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Domarkienė I, Ambrozaitytė L, Bukauskas L, Rančelis T, Sütterlin S, Knox BJ, Maennel K, Maennel O, Parish K, Lugo RG, Brilingaitė A. CyberGenomics: Application of Behavioral Genetics in Cybersecurity. Behav Sci (Basel) 2021; 11:bs11110152. [PMID: 34821613 PMCID: PMC8614761 DOI: 10.3390/bs11110152] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 10/21/2021] [Accepted: 10/29/2021] [Indexed: 11/19/2022] Open
Abstract
Cybersecurity (CS) is a contemporary field for research and applied study of a range of aspects from across multiple disciplines. A cybersecurity expert has an in-depth knowledge of technology but is often also recognized for the ability to view technology in a non-standard way. This paper explores how CS specialists are both a combination of professional computing-based skills and genetically encoded traits. Almost every human behavioral trait is a result of many genome variants in action altogether with environmental factors. The review focuses on contextualizing the behavior genetics aspects in the application of cybersecurity. It reconsiders methods that help to identify aspects of human behavior from the genetic information. And stress is an illustrative factor to start the discussion within the community on what methodology should be used in an ethical way to approach those questions. CS positions are considered stressful due to the complexity of the domain and the social impact it can have in cases of failure. An individual risk profile could be created combining known genome variants linked to a trait of particular behavior using a special biostatistical approach such as a polygenic score. These revised advancements bring challenging possibilities in the applications of human behavior genetics and CS.
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Affiliation(s)
- Ingrida Domarkienė
- Department of Human and Medical Genetics, Institute of Biomedical Sciences, Faculty of Medicine, Vilnius University, LT-08661 Vilnius, Lithuania; (L.A.); (T.R.)
- Correspondence: ; Tel.: +370-(5)-2501788
| | - Laima Ambrozaitytė
- Department of Human and Medical Genetics, Institute of Biomedical Sciences, Faculty of Medicine, Vilnius University, LT-08661 Vilnius, Lithuania; (L.A.); (T.R.)
| | - Linas Bukauskas
- Cybersecurity Laboratory, Institute of Computer Science, Vilnius University, LT-08303 Vilnius, Lithuania; (L.B.); (A.B.)
| | - Tautvydas Rančelis
- Department of Human and Medical Genetics, Institute of Biomedical Sciences, Faculty of Medicine, Vilnius University, LT-08661 Vilnius, Lithuania; (L.A.); (T.R.)
| | - Stefan Sütterlin
- Faculty of Health, Welfare and Organisation, Østfold University College, NO-1757 Halden, Norway; (S.S.); (B.J.K.); (R.G.L.)
- Centre for Digital Forensics and Cyber Security, Tallinn University of Technology, EE-19086 Tallinn, Estonia; (K.M.); (O.M.)
| | - Benjamin James Knox
- Faculty of Health, Welfare and Organisation, Østfold University College, NO-1757 Halden, Norway; (S.S.); (B.J.K.); (R.G.L.)
- Centre for Digital Forensics and Cyber Security, Tallinn University of Technology, EE-19086 Tallinn, Estonia; (K.M.); (O.M.)
- Department of Information Security and Communication Technology, Norwegian University of Science and Technology (NTNU), NO-2802 Gjøvik, Norway;
| | - Kaie Maennel
- Centre for Digital Forensics and Cyber Security, Tallinn University of Technology, EE-19086 Tallinn, Estonia; (K.M.); (O.M.)
| | - Olaf Maennel
- Centre for Digital Forensics and Cyber Security, Tallinn University of Technology, EE-19086 Tallinn, Estonia; (K.M.); (O.M.)
| | - Karen Parish
- Department of Information Security and Communication Technology, Norwegian University of Science and Technology (NTNU), NO-2802 Gjøvik, Norway;
| | - Ricardo Gregorio Lugo
- Faculty of Health, Welfare and Organisation, Østfold University College, NO-1757 Halden, Norway; (S.S.); (B.J.K.); (R.G.L.)
- Center for Cyber and Information Security, Norwegian University of Science and Technology (NTNU), NO-2802 Gjøvik, Norway
| | - Agnė Brilingaitė
- Cybersecurity Laboratory, Institute of Computer Science, Vilnius University, LT-08303 Vilnius, Lithuania; (L.B.); (A.B.)
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van Keulen BJ, Dolan CV, van der Voorn B, Andrew R, Walker BR, Hulshoff Pol H, Boomsma DI, Rotteveel J, Finken MJJ. Sexual dimorphism in cortisol metabolism throughout pubertal development: a longitudinal study. Endocr Connect 2020; 9:542-551. [PMID: 32413849 PMCID: PMC7354723 DOI: 10.1530/ec-20-0123] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/23/2020] [Accepted: 05/15/2020] [Indexed: 12/27/2022]
Abstract
OBJECTIVE Sex differences in disease susceptibility might be explained by sexual dimorphism in hypothalamic-pituitary-adrenal axis activity, which has been postulated to emerge during puberty. However, studies conducted thus far lacked an assessment of Tanner pubertal stage. This study aimed to assess the contribution of pubertal development to sexual dimorphism in cortisol production and metabolism. METHODS Participants (n = 218) were enrolled from a population-based Netherlands Twin Register. At the ages of 9, 12 and 17 years, Tanner pubertal stage was assessed and early morning urine samples were collected. Cortisol metabolites were measured with GC-MS/MS and ratios were calculated, representing cortisol metabolism enzyme activities, such as A-ring reductases, 11β-HSDs and CYP3A4. Cortisol production and metabolism parameters were compared between sexes for pre-pubertal (Tanner stage 1), early pubertal (Tanner stage 2-3) and late-pubertal (Tanner stage 4-5) stages. RESULTS Cortisol metabolite excretion rate decreased with pubertal maturation in both sexes, but did not significantly differ between sexes at any pubertal stage, although in girls a considerable decrease was observed between early and late-pubertal stage (P < 0.001). A-ring reductase activity was similar between sexes at pre- and early pubertal stages and was lower in girls than in boys at late-pubertal stage. Activities of 11β-HSDs were similar between sexes at pre-pubertal stage and favored cortisone in girls at early and late-pubertal stages. Cytochrome P450 3A4 activity did not differ between sexes. CONCLUSIONS Prepubertally, sexes were similar in cortisol parameters. During puberty, as compared to boys, in girls the activities of A-ring reductases declined and the balance between 11β-HSDs progressively favored cortisone. In addition, girls showed a considerable decrease in cortisol metabolite excretion rate between early and late-pubertal stages. Our findings suggest that the sexual dimorphism in cortisol may either be explained by rising concentrations of sex steroids or by puberty-induced changes in body composition.
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Affiliation(s)
- Britt J van Keulen
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, The Netherlands
- Correspondence should be addressed to B J van Keulen:
| | - Conor V Dolan
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Bibian van der Voorn
- Department of Pediatric Endocrinology, Sophia Kinderziekenhuis, Erasmus MC, University Medical Center Rotterdam, Rotterdam, The Netherlands
| | - Ruth Andrew
- Centre for Cardiovascular Science, University of Edinburgh, Queen’s Medical Research Institute, Edinburgh, UK
| | - Brian R Walker
- Centre for Cardiovascular Science, University of Edinburgh, Queen’s Medical Research Institute, Edinburgh, UK
- Institute of Genetic Medicine, Newcastle University, Newcastle upon Tyne, UK
| | - Hilleke Hulshoff Pol
- Department of Psychiatry, Brain Center Rudolf Magnus, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Dorret I Boomsma
- Department of Biological Psychology, Vrije Universiteit Amsterdam, Amsterdam, The Netherlands
| | - Joost Rotteveel
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, The Netherlands
| | - Martijn J J Finken
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, The Netherlands
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Van Keulen BJ, Dolan CV, Andrew R, Walker BR, Hulshoff Pol HE, Boomsma DI, Rotteveel J, Finken MJ. Exploring the Temporal Relation between Body Mass Index and Corticosteroid Metabolite Excretion in Childhood. Nutrients 2020; 12:nu12051525. [PMID: 32456232 PMCID: PMC7284460 DOI: 10.3390/nu12051525] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/03/2020] [Revised: 05/10/2020] [Accepted: 05/20/2020] [Indexed: 11/22/2022] Open
Abstract
Childhood obesity is associated with alterations in hypothalamus–pituitary–adrenal (HPA) axis activity. However, it is unknown whether these alterations are a cause or a consequence of obesity. This study aimed to explore the temporal relationship between cortisol production and metabolism, and body mass index (BMI). This prospective follow-up study included 218 children (of whom 50% were male), born between 1995 and 1996, who were assessed at the ages of 9, 12 and 17 years. Morning urine samples were collected for assessment of cortisol metabolites by gas chromatography-tandem mass spectrometry, enabling the calculation of cortisol metabolite excretion rate and cortisol metabolic pathways. A cross-lagged regression model was used to determine whether BMI at various ages during childhood predicted later cortisol production and metabolism parameters, or vice versa. The cross-lagged regression coefficients showed that BMI positively predicted cortisol metabolite excretion (p = 0.03), and not vice versa (p = 0.33). In addition, BMI predicted the later balance of 11β-hydroxysteroid dehydrogenase (HSD) activities (p = 0.07), and not vice versa (p = 0.55). Finally, cytochrome P450 3A4 activity positively predicted later BMI (p = 0.01). Our study suggests that changes in BMI across the normal range predict alterations in HPA axis activity. Therefore, the alterations in HPA axis activity as observed in earlier studies among children with obesity may be a consequence rather than a cause of increased BMI.
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Affiliation(s)
- Britt J. Van Keulen
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (J.R.); (M.J.J.F.)
- Correspondence: ; Tel.: +31-20-4444-444
| | - Conor V. Dolan
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit Amsterdam, Van der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands; (C.V.D.); (D.I.B.)
| | - Ruth Andrew
- Centre for Cardiovascular Science, University of Edinburgh, Queen’s Medical Research Institute, 47, Little France Crescent, Edinburgh EH16 4TJ, UK; (R.A.); (B.R.W.)
| | - Brian R. Walker
- Centre for Cardiovascular Science, University of Edinburgh, Queen’s Medical Research Institute, 47, Little France Crescent, Edinburgh EH16 4TJ, UK; (R.A.); (B.R.W.)
- Institute of Genetic Medicine, Newcastle University, Central Pkwy, Newcastle upon Tyne NE1 3BZ, UK
| | - Hilleke E. Hulshoff Pol
- Department of Psychiatry, University Medical Center Utrecht, Brain Center, Heidelberglaan 100, 3584 CX Utrecht, The Netherlands;
| | - Dorret I. Boomsma
- Netherlands Twin Register, Department of Biological Psychology, Vrije Universiteit Amsterdam, Van der Boechorststraat 7-9, 1081 BT, Amsterdam, The Netherlands; (C.V.D.); (D.I.B.)
| | - Joost Rotteveel
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (J.R.); (M.J.J.F.)
| | - Martijn J.J. Finken
- Emma Children’s Hospital, Amsterdam UMC, Vrije Universiteit Amsterdam, Pediatric Endocrinology, Amsterdam, De Boelelaan 1117, 1081 HV Amsterdam, The Netherlands; (J.R.); (M.J.J.F.)
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