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Lynn Petukhova, Ph.D.
lynn.petukhova@columbia.edu
Assistant Professor
Departments of Dermatology and Epidemiology
Columbia University
AlopeciaAreata Research Summit
November 15, 2016
Precision Medicine
“And that’s the promise of precision medicine -- delivering the right
treatments, at the right time, every time to the right person.”
- President Barack Obama, January 30, 2015
Precise definitions of disease
improve patient outcomes and decrease healthcare costs.
How do we define disease mechanisms?
NIH Roadmap for Precision Medicine
Adapted from Francis Collins, ASHG, 2015
Large cohorts of engaged patients
Genomic data
informs on
biology
mHealth data
informs on
environment &
behavior
EHR data
informs on
natural history and
clinical trajectories
New therapeutic interventions and companion diagnostics
Large cohorts of engaged patientsLarge cohorts of engaged patients
Precise definitions of disease
improve patient outcomes and decrease healthcare costs.
Precision Medicine
“And that’s the promise of precision medicine -- delivering the right
treatments, at the right time, every time to the right person.”
- President Barack Obama, January 30, 2015
Precise definitions of disease
identify patient subtypes and mechanistic links among diseases.
Disease subtypes and mechanistic links
disease subtypes
mechanistic link
Precisely defined disease mechanisms
are at the crux of precision medicine.
alopecia areata rheumatoid arthritis
JAK-STAT
signaling
HF
vulnerability
Costimulator
y
pathway
clinical implications
Disease subtypes and mechanistic links
Framework for Disease Comorbidities in Precision Medicine
Increased risk
for
Diagnosis B
 A cohort of comorbid patients will be enriched for the shared disease mechanism.
Population risk
for
Diagnosis B
How do we identify comorbidities?
Epidemiological Studies of Comorbidities
Rzhetsky et al., 2007
Eaton et al., 2007
1. Ask the patient (lack power)
2. Look in medical records (confounding)
 Type 1 diabetes
 Rheumatoid arthritis
 Psoriasis
 Systemic lupus erythromytosis
 Multiple sclerosis
 Goiter (hypothyroidism)
 Myositis
 Type 1 diabetes
 Rheumatoid arthritis
 Psoriasis
 Vitiligo
 Thyrotoxicosis/thyroiditis
 Systemic lupus erythromytosis
 Inflammatory bowel disease
ICD co-occurrence
autoimmune rheumatoid arthritis
multiple sclerosis
systemic lupus
erythematosus
type 1 diabetes
psoriasis
inflammatory hypersensitivity angiitis
allergic rhinitis
goiter
infection susceptibility Hepatitis C
meningococcus
streptococcus
tuberculosis
virus
CNS viral disease
helicobacter pilori
mumps
Hepatitis B
pertussis
neoplasm benign neoplasms
carcinoma in situ
neurofibromatosis
metabolic
disorders of lipid
metabolism
type 2 diabetes
cholelithiasis
AA metabolism (aromatic)
neuropsychiatric depression
migraine
epilepsy
bipolar
attention deficit
EHR studies of ICD co-occurrences at CUMC
Rhetsky et al, PNAS, 2007
GWAS
Biological Validation with PheWAS
PheWAS (requires a cohort with genetic data linked to EHR)
Leverage Public Databases linking EHR to Genome Data
Outcome
• Groups are defined by disease status (case or control)
Exposure
• Obtain genotypes
Statistical
test
• Test for allele frequency differences between disease groups
• Identify Risk alleles
Outcome
• Groups are defined by allele status at risk SNPs (risk or protective allele)
Exposure
• Obtain all phenotypes in EHR
Statistical
test
• Test for ICD frequency differences between allele groups
• Identify comorbid condition with a biological basis
Genetic Studies reveal comorbidities
Genetic Studies reveal comorbidities
11,410,409 SNPs imputed in our meta-analysis cohort,
revealing 16,848 associated SNPs across 14 GWAS loci
Biological Validation with PheWAS
https://phewascatalog.org/phewas
Denny JC et al. Nat Biotechnol. 2013 Dec;31(12):1102-10
AA SNPS implicated 275 conditions, including autoimmune,
inflammatory, cancers, cardiometabolic, and anxiety disorders.
ICD co-occurrence Phewas
autoimmune rheumatoid arthritis ✔
multiple sclerosis
systemic lupus erythematosus ✔
type 1 diabetes ✔
psoriasis ✔
inflammatory hypersensitivity angiitis
allergic rhinitis ✔
goiter
infection susceptibility Hepatitis C
meningococcus
streptococcus
tuberculosis
virus
CNS viral disease ✔
helicobacter pilori
mumps
Hepatitis B
pertussis ✔
neoplasm benign neoplasms ✔
carcinoma in situ
neurofibromatosis
metabolic disorders of lipid metabolism ✔
type 2 diabetes ✔
cholelithiasis ✔
AA metabolism (aromatic)
neuropsychiatric depression
migraine
epilepsy
bipolar
attention deficit
https://www.jax.org/strain/000659
Mouse Phenotyping
Alopecia areata mouse model (C3H/HeJ)
C3H/HeJ Phenotyping Results
autoimmune prone to colitis
prone to IgA nephropathy (exaggerated IgA responses)
infection susceptibility lethal infection by Gram-negative bacteria (defective lipopolysaccharide response; TLR4-LPS-d)
increased susceptibility to viral infection
abnormal T-helper 2 physiology
abnormal macrophage function
neoplasm high incidence of hepatomas
low incidence of mammary tumors
metabolic resistent to diet-induced atherosclerosis
high lipid levels; high cholesterol
elevated heme oxygenase
decreased circulating alanine transaminase level
neuropsychiatric absence seizures (Gria4spkw
)
attenuated responses to tactile and thermal stimulation
retinal degeneration (100% prevalent; Pdebrd1
)
abnormal glial cell apoptosis
prone to anxiety and impulsivity
disruptions in social behavior
[a characteristic of depression, autism, bipolar and schizophrenia]
https://www.jax.org/strain/000659
Mouse Phenotyping
Alopecia areata mouse model (C3H/HeJ)
 Dermatological Diagnoses at Columbia University
 Data on 22,291 patients
 17,575 only a single diagnosis
Alopecia,
unspecified AA
benign
neoplasm keratosis acne
Other
disorders of
skin and
subcutaneous
tissue
Alopecia, unspecified 2369 1701 136 227 124 331 71
AA 752 136 503 53 29 104 16
benign neoplasm 7871 227 53 4838 1172 1816 263
keratosis 5787 124 29 1172 3668 1133 57
acne 9424 331 104 1816 1133 6139 445
Other disorders of skin and subcutaneous tissue 1412 71 16 263 57 445 726
Lipid Panel Patient Counts Cholesterol Total HDL Cholesterol LDL Cholesterol Triglyceride
AA 275 187.28 56.16 108.65 116.82
acne 5864 176.55 53.03 100.25 118.64
Benign neoplasm of skin 1318 185.28 54.48 106.12 124.48
keratosis 7844 171.86 52.90 94.06 127.74
Other disorders of skin and subcutaneous tissue 1049 186.45 52.54 107.64 129.73
Unspecified alopecia 1704 183.75 54.94 105.00 120.09
Grand Total 178.10 53.49 100.28 123.88
Preliminary Results
EHR data of Human Alopecia Areata Patients
 Alopecia areata may include disease manifestations in cells
and tissues other than hair follicle and immune system.
 Disease mechanisms may contribute to dysregulation in lipid
metabolism.
 Biological basis to psychosocial conditions frequently reported
by patients
Wrap up
Conclusions
Future directions
 NAAF funded study of comorbidities in National Alopecia
Areata Registry. Updated the questionaire to validate
existing data.
 Characterize the distribution of risk alleles for possibly
comorbid conditions in the GWAS cohort.
 Leverage EHR cohorts linked to genetic data to further
pursue investigation of biological validation
Rheumatology
Joan Bathon
Gastroenerology
Ben Lebohwl
Govind Bhagat
Ali Jabbari
Jane Cerise
Annemieke de Jong
Zhengpeng Dai
Stephanie Erjavec
Alexa Abdelaziz
Claire Higgins
Muhammad Wajid
Sivan Harel
Yutaka Shimomura
Tarek Yamany
Esther Drill
Mazen Kurban
Hynumi Kim
Katie Fantauzzo
Courtney Luke
Rita Cabral
Gina DeStefano
Ming Zhang
Hazi Lam
Department of Dermatology
Angela M. Christiano
Julian MacKay-Wiggan
Neuropsychiatric Epidemiology
Ruth Ottman
Sharon S. Schwartz
Biomedical Informatics
Chunhua Weng
George Hripcsak
Neurology
Claire S. Riley
Cardiology
Alan Tall

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Precision medicine approaches to understanding disease mechanisms and comorbidities in alopecia areata

  • 1. Lynn Petukhova, Ph.D. lynn.petukhova@columbia.edu Assistant Professor Departments of Dermatology and Epidemiology Columbia University AlopeciaAreata Research Summit November 15, 2016
  • 2. Precision Medicine “And that’s the promise of precision medicine -- delivering the right treatments, at the right time, every time to the right person.” - President Barack Obama, January 30, 2015 Precise definitions of disease improve patient outcomes and decrease healthcare costs. How do we define disease mechanisms?
  • 3. NIH Roadmap for Precision Medicine Adapted from Francis Collins, ASHG, 2015 Large cohorts of engaged patients Genomic data informs on biology mHealth data informs on environment & behavior EHR data informs on natural history and clinical trajectories New therapeutic interventions and companion diagnostics Large cohorts of engaged patientsLarge cohorts of engaged patients
  • 4. Precise definitions of disease improve patient outcomes and decrease healthcare costs. Precision Medicine “And that’s the promise of precision medicine -- delivering the right treatments, at the right time, every time to the right person.” - President Barack Obama, January 30, 2015 Precise definitions of disease identify patient subtypes and mechanistic links among diseases.
  • 5. Disease subtypes and mechanistic links disease subtypes mechanistic link Precisely defined disease mechanisms are at the crux of precision medicine. alopecia areata rheumatoid arthritis JAK-STAT signaling HF vulnerability Costimulator y pathway clinical implications
  • 6. Disease subtypes and mechanistic links Framework for Disease Comorbidities in Precision Medicine Increased risk for Diagnosis B  A cohort of comorbid patients will be enriched for the shared disease mechanism. Population risk for Diagnosis B How do we identify comorbidities?
  • 7. Epidemiological Studies of Comorbidities Rzhetsky et al., 2007 Eaton et al., 2007 1. Ask the patient (lack power) 2. Look in medical records (confounding)  Type 1 diabetes  Rheumatoid arthritis  Psoriasis  Systemic lupus erythromytosis  Multiple sclerosis  Goiter (hypothyroidism)  Myositis  Type 1 diabetes  Rheumatoid arthritis  Psoriasis  Vitiligo  Thyrotoxicosis/thyroiditis  Systemic lupus erythromytosis  Inflammatory bowel disease
  • 8. ICD co-occurrence autoimmune rheumatoid arthritis multiple sclerosis systemic lupus erythematosus type 1 diabetes psoriasis inflammatory hypersensitivity angiitis allergic rhinitis goiter infection susceptibility Hepatitis C meningococcus streptococcus tuberculosis virus CNS viral disease helicobacter pilori mumps Hepatitis B pertussis neoplasm benign neoplasms carcinoma in situ neurofibromatosis metabolic disorders of lipid metabolism type 2 diabetes cholelithiasis AA metabolism (aromatic) neuropsychiatric depression migraine epilepsy bipolar attention deficit EHR studies of ICD co-occurrences at CUMC Rhetsky et al, PNAS, 2007
  • 9. GWAS Biological Validation with PheWAS PheWAS (requires a cohort with genetic data linked to EHR) Leverage Public Databases linking EHR to Genome Data Outcome • Groups are defined by disease status (case or control) Exposure • Obtain genotypes Statistical test • Test for allele frequency differences between disease groups • Identify Risk alleles Outcome • Groups are defined by allele status at risk SNPs (risk or protective allele) Exposure • Obtain all phenotypes in EHR Statistical test • Test for ICD frequency differences between allele groups • Identify comorbid condition with a biological basis
  • 10. Genetic Studies reveal comorbidities
  • 11. Genetic Studies reveal comorbidities 11,410,409 SNPs imputed in our meta-analysis cohort, revealing 16,848 associated SNPs across 14 GWAS loci
  • 12. Biological Validation with PheWAS https://phewascatalog.org/phewas Denny JC et al. Nat Biotechnol. 2013 Dec;31(12):1102-10 AA SNPS implicated 275 conditions, including autoimmune, inflammatory, cancers, cardiometabolic, and anxiety disorders. ICD co-occurrence Phewas autoimmune rheumatoid arthritis ✔ multiple sclerosis systemic lupus erythematosus ✔ type 1 diabetes ✔ psoriasis ✔ inflammatory hypersensitivity angiitis allergic rhinitis ✔ goiter infection susceptibility Hepatitis C meningococcus streptococcus tuberculosis virus CNS viral disease ✔ helicobacter pilori mumps Hepatitis B pertussis ✔ neoplasm benign neoplasms ✔ carcinoma in situ neurofibromatosis metabolic disorders of lipid metabolism ✔ type 2 diabetes ✔ cholelithiasis ✔ AA metabolism (aromatic) neuropsychiatric depression migraine epilepsy bipolar attention deficit
  • 13. https://www.jax.org/strain/000659 Mouse Phenotyping Alopecia areata mouse model (C3H/HeJ) C3H/HeJ Phenotyping Results autoimmune prone to colitis prone to IgA nephropathy (exaggerated IgA responses) infection susceptibility lethal infection by Gram-negative bacteria (defective lipopolysaccharide response; TLR4-LPS-d) increased susceptibility to viral infection abnormal T-helper 2 physiology abnormal macrophage function neoplasm high incidence of hepatomas low incidence of mammary tumors metabolic resistent to diet-induced atherosclerosis high lipid levels; high cholesterol elevated heme oxygenase decreased circulating alanine transaminase level neuropsychiatric absence seizures (Gria4spkw ) attenuated responses to tactile and thermal stimulation retinal degeneration (100% prevalent; Pdebrd1 ) abnormal glial cell apoptosis prone to anxiety and impulsivity disruptions in social behavior [a characteristic of depression, autism, bipolar and schizophrenia]
  • 15.  Dermatological Diagnoses at Columbia University  Data on 22,291 patients  17,575 only a single diagnosis Alopecia, unspecified AA benign neoplasm keratosis acne Other disorders of skin and subcutaneous tissue Alopecia, unspecified 2369 1701 136 227 124 331 71 AA 752 136 503 53 29 104 16 benign neoplasm 7871 227 53 4838 1172 1816 263 keratosis 5787 124 29 1172 3668 1133 57 acne 9424 331 104 1816 1133 6139 445 Other disorders of skin and subcutaneous tissue 1412 71 16 263 57 445 726 Lipid Panel Patient Counts Cholesterol Total HDL Cholesterol LDL Cholesterol Triglyceride AA 275 187.28 56.16 108.65 116.82 acne 5864 176.55 53.03 100.25 118.64 Benign neoplasm of skin 1318 185.28 54.48 106.12 124.48 keratosis 7844 171.86 52.90 94.06 127.74 Other disorders of skin and subcutaneous tissue 1049 186.45 52.54 107.64 129.73 Unspecified alopecia 1704 183.75 54.94 105.00 120.09 Grand Total 178.10 53.49 100.28 123.88 Preliminary Results EHR data of Human Alopecia Areata Patients
  • 16.  Alopecia areata may include disease manifestations in cells and tissues other than hair follicle and immune system.  Disease mechanisms may contribute to dysregulation in lipid metabolism.  Biological basis to psychosocial conditions frequently reported by patients Wrap up Conclusions Future directions  NAAF funded study of comorbidities in National Alopecia Areata Registry. Updated the questionaire to validate existing data.  Characterize the distribution of risk alleles for possibly comorbid conditions in the GWAS cohort.  Leverage EHR cohorts linked to genetic data to further pursue investigation of biological validation
  • 17. Rheumatology Joan Bathon Gastroenerology Ben Lebohwl Govind Bhagat Ali Jabbari Jane Cerise Annemieke de Jong Zhengpeng Dai Stephanie Erjavec Alexa Abdelaziz Claire Higgins Muhammad Wajid Sivan Harel Yutaka Shimomura Tarek Yamany Esther Drill Mazen Kurban Hynumi Kim Katie Fantauzzo Courtney Luke Rita Cabral Gina DeStefano Ming Zhang Hazi Lam Department of Dermatology Angela M. Christiano Julian MacKay-Wiggan Neuropsychiatric Epidemiology Ruth Ottman Sharon S. Schwartz Biomedical Informatics Chunhua Weng George Hripcsak Neurology Claire S. Riley Cardiology Alan Tall