Generative AI in Health Care a scoping review and a persoanl experience.
Ibd twin research wingate institute talk
1. The Role of Twin Studies in IBD Research
Dr Hannah Gordon
Clinical Research Fellow
Chelsea and Westminster Hospital
2. Introduction
• Review
• History of twin studies
• Twin studies in IBD
• New molecular techniques in IBD
• UK IBD Nixon Twin and Multiplex Registry and Biobank
3. History of Twin Studies
• 1st recorded 1875
• Francis Galton (1)
• Description of twin pairs
• Personal traits
• Physical and mental health
“Nature is far stronger than nurture”
• Monozygotic vs dizygotic distinguished 1914 (2)
4. Twin Studies – study design
• Classical
• Monozygotic vs dizygotic (nature vs nurture)
• Adoption
• Genetically identical individuals reared apart
• Longitudinal
• Correlation between environment and discordance
over time
• Exercise and depression
• Offspring of twins
• Birth weight of children of MZ female twins more
similar than birth weight of children of MZ male twins
5. Twin Studies in IBD – Inheritance
•
•
Twin study 1988 showed CD MZ concordance 55% DZ concordance
3.8% (3)
Figure 1: Range of Concordance of Crohn’s and UC between Twin Pairs
(from Swedish, UK, Danish, Dutch and German Twin Populations (4))
Crohn’s Disease
Ulcerative Colitis
Monozygotic
20-55%
6.3-17%
Dizygotic
0-3.6%
0-6.3%
•
Variation
• CC defined 1960s
• Genetic differences between populations
•
Crohn’s has stronger genetic basis
•
Strong environmental component
6. Twin studies:
• UC altered mucosal glycosylation presented in discordant
MZ pairs (9)
• MZ concordance
• CD location and behaviour
• UC extent (5,6)
• monozygotic twin pairs x1CD x1 UC (7)
• X2 concordance DZ twins compared with other siblings (8)
• Shared uterus
• More similar childhood environment
8. The Microbiome – a living active ecosystem
•
•
•
•
•
Trillions of microbes (10x number of human cells) (12)
>1000 species level phylotypes
Microbial genome 150x larger than human host (13)
Changes during life
Interactions with host (and each other)
• Obesity
• DM
• IBD
• CV disease
9. Study of Microbiota
• Megagenomics
• 16srRNA PCR sequencing and amplification (14)
• Metaproteomics
• Expressed gene products
• Metabolomics
• Metabolites of host-microbiota interactions
• High res NMR spect
• Multivariate statistical analysis
• “Metabolic fingerprint”
10. Microbiota of MZ twins:
• Healthy MZ twins have similar microbiota (15)
• Twins with CD have differing microbiota (concordant or
discordant) (16)
• Microbiota tends towards phenotype rather than
genotype (17)
• Inactive UC microbiota no different from healthy twin
(18)
11. Metabolomics – “Fingerprints” in IBD
• Metabolomic profile of faecal water of A) CD (n=10), B)
UC (n=10), C) Healthy control (n=13) (19)
Key:
1, butyrate; 2, leucine; 3,
propionate;
4,
valine;
5,
isoleucine; 6, threonine; 7,
alanine; 8, lysine; 9, acetate;
10, glutamate; 11,
succinate; 12, aspartic acid; 13,
asparagine; 14, trimethylamine;
15, cysteine; 16, proline; 17,
glycerol; 18, methylamine; 19,
5-aminosalicylic
acid; 20,
N
-acetyl-5-aminosalicylic
acid;
21, tyrosine; and 22, uracil
12. Metabolomic profiles IBD:
• CD
• Depletion of short chain fatty acids
• Decreased methylamine and trimethylamine
• UC
• Increased amino acids
13. Metabolomic profiles of Twins
• Difference between discordant MZ pairs (ICD and CCD)
(20)
• Similarity between healthy MZ
• Differentiation between ICD and CCD
• ?Metabolites associated with SNPs higher in affected
twin
14. Epigenetics – Blurring the distinction
between nature and nurture
• “Heritable changes in gene expression that occur without
alterations in DNA sequence” (11)
• Methylation
• gene silencing
• Histone modification
• Changes persist after mitosis
• ?persist after meiosis (transgenerational)
15. Epigenetics
• IBD – 50 genes with different methylation between
patients with CD and controls (21)
• Twin studies – different methylation patterns SLE MZ
discordant
• Role of twin studies
• ?timing of methylation
• ?Inheritance of methylation in offspring
16. MicroRNA
• Small non coding RNA molecule
• Transported from nucleus
• Forms protein complex
• Binds with mRNA
• mRNA degraded sooner and translated less
• How does it change in IBD?
• Distinct miRNA signatures in peripheral blood in CD
vs UC vs Control (11)
• MiRNA
• NOD2 controls miRNA expression (24)
• MiRNA 29 deficient mice – worse colitis
18. IBD Nixon TAM Registry and Biobank
• History
• Royal Free Dataset
• 250 twin pairs
• Study of MZ vs DZ concordance 1996 (23)
• Database revisited and reanalysed 2011 (6)
• Concordance of disease location and extent
• Childhood infection
• Current
• Contacting Twins from previous dataset
• Recruiting new Twin pairs
• Biobank
19. Conclusion
• Continuing relevance to twin studies in omics era(2)
• Microbiome
• Epigenetics
• Twin studies to date
• Evidence of genetic component
• Development
• Disease pattern
• Galton wrong – environmental factors predominate
20. References:
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3.
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5.
6.
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8.
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24.
Galton, F. The history of twins, as a criterion of the relative powers of nature and nurture. J. Anthropol. Institute Great Britain Ireland 5, 391–406 (1876)
Dongen J, Slagboom P, Draisma H, Martin N, Boomsana DL. The continuing value of twin studies in the omics era. Nat Rev Genet. 2012 Sep;13(9):640-53
Tysk C, Lindberg E, Jarnerot G, et al. Ulcerative colitis and Crohn's disease in an unselected population of monozygotic and dizygotic twins. A study of heritability
and the influence of smoking. Gut. 1988; 29: 990–996
Brant S. Update on the heritability of IBD: The importance of twin studies. Inflammatory Bowel Disease Vol 17, Issue 1, Pg 1-5 Jan 2011
Halfvarson J, Jess T, Bodin L, et al. Longitudinal concordance for clinical characteristics in a Swedish-Danish twin population with inflammatory bowel disease.
Inflamm Bowel Dis. 2007; 13: 1536–1544.
Ng SC, Woodrow S, Patel N, Subhani J, Harbord M. Role of genetic and environmental factors in British twins with Inflamatory Bowel disease. Inflamm Bowel Dis.
2012 Apr;18(4):725-36. doi: 10.1002/ibd.2174
Halfvarson J. Genetics in twins with Crohn's disease: less pronounced than previously believed? Inflamm Bowel Dis. Epub ahead of print: 2010; June
Bengtson MB, Aamodt G, Vatn MH, Harris JR. Concordance for IBD among twins compared to ordinary siblings – a Nowegian population based study. J Crohns
Colitis. 2010 Sep;4(3):312-8
Bodger K, Halfvarson J, Dodson AR, Campbell F, Wilson S, Lee R, Lindberg E, Järnerot G, Tysk C, Rhodes JM. Altered colonic glycoprotein expression in unaffected
monozygotic twins of inflammatory bowel disease patients. Gut. 2006 Jul;55(7):973-7. Epub 2006 Feb 4
Jostins L, Ripke S, Weersma RK, et al. Host-microbe interactions have shaped the genetic architecture of inflammatory bowel disease. Nature. 2012;490:119–124
Ventham NT, Kennedy NA, Nimmo ER, Satsangi J. Beyond gene discovery in inflammatory bowel disease: the emerging role of epigenetics. Gastroenterology.2013
Aug;145(2):293-308
Nicholson JK, Holmes E, Kinross J, Burcelin R, Gibson G, Jia W, Pettersson S. Host-gut microbiota metabolic interatctions. Science. 2012 Jun 8;336(6086):1262-7
Qin, J., Li, R., Raes, J., Arumugam, M., Burgdorf, K.S., Manichanh, C., Nielsen, T., Pons, N., Levenez, F., and Yamada, T., et al A human gut microbial gene
catalogue established by metagemonic sequencing .MetaHIT Consortium Nature 464, 59-65(2010)
Holmes E, Li JV, Marchesi JR, Nicholson JK. Gut microbiota composition and activity in relation to host metabolic phenotype and disease risk. Cell Metab.
2012;16(5):559-64.
Dicksved J, Halfvarson J, Rosenquist M, Jarnerot G, Tysk C, et al. (2008) Molecular analysis of the gut microbiota of identical twins with Crohn's disease. ISME
Journal 2: 716–727
Erickson AR, Cantarel BL, Lamdela R, Darzi Y, Mongeodin EF, Pan C, Shah M, Halvarson J, Tysk C, Henrissat B, Rees J, Verberkmoes NC, Fraser CM, Hettich RL,
Jannson JK. Integrated metagenomics/metaproteomics reveals human host-microbiota signatures of Crohn’s disease. 2012;7(11):e49138. doi:
10.1371/journal.pone.0049138. Epub 2012 Nov 28.
Willing B, Halfvarson J, Dicksved J, et al. Twin studies reveal specific imbalances in the mucosa-associated microbiota of patients with ileal Crohn's disease.
Inflamm Bowel Dis. 2009; 15: 653–660
Willing BP, Dicksved J, Halfvarson J, Andersson AF, Lucio M, et al. (2010) A pyrosequencing study in twins shows that gastrointestinal microbial profiles vary with
inflammatory bowel disease phenotypes. Gastroenterology 139: 1844–1854
Marchesi RJ, Holmes E, Khan F, Kochhar S, Scanlan P, Shanahan F, Willson ID, Wang Y. Rapid and noninvesive metabolomics characterization of inflammatory
bowel disease. J. Proteome Res 2007 Feb;6(2):546-51.
Jansson J, Willing B, Lucio M, Fekete A, Dicksved J, et al. (2009) Metabolomics Reveals Metabolic Biomarkers of Crohn's Disease. PLoS One 4: e3686
Nimmo ER, Prendergast JG, Aldhous MC, et al. Genome-wide methylation profiling in Crohn’s disease identifies altered epigenetic regulation of key host defense
mechanisms including the Th17 pathway. Inflamm Bowel Dis. 2012;18:889–899
Wu F, Guo NJ, Tian H, et al. Peripheral blood microRNAs distinguish active ulcerative colitis and Crohn’s disease. Inflamm Bowel Dis. 2012;17:241–250
Thompson N, Driscoll R, Pounder R E, Wakefield A J. Genetics versus environment in inflammatory bowel disease: results of a British twin study. BMJ. 1996
January 13; 312(7023): 95–96
Brain O, Owen B et al. The intracellular sensor NOD2 Induces MicroRNA-29 Expression In Human Dendritic Cells to limit IL23 release. Immunity 39 521–536,
September 19, 2013
22. CALLING ALL TWINS!!!!!
If you know of any IBD patients who are part of a twin pair
please contact me:
Email: hannah.gordon@chelwest.nhs.uk
Tel: +44 (0)7834 705791
Notas do Editor
MH’s research fellow. Job setting up IBD TAM registry and biobank……250 twin pairs from existing database, advertising new twin pairs.
Subsequent multiple phenotypes studied
Bouchard – twins reared apart – striking similar lifestyle choices
Swedish twins – compelling evidence for genetic component. Not replicated ?1960s recognition of Crohn’s colitis (earlier studies crohn’s bias towards ileal disease which does have stronger genetic basis). ?population.
Altered mucousalglycolsylation in UC>healthy controls. Interestingly also increased in healthy discordant twin - ?precursor to disease development.
Following GWAS 163 SNPs identified. It can be seen that some overlap, perhaps explaining twin x1UC x1 Crohn’s. There are genes distinct for both and even associated with location. However only accounts for approx. 30% heritability. In addition high discordance rates support large environmental role. One area implicated = microbiota.
Previously thought to be commensal organisms; now much widely recognised as an ecosystem essential for health and disease development.
Initially very difficult to study as unable to culture. However over past decade techniques involving to gradually piece together what is there and what it is doing and how it impacts development of IBD in susceptible individuals.
Metagenomic studies do not show clear differences between discordant twin pairs; however studied when disease inactive.
Metabolomic studies allow snap shot of inter-reactions between bacteria and host. Distinct patterns in crohn’s, uc and healthy controls
Studies of MZ twins with CD have demonstrated different profiles between concordant and discordant. Striking similarity between healthy twins supporting evidence of genetic or early environment component to microbiome development.
Methylation patterns differ between CD and controls. Twin studies of epigenetics in other disease, namely SLE, showed varying methylation in discordant MZ twins. ?timing ?inheritance to offspring.
Increasing microRNA involved in pathophysiology of IBD.
One of the major limitations of twin studies is the sample size. Despite increase in IBD and twin pregnancies both are still relatively rare