over age alone (0.10, 0.06 and 0.04 accordingly). Addition of medication data did not improve predictive abilities and medication-based CCI performed poorly on its own. Conclusion The hospitalization-based CCI, as well as that based on both databases, predicts relative mortality adequately, but its discriminative ability diminishes over time. Conditions related to hospitalizations affect survival more than medications.
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Affiliation(s)
- Juho Pylväläinen
- Tampere University, Faculty of Social Sciences (Health Sciences), Tampere, Finland.,Helsinki University, Faculty of Medicine, Department of Diagnostics and Therapeutics, Helsinki, Finland.,Helsinki University Central Hospital, Medical Imaging Center, Helsinki, Finland
| | - Kirsi Talala
- Cancer Society of Finland, Finnish Cancer Registry, Mass Screening Registry, Helsinki, Finland
| | - Teemu Murtola
- Tampere University, Faculty of Medicine and Health Technology, Prostate Cancer Research Center, Tampere, Finland.,Tampere University Hospital, Department of Urology, Tampere, Finland.,Seinäjoki Central Hospital, Department of Surgery, Seinäjoki, Finland
| | - Kimmo Taari
- University of Helsinki and Helsinki University Hospital, Department of Urology, Helsinki, Finland
| | - Jani Raitanen
- Tampere University, Faculty of Social Sciences (Health Sciences), Tampere, Finland.,UKK Institute for Health Promotion Research, Tampere, Finland
| | - Teuvo L Tammela
- Tampere University Hospital, Department of Urology, Tampere, Finland
| | - Anssi Auvinen
- Tampere University, Faculty of Social Sciences (Health Sciences), Tampere, Finland
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15
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Häkkinen MR, Murtola T, Voutilainen R, Poutanen M, Linnanen T, Koskivuori J, Lakka T, Jääskeläinen J, Auriola S. Simultaneous analysis by LC–MS/MS of 22 ketosteroids with hydroxylamine derivatization and underivatized estradiol from human plasma, serum and prostate tissue. J Pharm Biomed Anal 2019; 164:642-652. [DOI: 10.1016/j.jpba.2018.11.035] [Citation(s) in RCA: 34] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/09/2018] [Accepted: 11/14/2018] [Indexed: 01/01/2023]
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16
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Kaapu KJ, Murtola T, Talala K, Taari K, Tammela T, Auvinen A. Abstract 3290: Cancer mortality by antiarrhythmic drug use in a population-based cohort of Finnish men. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-3290] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: In-vitro studies have suggested that antiarrhythmic drug digoxin might restrain the growth of cancer cells by inhibiting Na+/K+-ATPase. A non-selective beta-blocker sotalol has similar effect on K+-channels. We evaluated the association between cancer mortality and digoxin, sotalol and general antiarrhythmic drug use in a retrospective cohort study.
Materials and methods: The study population consists of 78,615 men originally identified for the Finnish Randomized Study for Screening of Prostate Cancer. Men were 55-69 years old at baseline. Prevalent prostate cancer cases were excluded; no exclusions were made based on other cancer types. Information on antiarrhythmic drug purchases was collected from the national prescription database. We used Cox regression method to analyze the overall cancer mortality and individually mortality from the most common causes of cancer death.
Results: A total of 8,064 men (10.3%) had used antiarrhythmic drugs. Of these 5,668 had used digoxin and 2,540 had used sotalol. During the median follow-up of 16.9 years after baseline 26,790 (34.1%) men died, of these 8,225 (30.7% of deaths) due to cancer. Overall cancer mortality was elevated among antiarrhythmic drug users compared to non-users (HR 1.25, 95% CI 1.12-1.40). Similar results were observed for digoxin (HR 1.44, 95% CI 1.26-1.63) but not for sotalol (HR 0.92, 95% CI 0.68-1.24). Furthermore, the antiarrhythmic drug use was associated with elevated risk of lung-cancer death (HR 1.76 95% CI 1.46-2.14). However, the risk associations disappeared in long-term use. When we restricted the analysis to cancer cases only, no differences were observed in survival after the cancer diagnosis for any cancer type.
Conclusion: Cancer mortality was elevated among users of antiarrhythmic drugs compared to non-users. This association is probably due to the differences between users and non-users as it was related to short-term use, and disappeared in long-term use. Use of digoxin or sotalol was not associated with improved cancer-specific survival.
Citation Format: Kalle J. Kaapu, Teemu Murtola, Kirsi Talala, Kimmo Taari, Teuvo Tammela, Anssi Auvinen. Cancer mortality by antiarrhythmic drug use in a population-based cohort of Finnish men [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 3290. doi:10.1158/1538-7445.AM2017-3290
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Murto M, Artama M, Visvanathan K, Murtola T. Abstract 3294: Breast cancer extent and survival in diabetic women in a Finnish population based cohort. Cancer Res 2017. [DOI: 10.1158/1538-7445.am2017-3294] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Introduction: Breast cancer and diabetes are two major health problems for women. Around 1.7 million new breast cancer cases are diagnosed each year, making breast cancer the most common cancer type in women. Number of people with diabetes is estimated to be 415 million worldwide, thus one in 11 adults have diabetes. However, evidence on the association between diabetes and breast cancer prognosis is controversial. We estimated breast cancer extent at diagnosis and survival in a Finnish population-based cohort of female breast cancer patients.
Materials and methods: All newly diagnosed breast cancer cases among women in Finland between 1995 and 2013 were identified from comprehensive national Finnish Cancer Registry. To minimize possible bias due to differing participation in cancer screening the study population was limited to women with at least one mammography screening before the diagnosis. In total 45,786 cases were included in our study cohort. Information on recorded diagnoses of diabetes, hypertension, hypercholesterolemia and obesity from in- and outpatient hospital visits during 1995-2013 were obtained from national Care Register for Health Care maintained by National Institute for Health and Welfare. Logistic regression was used to evaluate the risk of having cancer extended to axillary lymph nodes or beyond at diagnosis. Cox regression was used to evaluate risk of breast cancer death and overall mortality after the diagnosis. Analyses were adjusted for age, comorbidities and number of mammography screens before the diagnosis. Survival analyses were further adjusted for tumor extent and primary treatment.
Results: In total 1,419 women had diabetes. Compared to non-diabetic women, breast cancer was more often advanced to axillary lymph-nodes (OR 1.19; 95% CI 1.05-1.34) or metastatic at diagnosis (OR 1.58; 95% CI 1.26-1.97) in diabetic women. Nevertheless, during the median follow-up of 6.9 year after the diagnosis, risk of breast cancer death did not differ between diabetic and non-diabetic women (0.99; 95% CI 0.81-1.21). Overall risk of death was elevated among diabetic women (HR 1.34; 95% CI 1.19-1.51).
Conclusion: Diabetic women have more often advanced tumor extent at diagnosis compared to non-diabetic women. However, diabetes did not affect disease-specific survival within 6.9 years after the diagnosis.
Citation Format: Mika Murto, Miia Artama, Kala Visvanathan, Teemu Murtola. Breast cancer extent and survival in diabetic women in a Finnish population based cohort [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2017; 2017 Apr 1-5; Washington, DC. Philadelphia (PA): AACR; Cancer Res 2017;77(13 Suppl):Abstract nr 3294. doi:10.1158/1538-7445.AM2017-3294
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Affiliation(s)
- Mika Murto
- 1Pirkanmaa Hospital District, Tampere, Finland
| | - Miia Artama
- 2National Institute for Health and Welfare, Helsinki, Finland
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Murtola T, Vihervuori V, Talala K, Taari K, Tammela T, Auvinen A. PD47-02 FASTING BLOOD GLUCOSE AND PROSTATE CANCER RISK IN THE FINNISH RANDOMIZED STUDY OF SCREENING FOR PROSTATE CANCER. J Urol 2017. [DOI: 10.1016/j.juro.2017.02.2362] [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: 11/16/2022]
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Murtola T, Virkku A, Talala K, Stenman UH, Taari K, Tammela T, Auvinen A. PD40-03 EFFECT OF 5-ALFA REDUCTASE INHIBITOR USAGE ON OUTCOMES OF PROSTATE CANCER SCREENING. J Urol 2017. [DOI: 10.1016/j.juro.2017.02.1743] [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: 11/24/2022]
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Wennberg CL, Murtola T, Páll S, Abraham MJ, Hess B, Lindahl E. Direct-Space Corrections Enable Fast and Accurate Lorentz-Berthelot Combination Rule Lennard-Jones Lattice Summation. J Chem Theory Comput 2015; 11:5737-46. [PMID: 26587968 DOI: 10.1021/acs.jctc.5b00726] [Citation(s) in RCA: 87] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Long-range lattice summation techniques such as the particle-mesh Ewald (PME) algorithm for electrostatics have been revolutionary to the precision and accuracy of molecular simulations in general. Despite the performance penalty associated with lattice summation electrostatics, few biomolecular simulations today are performed without it. There are increasingly strong arguments for moving in the same direction for Lennard-Jones (LJ) interactions, and by using geometric approximations of the combination rules in reciprocal space, we have been able to make a very high-performance implementation available in GROMACS. Here, we present a new way to correct for these approximations to achieve exact treatment of Lorentz-Berthelot combination rules within the cutoff, and only a very small approximation error remains outside the cutoff (a part that would be completely ignored without LJ-PME). This not only improves accuracy by almost an order of magnitude but also achieves absolute biomolecular simulation performance that is an order of magnitude faster than any other available lattice summation technique for LJ interactions. The implementation includes both CPU and GPU acceleration, and its combination with improved scaling LJ-PME simulations now provides performance close to the truncated potential methods in GROMACS but with much higher accuracy.
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Affiliation(s)
- Christian L Wennberg
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
| | - Teemu Murtola
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
| | - Szilárd Páll
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
| | - Mark J Abraham
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
| | - Berk Hess
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
| | - Erik Lindahl
- Swedish e-Science Research Center, Department of Theoretical Physics, KTH Royal Institute of Technology , Box 1031, 171 21 Solna, Sweden.,Center for Biomembrane Research, Department of Biophysics & Biochemistry, Stockholm University , 106 91 Stockholm, Sweden
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Murtola T, Gurel B, Umbehr M, Lucia S, Thompson I, Goodman P, Kristal A, Parnes H, Lippman S, Sutcliffe S, Peskoe S, Drake C, Nelson W, De Marzo A, Platz E. MP4-02 INFLAMMATION IN BENIGN PROSTATE TISSUE AND PROSTATE CANCER IN THE FINASTERIDE ARM OF THE PROSTATE CANCER PREVENTION TRIAL. J Urol 2015. [DOI: 10.1016/j.juro.2015.02.145] [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: 10/23/2022]
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Murtola T, Karppa E, Taari K, Tammela T, Auvinen A. PD6-02 5-ALPHA REDUCTASE INHIBITOR USE AND PROSTATE CANCER SURVIVAL IN THE FINNISH PROSTATE CANCER SCREENING TRIAL. J Urol 2015. [DOI: 10.1016/j.juro.2015.02.797] [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: 10/23/2022]
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Murtola T, Wahlfors T, Haring A, Taari K, Stenman UH, Tammela T, Schleutker J, Auvinen A. PD6-09 POLYMORPHISMS IN GENES OF THE GLUCOSE- AND ENERGY-METABOLISM PATHWAYS AND PROSTATE CANCER: INTERPLAY WITH METFORMIN. J Urol 2015. [DOI: 10.1016/j.juro.2015.02.804] [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: 11/27/2022]
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Wennberg CL, Murtola T, Hess B, Lindahl E. Lennard-Jones Lattice Summation in Bilayer Simulations Has Critical Effects on Surface Tension and Lipid Properties. J Chem Theory Comput 2013; 9:3527-37. [DOI: 10.1021/ct400140n] [Citation(s) in RCA: 99] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Christian L. Wennberg
- Swedish e-Science Research Center and Department of
Theoretical Physics, KTH Royal Institute of Technology, Box 1031, 17121 Solna, Sweden
- Center for Biomembrane
Research, Department of Biophysics
and Biochemistry, Stockholm University,
106 91 Stockholm, Sweden
| | - Teemu Murtola
- Swedish e-Science Research Center and Department of
Theoretical Physics, KTH Royal Institute of Technology, Box 1031, 17121 Solna, Sweden
- Center for Biomembrane
Research, Department of Biophysics
and Biochemistry, Stockholm University,
106 91 Stockholm, Sweden
| | - Berk Hess
- Swedish e-Science Research Center and Department of
Theoretical Physics, KTH Royal Institute of Technology, Box 1031, 17121 Solna, Sweden
- Center for Biomembrane
Research, Department of Biophysics
and Biochemistry, Stockholm University,
106 91 Stockholm, Sweden
| | - Erik Lindahl
- Swedish e-Science Research Center and Department of
Theoretical Physics, KTH Royal Institute of Technology, Box 1031, 17121 Solna, Sweden
- Center for Biomembrane
Research, Department of Biophysics
and Biochemistry, Stockholm University,
106 91 Stockholm, Sweden
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Wennberg C, Murtola T, Lindahl E. Lattice Summation of Lennard-Jones Interactions in Bilayer Simulations has Critical Effects on Surface Tension. Biophys J 2012. [DOI: 10.1016/j.bpj.2011.11.936] [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: 12/01/2022] Open
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Niemelä PS, Miettinen MS, Monticelli L, Hammaren H, Bjelkmar P, Murtola T, Lindahl E, Vattulainen I. Membrane Proteins Diffuse as Dynamic Complexes with Lipids. J Am Chem Soc 2010; 132:7574-5. [DOI: 10.1021/ja101481b] [Citation(s) in RCA: 144] [Impact Index Per Article: 10.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Affiliation(s)
- Perttu S. Niemelä
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Markus S. Miettinen
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Luca Monticelli
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Henrik Hammaren
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Pär Bjelkmar
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Teemu Murtola
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Erik Lindahl
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
| | - Ilpo Vattulainen
- VTT Technical Research Center of Finland, Espoo, Finland, Department of Applied Physics, Aalto University School of Science and Engineering, Finland, Department of Physics, Tampere University of Technology, Finland, INSERM URM-S665, DSIMB, Paris, France, Department of Biochemistry & Biophysics, Stockholm University, Stockholm, Sweden, and MEMPHYS-Center for Biomembrane Physics, University of Southern Denmark, Denmark
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Murtola T, Bunker A, Vattulainen I, Deserno M, Karttunen M. Multiscale modeling of emergent materials: biological and soft matter. Phys Chem Chem Phys 2009; 11:1869-92. [PMID: 19279999 DOI: 10.1039/b818051b] [Citation(s) in RCA: 183] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
Abstract
In this review, we focus on four current related issues in multiscale modeling of soft and biological matter. First, we discuss how to use structural information from detailed models (or experiments) to construct coarse-grained ones in a hierarchical and systematic way. This is discussed in the context of the so-called Henderson theorem and the inverse Monte Carlo method of Lyubartsev and Laaksonen. In the second part, we take a different look at coarse graining by analyzing conformations of molecules. This is done by the application of self-organizing maps, i.e., a neural network type approach. Such an approach can be used to guide the selection of the relevant degrees of freedom. Then, we discuss technical issues related to the popular dissipative particle dynamics (DPD) method. Importantly, the potentials derived using the inverse Monte Carlo method can be used together with the DPD thermostat. In the final part we focus on solvent-free modeling which offers a different route to coarse graining by integrating out the degrees of freedom associated with solvent.
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Affiliation(s)
- Teemu Murtola
- Department of Applied Physics and Helsinki Institute of Physics, Helsinki University of Technology, Finland
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Murtola T, Karttunen M, Vattulainen I. Systematic coarse graining from structure using internal states: Application to phospholipid/cholesterol bilayer. J Chem Phys 2009; 131:055101. [DOI: 10.1063/1.3167405] [Citation(s) in RCA: 50] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
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Murtola T, Vattulainen I, Falck E. Insights into activation and RNA binding of trp RNA-binding attenuation protein (TRAP) through all-atom simulations. Proteins 2008; 71:1995-2011. [PMID: 18186477 DOI: 10.1002/prot.21878] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [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]
Abstract
Tryptophan biosynthesis in Bacillus stearothermophilus is regulated by a trp RNA binding attenuation protein (TRAP). It is a ring-shaped 11-mer of identical 74 residue subunits. Tryptophan binding pockets are located between adjacent subunits, and tryptophan binding activates TRAP to bind RNA. Here, we report results from all-atom molecular dynamics simulations of the system, complementing existing extensive experimental studies. We focus on two questions. First, we look at the activation mechanism, of which relatively little is known experimentally. We find that the absence of tryptophan allows larger motions close to the tryptophan binding site, and we see indication of a conformational change in the BC loop. However, complete deactivation seems to occur on much longer time scales than the 40 ns studied here. Second, we study the TRAP-RNA interactions. We look at the relative flexibilities of the different bases in the complex and analyze the hydrogen bonds between the protein and RNA. We also study the role of Lys37, Lys56, and Arg58, which have been experimentally identified as essential for RNA binding. Hydrophobic stacking of Lys37 with the nearby RNA base is confirmed, but we do not see direct hydrogen bonding between RNA and the other two residues, in contrast to the crystal structure. Rather, these residues seem to stabilize the RNA-binding surface, and their positive charge may also play a role in RNA binding. Simulations also indicate that TRAP is able to attract RNA nonspecifically, and the interactions are quantified in more detail using binding energy calculations. The formation of the final binding complex is a very slow process: within the simulation time scale of 40 ns, only two guanine bases become bound (and no others), indicating that the binding initiates at these positions. In general, our results are in good agreement with experimental studies, and provide atomic-scale insights into the processes.
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Affiliation(s)
- Teemu Murtola
- Laboratory of Physics and Helsinki Institute of Physics, Helsinki University of Technology, FI-02015 Espoo, Finland.
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Murtola T, Róg T, Falck E, Karttunen M, Vattulainen I. Multiscale simulations of domain formation in single-component phospholipid bilayers. Chem Phys Lipids 2007. [DOI: 10.1016/j.chemphyslip.2007.06.032] [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: 10/23/2022]
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Abstract
The authors have studied the use of the self-organizing map (SOM) in the analysis of lipid conformations produced by atomic-scale molecular dynamics simulations. First, focusing on the methodological aspects, they have systematically studied how the SOM can be employed in the analysis of lipid conformations in a controlled and reliable fashion. For this purpose, they have used a previously reported 50 ns atomistic molecular dynamics simulation of a 1-palmitoyl-2-linoeayl-sn-glycero-3-phosphatidylcholine (PLPC) lipid bilayer and analyzed separately the conformations of the headgroup and the glycerol regions, as well as the diunsaturated fatty acid chain. They have elucidated the effect of training parameters on the quality of the results, as well as the effect of the size of the SOM. It turns out that the main conformational states of each region in the molecule are easily distinguished together with a variety of other typical structural features. As a second topic, the authors applied the SOM to the PLPC data to demonstrate how it can be used in the analysis that goes beyond the standard methods commonly used to study the structure and dynamics of lipid membranes. Overall, the results suggest that the SOM method provides a relatively simple and robust tool for quickly gaining a qualitative understanding of the most important features of the conformations of the system, without a priori knowledge. It seems plausible that the insight given by the SOM could be applied to a variety of biomolecular systems and the design of coarse-grained models for these systems.
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Affiliation(s)
- Teemu Murtola
- Laboratory of Physics, Helsinki University of Technology, P.O. Box 1100, FI-02015 HUT, Finland
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Murtola T, Falck E, Karttunen M, Vattulainen I. Coarse-grained model for phospholipid/cholesterol bilayer employing inverse Monte Carlo with thermodynamic constraints. J Chem Phys 2007; 126:075101. [PMID: 17328634 DOI: 10.1063/1.2646614] [Citation(s) in RCA: 48] [Impact Index Per Article: 2.8] [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: 11/14/2022] Open
Abstract
The authors introduce a coarse-grained (CG) model for a lipid membrane comprised of phospholipids and cholesterol at different molar concentrations, which allows them to study systems that are approximately 100 nm in linear size. The systems are studied in the fluid phase above the main transition temperature. The effective interactions for the CG model are extracted from atomic-scale molecular dynamics simulations using the inverse Monte Carlo (IMC) technique, an approach similar to the one the authors used earlier to construct another CG bilayer model [T. Murtola et al., J. Chem. Phys. 121, 9156 (2004)]. Here, the authors improve their original CG model by employing a more accurate description of the molecular structure for the phospholipid molecules. Further, they include a thermodynamic constraint in the IMC procedure to yield area compressibilities in line with experimental data. The more realistic description of the molecular structure of phospholipids and a more accurate representation of the interaction between cholesterols and phospholipid tails are shown to improve the behavior of the model significantly. In particular, the new model predicts the formation of denser transient regions in a pure phospholipid system, a finding that the authors have verified through large scale atomistic simulations. They also find that the model predicts the formation of cholesterol-rich and cholesterol-poor domains at intermediate cholesterol concentrations, in agreement with the original model and the experimental phase diagram. However, the domains observed here are much more distinct compared to the previous model. Finally, the authors also explore the limitations of the model, discussing its advantages and disadvantages.
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Affiliation(s)
- Teemu Murtola
- Laboratory of Physics, Helsinki University of Technology, P.O. Box 1100, FI-02015 Espoo, Finland
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Abstract
We construct a coarse-grained (CG) model for dipalmitoylphosphatidylcholine (DPPC)/cholesterol bilayers and apply it to large-scale simulation studies of lipid membranes. Our CG model is a two-dimensional representation of the membrane, where the individual lipid and sterol molecules are described by pointlike particles. The effective intermolecular interactions used in the model are systematically derived from detailed atomic-scale molecular dynamics simulations using the Inverse Monte Carlo technique, which guarantees that the radial distribution properties of the CG model are consistent with those given by the corresponding atomistic system. We find that the coarse-grained model for the DPPC/cholesterol bilayer is substantially more efficient than atomistic models, providing a speedup of approximately eight orders of magnitude. The results are in favor of formation of cholesterol-rich and cholesterol-poor domains at intermediate cholesterol concentrations, in agreement with the experimental phase diagram of the system. We also explore the limits of the coarse-grained model, and discuss the general validity and applicability of the present approach.
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Affiliation(s)
- Teemu Murtola
- Laboratory of Physics and Helsinki Institute of Physics, Helsinki University of Technology, P.O. Box 1100, FIN-02015 HUT, Finland
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Murtola T, Róg T, Falck E, Karttunen M, Vattulainen I. Transient ordered domains in single-component phospholipid bilayers. Phys Rev Lett 2006; 97:238102. [PMID: 17280250 DOI: 10.1103/physrevlett.97.238102] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/29/2006] [Indexed: 05/13/2023]
Abstract
We report evidence of dense, ordered nanodomains in single-component fluid lipid bilayers. Our atomic-scale molecular dynamics simulations suggest that the area available to a lipid acyl chain exhibits large fluctuations, resulting in denser and sparser domains. The sizes of the dense domains can be up to approximately 10 nm, and their lifetimes are of the order of approximately 10 ns. In addition, our simulations suggest that domains of lipids with highly ordered acyl chains form predominantly within the dense regions, their sizes ranging from a few chains up to a few nanometers, and with lifetimes between approximately 10 ps-10 ns. These observations shed light on the origin of experimentally observed fluctuations, as well as on the mechanisms of phase transitions in lipid membranes.
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Affiliation(s)
- Teemu Murtola
- Laboratory of Physics and Helsinki Institute of Physics, Helsinki University of Technology, FI-02015 Espoo, Finland
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Murtola T, Tammela TL, Maattanen L, Auvinen A. Serum Lipid-Lowering Drugs and Prostate Cancer Risk - A Population Based Case-Control Study. Am J Epidemiol 2006. [DOI: 10.1093/aje/163.suppl_11.s113-b] [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: 11/12/2022] Open
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Lou YR, Murtola T, Tuohimaa P. Regulation of aromatase and 5alpha-reductase by 25-hydroxyvitamin D(3), 1alpha,25-dihydroxyvitamin D(3), dexamethasone and progesterone in prostate cancer cells. J Steroid Biochem Mol Biol 2005; 94:151-7. [PMID: 15862960 DOI: 10.1016/j.jsbmb.2005.01.024] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.3] [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: 11/26/2022]
Abstract
Estrogens and androgens are proposed to play a role in the pathogenesis of prostate cancer. The effective metabolites, estradiol and 5alpha-dihydrotestosterone are produced from testosterone by aromatase and 5alpha-reductase, respectively. Metabolites of vitamin D have shown to inhibit the growth of prostate cancer cells. The aim of the present study was to verify whether 25-hydroxyvitamin D(3) (25OHD(3)), 1alpha,25-dihydroxyvitamin D(3) [1alpha,25-(OH)(2)D(3)], dexamethasone, and progesterone regulate the expression of aromatase and 5alpha-reductase in human prostate cancer cells. LNCaP and PC3 cells were treated with 25OHD(3), 1alpha,25-(OH)(2)D(3), dexamethasone, or progesterone. Aromatase and 5alpha-reductase mRNA was quantified by real-time RT-PCR and aromatase enzyme activity was measured by the [(3)H] water assay. Aromatase enzyme activity in LNCaP and PC3 cells was increased by both 10nM dexamethasone, 1-100 nM 1alpha,25-(OH)(2)D(3) and 100 nM-10 microM progesterone. The induction was enhanced when hormones were used synergistically. Real-time RT-PCR analysis showed no regulation of the expression of aromatase mRNA by any steroids tested in either LNCaP or PC3 cells. The expression of 5alpha-reductase type I mRNA was not regulated by 1alpha,25-(OH)(2)D(3) and no expression of 5alpha-reductase type II was detected in LNCaP.
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Affiliation(s)
- Yan-Ru Lou
- Department of Anatomy, Medical School, University of Tampere, FIN-33014 Tampere, Finland.
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