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Atopic Dermatitis
Kullapornpas Benyajirapach, MD
March 8th, 2019
Outline
 Introduction
 Epidemiology
 Pathophysiology
 Clinical Features and Diagnosis
 Management
Introduction
• Atopic dermatitis (AD) - chronically relapsing inflammatory skin disease usually associated with
respiratory allergy
• Associated with other atopic disorders
• 50% Asthma
• 75% AR
• Characterized by recurrent eczematous lesions: poorly defined, erythematous patches with
exudation, blistering and crusting and scaling, fissuring and lichenification at later stages and
intense itch and discomfort
• Extremely heterogenous disease with wide spectrum of clinical features ranging from minimal
flexural eczema to erythroderma to eczema limited to the hands
• Complex interrelationship of genetic, environmental, immunologic, and epidermal factors
Middleton’s 8th Ed.
Weidinger et al. NATURE REVIEWS 2018
Epidemiology
• 15 – 30% in children
• 45% of all cases begin within the first 6 months of life
• 60% during the first year
• 85% before 5 years of age
• Up to 70% of children with AD will go into clinical remission before adolescence
• 7–10% in adult
Weidinger et al. NATURE REVIEWS 2018
Kapur et al. Allergy Asthma Clin Immunol 2018
Global Prevalence of Atopic Dermatitis Symptoms
Weidinger et al. NATURE REVIEWS 2018
W. Wisuthsarewong et al. Southeast Asian J Trop Med Public Health 2017
Pathophysiology
Barrier
Defect
Microbial
Inflam-
mation
Itch
Genetics
• Skin barrier/epidermal differentiation genes and immune response/host defense genes - key role
• Skin barrier abnormalities - loss-of-function mutations of the gene encoding epidermal barrier protein filaggrin (major
predisposing factor for AD)
•FLG gene mutations - early-onset, severe, and persistent AD, outgrow slowly than those without FLG mutations, increased
risk for development of asthma, as well as food and inhalant allergies
• Loricrin and involucrin both were significantly decreased in involved and uninvolved skin of AD patients
• Variants in SPINK5 gene - expressed in the uppermost epidermis where its product LEKTI-1 inhibits two serine proteases
(stratum corneum tryptic and chymotryptic enzymes) involved in desquamation and inflammation
• Imbalance of protease versus protease inhibitor activity → skin barrier breakdown and staphylococcal colonization in AD
Middleton’s 8th Ed.
Filaggrin Mutation
• FLG located in the
epidermal differentiation
complex, cluster of
approximately 60 genes
involved in epithelial
differentiation, on
chromosome 1q21
• Loss-of-function mutation
Alan D. Irvine et al. NEJM 2011.
Genetics
• Impaired skin barrier function in AD
pathogenesis
• ↑ transepidermal water loss
• ↑ entry of allergens, antigens, and
chemicals from the environment
• Causes skin inflammatory responses
Middleton’s 8th Ed.
Role of Epidermal Barrier
• Abnormalities in skin barrier: ↑ transepidermal water loss,
↑ levels of endogenous proteolytic enzymes, and ↓ three
key lipids at stratum corneum (cholesterol, free fatty acid
and ceramide)
• Use of soaps → ↑ skin pH, ↑ activity of endogenous
proteases → breakdown of epidermal barrier function
Middleton’s 8th Ed.
M. Janssens et al. J Lipid Res. 2012. 53: 2755
Role of Epidermal Barrier
•Exogenous proteases from house-dust mites and S. aureus
• Lack of endogenous protease inhibitors
• Mutations in FLG gene (located in the epidermal differentiation complex on chromosome 1q21)
→ complete or partial ↓ expression of epidermal protein, filament-aggregating protein
(filaggrin)
• Upregulated Th2 cytokines such as IL-4 and IL-13 in AD → downregulate FLG expression
• IL-22–producing “Th22” CD4+ and CD8+ cells reported in AD skin of AD patients
Middleton’s 8th Ed.
Role of Epidermal Barrier
• Tight junctions (TJs) located below the stratum
corneum regulate the selective permeability of the
paracellular pathway
• ↓ expression of the tight-junction (TJ) proteins claudin-
1 and claudin-23
• Impairment in TJs → barrier dysfunction and immune
dysregulation - mediated by ↓ claudin-1
Middleton’s 8th Ed.
Modified from Donald Y. M. Leung and DE BENEDETTO et al. J Allergy Clin Immunol 2011.
Stratum Corneum
• ↓ FLG, Loricrin, Involucrin
• Lipid defects
• ↓ Protease inhibitors & ↑ Proteases
• More alkaline pH
• Itch-scratch cycle
Tight Junctions
• ↓ CLDN proteins (CLDN1,4,8,23)
• ↓ Electrical resistance & ↑ Permeability
• Altered activation and location of APCs
Basal Cells
• Hyperproloferative
• ↑ Keratins 5,14,16
• Altered Na absorption
(ENaC)
Role of Allergen
FOOD
• 33% of infants and young children with AD - clinically relevant reactivity to food allergen
• Repeated challenges → eczematous lesions
AEROALLERGEN
• Respiratory route OR direct contact with inhalant allergens → induction and exacerbation of
AD
• Severity of AD correlated with degree of sensitization to aeroallergens
• Environmental control reducing dust mite allergen → clinical improvement in AD patients
Middleton’s 8th Ed.
Role of Allergen
MICROBIAL AGENTS
• Both lipophilic yeast Malassezia sympodialis and superficial dermatophyte Trichophyton
rubrum associated ↑ specific-IgE levels
• Malassezia sympodialis - patients with AD predominantly at head and neck
• S. aureus exotoxins (enterotoxins A and B and toxic shock syndrome toxin-1) = superantigens
→ persistent inflammation or exacerbations of AD
• Superantigens - augment allergen-specific IgE synthesis, subvert T regulatory (Treg) cell
function, and induce corticosteroid resistance
Middleton’s 8th Ed.
KENNEDY et al. J Allergy Clin Immunol 2017
• Comparing patients and control subjects, infants who had
affected skin at month 12 had statistically significant
differences in bacterial communities on the antecubital fossa
at month 2 compared with infants who were unaffected at
month 12
• Commensal staphylococci were significantly less abundant in
infants affected at month 12, suggesting that this genus
might protect against the later development of AD
• Conclusions: This study suggests that 12-month-old infants
with AD were not colonized with S aureus before having AD
PALLER et al. J Allergy Clin Immunol 2019
• Crosstalk between commensals and the immune system is
now recognized because microorganisms can modulate both
innate and adaptive immune responses
• In patients with AD, a decrease in microbiome diversity
correlates with disease severity and increased colonization
with pathogenic bacteria, such as S aureus
• Early clinical studies suggest that topical application of
commensal organisms (eg, Staphylococcus hominis or
Roseomonas mucosa) reduces AD severity, which supports
an important role for commensals in decreasing S aureus
colonization in patients with AD
Role of Allergen
AUTOANTIGENS
• Roles for autoantigens in chronic AD - patients with severe AD contain IgE antibodies directed
against human proteins
• Mainly intracellular protein, released from damaged tissues by infectious organisms or
scratchingtrigger IgE or T cell–mediated responses
• Hom s 1 - IgE-reactive autoantigens, 55-kD cytoplasmic protein in skin keratinocytes
• Dense fine speckles 70 kD (DFS70) – both IgG and IgE autoantibodies
• Human manganese superoxide dismutase (MnSOD) - induced primarily by exposure to MnSOD
of skin-colonizing yeast M. sympodialis
Middleton’s 8th Ed.
• Expression of structural proteins
• Expression of tight junction proteins
• Water Retention
• Altered lipids
• Altered microbiota
• Altered
proteolysis
• Irritability
• Permeability
• ↑ pH
• Susceptibility
to infections
Weidinger et al.
NATURE REVIEWS 2018
Weidinger et al. NATURE REVIEWS 2018
Itch Pathways
Weidinger et al. NATURE REVIEWS 2018
Itch Pathways
Histamine-dependent and Histamine-independent Itch Signalling Pathways
• Sensory neurons expressing histamine H1 receptor (H1R) and H4R respond to histamine
release
• Histamine-independent pathway: type 2 immunity cytokines and thymic stromal lymphopoietin
(TSLP) activate neurons expressing transient receptor potential cation channels
• C fibres relay the signal to spinal dorsal horn, where signal transducer and activator of
transcription 3 (STAT3)-dependent reactive astrocytes produce lipocalin 2 (LCN2, neutrophil
gelatinase-associated lipocalin)
• LCN2 sensitizes pruritic processing neuronal network involving neurons expressing gastrin-
releasing peptide receptor (GRPR)
Weidinger et al. NATURE REVIEWS 2018
Type 2 Immunity Cytokine
Signalling
Weidinger et al. NATURE REVIEWS 2018
Type 2 Immunity Cytokine
Signalling
• IL-4 and IL-13 produced mainly by T helper 2 (TH2) cells, basophils and group 2 innate lymphoid cells
• IL-4 binds cytokine receptor common subunit γC → activates Janus kinase 3 (JAK3)
• Both IL-4 and IL-13 bind IL-4 receptor subunit-α (IL-4Rα) → activates JAK1
• IL-13 binds IL-13 receptor subunit-α1 (IL-13Rα1) → activates non-receptor tyrosine-protein kinase TYK2 and JAK2
• JAK1, JAK2, JAK3 and TYK2 → phosphorylate STAT6 → dimerizes and migrates to nucleus
• STAT6 binds to promoters of IL-4-responsive and IL-13–responsive → promotes various effect
• IL-31 produced mainly by TH2 cells binds to IL-31 receptor subunit-α (IL-31Rα) → activates JAK1 and/or JAK2 →
phosphorylate STAT1, STAT3 and STAT5
• Dimers of these signal transducers translocate to the nucleus and activate IL-31-responsive genes
Clinical Features and Diagnosis
Weidinger et al. LANCET 2016
Clinical Features
and Diagnosis
Diagnostic Features
Hanifin, J.M. and Rajka, G. Acta Derm Venereol Suppl (Stockh) 1980
3 Major + 3 Minor
Ichthyosis Keratosis Pilaris Cheilitis
Denny-Morgan Line White Dermatographism
Phenotypes of AD (1)
• Acute VS Chronic Eczema
• Associated with ichthyosis, keratosis pilaris,
palmar hyperlinearity, early onset, severe and
persistent eczema (FLG null genotype)
• Intrinsic VS Extrinsic Atopic Eczema
• Adult VS Early Onset Eczema
Thomas Bieber et al. NEJM 2008
Silvia Pugliarello et al. JDDG 2011
Acute Lesion Chronic Lesion
Phenotypes of AD (2)
• Morphological variants:
- Nummular eczema - Atopic prurigo
- Lichen planus-like - Pityriasis alba
• Localized variants:
- Hand eczema - Cheilitis
- Juvenile palmar and plantar dermatitis
- Eyelid dermatitis - Nipple dermatitis
- Periorificial dermatitis
Silvia Pugliarello et al. JDDG 2011
Differential Diagnosis (1)
Kapur et al. Allergy Asthma Clin Immunol 2018
Differential Diagnosis (2)
Kapur et al. Allergy Asthma Clin Immunol 2018
Complicating Features
OCULAR PROBLEMS
• ↑ Numbers of IgE-bearing Langerhans found in conjunctival epithelium can capture
aeroallergens and present them to infiltrating T cells → ocular inflammation
Atopic keratoconjunctivitis
• Bilateral, itching, burning, tearing, and copious mucoid discharge
• Associated with eyelid dermatitis, chronic blepharitis
→ corneal scarring
Keratoconus - conical deformity of the cornea from persistent rubbing of the eyes
Anterior subcapsular cataracts - adolescence or early adult life
Middleton’s 8th Ed.
HAND DERMATITIS
• Irritating and aggravated by repeated wetting
INFECTIONS
• Virus: HSV, Molluscum Contagiosum, HPV
• Unique susceptibility that AD patients have to eczema herpeticum (EH) and eczema vaccinatum
(smallpox vaccine)
- acquired defect in the cutaneous antimicrobial
peptide response
• Superimposed dermatophytosis → AD flare
(opportunistic yeast Malassezia sympodialis)
Complicating Features
Middleton’s 8th Ed.
INFECTIONS
• Adherence of S. aureus may be related to expression of adhesins such as fibronectin and
fibrinogen in inflamed skin
• Higher rate of S. aureus colonization in AD lesions compared with lesions from other skin
disorders - associated with colonization of the nares
• Recurrent pustulosis - methicillin-resistant S. aureus (MRSA) as important pathogen in AD
Complicating Features
Middleton’s 8th Ed.
Management
PATIENT EDUCATION
GRADING OF SEVERITY
• EASI
• Rajka and Lengeland
• SCORAD
Management
Middleton’s 8th Ed.
EASI
RAJKA AND LENGELAND
SCORAD
IRRITANTS AVOIDANCE
• Patients with AD - lowered threshold of irritant responsiveness
• Detergents, soaps, chemicals, pollutants, and abrasive materials, extremes of temperature and
humidity
ALLERGENS AVOIDANCE
• Negative skin tests - high predictive value
• Positive skin tests - lower correlation with clinical symptoms
• Environmental control of dust mite may improve AD in patients who demonstrate specific IgE
to dust mite allergen
Management
Middleton’s 8th Ed.
Bathing
Thai CPG 2014 Middleton’s 2014 Practice Parameter
2012
European 2018 AAD 2014
•
• 5 -10
•
• (emollient)
• (anti-septic)
• Soak affected area
or bathe ∼10
minutes
• Warm (not
lukewarm) water
• Apply an occlusive
agent within a few
minutes after
hydrating the skin
• Warm soaking baths
for at least 10
minutes
• Followed by the
application of a
moisturizer
• Cleansing followed
by rapid rinse
• 27–30°C
• 5 min + use of bath
oils (2 last minutes
of bathing)
• Topical emollients
directly after bath
• 5-10 minutes
• Warm water
• Soaking in plain
water for 20 minutes
• Immediate
application of anti-
inflammatory
therapies
Bleach Bathing
Thai CPG 2014 Middleton’s 2014 Practice Parameter
2012
European 2018 AAD 2014
• N/A • Dilute sodium
hypochlorite (¼ to ½
cup per full tub)
• Nasal mupirocin
• Reduce skin
infections
• May lead to skin
irritation
• 0.5 cup of bleach in
40 gallons of water
twice weekly
• Plus intranasal
mupirocin (5
days/month)
• Decreased severity
of AD
• 0.005% sodium
hypochlorite bleach
• Did not show
superiority to water
baths
• Maybe helpful in
cases of moderate to
severe disease with
frequent bacterial
infections
Wet Wrap Therapy + Topical
Steroids
Thai CPG 2014 Middleton’s 2014 Practice Parameter
2012
European 2018 AAD 2014
• ,
• 6
• 1, 2, 3
• 2-14 (7 )
• Reduce pruritus and
inflammation
• Not with TCIs
• Refractory AD
• Not with TCIs
• Acute oozing,
erosive skin
• Up to 14 days (up to
3 days)
• Significant flares
and/or recalcitrant
disease
• Several hours to 24
hours
• Several days up to 2
weeks
Wet Wrap Therapy + Topical
Steroids
Moisturizers
Thai CPG 2014 Middleton’s 2014 Practice Parameter
2012
European 2018 AAD 2014
• 250 /500 /
• 2
•
• Amount N/A
• Applied several
times daily
• Alpha-hydroxy acids
• Amount N/A • up to 100 g/week in
young children, and
up to 500 g/week in
adults
• Amount N/A
• 2 or 3 times daily
1. OCCLUSIVES
• Forming a hydrophobic layer on surface of skin providing exogenous barrier to water loss
• Prevent evaporation from the skin, effective when applied to already dampened skin
• E.g. Petrolatum, Dimethicone, Silicone
2. HUMECTANTS
• ↑ Water content of skin by enhancing water absorption from dermis into epidermis
• Hydrate stratum corneum by absorbing water from external environment
• E.g. Glycerin, Propylene Glycol, α-Hydroxy Acids, Urea, Hyarulonic acid
Types of Moisturizers
Nolan et al. Dermatologic Therapy 2012
3. EMOLLIENT
• Filling in the crevices between corneocytes ↑ softness and smoothness of the skin and
improves overall appearance
• Lipid-containing substance
• E.g. Stearic, Linoleic, Linolenic, Oleic and Lauric acids from palm oil, coconut oil and wool fat
Types of Moisturizers
Nolan et al. Dermatologic Therapy 2012
ANTI-INFLAMMATORY AGENTS
• Palmitoylethanolamide (PEA)
• Bisabolol
• Butyrospermum parkii (shea butter)
• Licochalcone A
• Vitis vinifera (grapeseed)
• Niacinamide
• Glycyrrhetinic acid
• Glycyrrhiza inflata
Moisturizers
Nolan et al. Dermatologic Therapy 2012
Topical Corticosteroids
Thai CPG 2014 Middleton’s 2014 Practice Parameter
2012
European 2018 AAD 2014
• 2
• 1 FTU = 0.5 gm
•
• 1 FTU hand or groin
• 2 FTUs face or foot
• 3 FTUs an arm
• 6 FTUs leg
• 14 FTUs trunk
• 30 g for entire body
adult
• Amount N/A
• Ultra high potency 1-
2 weeks and not on
facial or skinfold
areas
• High potency up to 3
weeks for
exacerbations
• Twice to thrice
weekly
• Monthly amounts:
15 g in infants,
30 g in children
up to 60– 90 g in
adolescents and
adults
• 1 FTU = 0.5 g, 2 adult
palms
• Rule of 9’s
• Once daily
Relative Potencies of Topical Corticosteroids
Eichenfield et al. J AM ACAD DERMATOL JULY 2014
• Suppression of inflammatory genes → ↓ inflammation and pruritus
• Age-appropriate indications:
• Fluticasone 0.05% cream - up to 28 days in children age ≥3 months
• Fluticasone lotion - ≥12 months of age
• Mometasone cream/ointment - ≥2 years of age
• Local side effects: Thinning of the skin with telangiectasias, bruising, hypopigmentation, acne, striae, secondary
infections, perioral dermatitis, atrophic change
• Systemic side effects: cataract, glaucoma, suppress HPA axis, suppress growth, iatrogenic Cushing’s syndrome
• “Steroid Addiction” = adverse effect primarily of face of adult women with burning sensation which improve with
total discontinuation
• Proactive Therapy: twice-weekly applications of topical corticosteroid to areas that previously been involved but
now normal (↓ relapses and less need for topical corticosteroids)
Topical Corticosteroids
Middleton’s 8th Ed.
Thai CPG 2014
• Inhibit pro-inflammatory cytokine production from T cells
• Anti-inflammatory potency of 0.1% Tacrolimus = Intermediate TCS
• Anti-pruritic (inhibit mast cell degranulation)
• Second-line Therapy approved for age > 2 years
• Steroid-sparing, safe for face and intertriginous area
• Avoid sunlight
• NOT recommended in pregnant or immunocompromised patients
• Side effect: transient burning sensation, but NOT cause atrophy
• Proactive Therapy: twice-weekly → ↓ Relapse, need for TCS
Topical Calcineurin Inhibitors
Thai CPG 2014
Middleton’s 8th Ed.
Topical Calcineurin Inhibitors
TACROLIMUS
• Tacrolimus 0.03% age 2-16 years
• Tacrolimus 0.1% age > 16 years
• For all AD severity
• Safe as monotherapy use of 4 years
PIMECROLIMUS
• 1% Pimecrolimus age > 2 years
• Moderate to severe AD
• Safe as monotherapy use of 2 years
Thai CPG 2014
Middleton’s 8th Ed.
Coal Tar
• Similar to topical corticosteroid = ability to inhibit the influx of proinflammatory cells and in the
expression of CAMs in response to epicutaneous allergen challenge
• Tar preparations + topical corticosteroids → may ↓ need for more potent TCS
• Tar shampoos beneficial for scalp involvement
• Avoid use on acutely inflamed skin
• Side Effects: (rare) dryness, irritation, photosensitivity reactions, pustular folliculitis
Thai CPG 2014
Middleton’s 8th Ed.
Anti-infective Therapy
• Secondary infection with S. aureus is present
• Systemic therapy with semisynthetic penicillins or first- or second-generation cephalosporins
for 7 - 10 days
• Maintenance antibiotic therapy should be avoided → colonization by methicillin-resistant
organisms
• Topical anti-staphylococcal antibiotic mupirocin (Bactroban) 3 three times daily to affected
areas for 7 - 10 days
• Topical anti-staphylococcal antibiotic twice daily treatment for 5 days with a nasal preparation
of mupirocin may reduce nasal carriage of S. aureus
Middleton’s 8th Ed.
Anti-infective Therapy
• Systemic acyclovir - patients with disseminated eczema herpeticum (Kaposi varicelliform
eruption)
• Recurrent cutaneous herpetic infections - daily prophylactic oral acyclovir
• Topical (or rarely with systemic) antifungal drugs - superficial dermatophytosis and M.
sympodialis infections
Middleton’s 8th Ed.
Anti-pruritus
• Systemic antihistamine and anxiolytics maybe most useful
• Pruritus often worsen at night → sedative antihistamine at bedtime
• 2nd generation antihistamine → modest clinical benefit
• Topical antihistamines and topical anesthetics should be avoided because of potential
sensitization
Middleton’s 8th Ed.
Treatment for Recalcitrant Disease
• Cyclosporin A
• Mycophenolate Mofetil
• Azathioprine
• Methotrexate
• Phototherapy
Middleton’s 8th Ed.
Cyclosporin A
• Children: 2.5 mg/kg/day
• Rapid and highly significant improvements in all indices of disease activity: signs and symptoms,
body surface area, pruritus, and sleep disturbance
• Remain remission after treatment stop
• Decreased disease severity in all studies
• Side effects: ↑ serum urea, creatinine, and bilirubin concentrations, irreversible nephrotoxicity
Middleton’s 8th Ed.
Mycophenolate Mofetil
• Purine biosynthesis inhibitor
• Initial responses occurred within 8 weeks (mean 4 weeks) with maximal effects attained after 8
to 12 weeks (mean 9 weeks)
• 40 to 50 mg/kg/day in younger children
• 30 to 40 mg/kg/day in adolescents
• Well tolerated in all patients, with no infectious complications or laboratory abnormalities
• Reported herpes retinitis
Middleton’s 8th Ed.
Azathioprine
• Immunosuppressive agent affecting purine nucleotide synthesis
• Decrease in disease severity after active treatment
• Side effects: myelosuppression, hepatotoxicity, gastrointestinal disturbances, increased
susceptibility to infections, and risk of skin cancer.
• 1 to 3 mg/kg daily but should be adjusted based on TPMT levels, and routine screening blood
tests
• Onset of action is usually slow, and benefit may not be apparent for several months after
starting treatment
Middleton’s 8th Ed.
Methotrexate
• Folic acid antagonist that interferes with purine and pyrimidine synthesis
• Methotrexate (10 to 22.5 mg/week) comparable clinical efficacy to azathioprine (1.5 to 2.5
mg/kg/ day) after 12 weeks of treatment
• Symptom improvement in 2 weeks and up to 3 months
• Side effects: nausea and liver enzyme elevation
Middleton’s 8th Ed.
Phototherapy
• Narrowband UVB, broadband UVB, and UVA1
• Age > 12 years
• Well tolerated
• Median length of remission 3 months
• Short-term adverse effects: erythema, skin pain, pruritus, and pigmentation
• Long-term adverse effects: premature skin aging and cutaneous malignancies
Middleton’s 8th Ed.
Biologic Treatment: Dupilumab
Dupilumab - interleukin 4 (IL-4) receptor a-antagonist → reducing Th2 response
• Approved in the United States and Europe for the treatment of adult patients with moderate-
to-severe AD
• Adults with moderate-to-severe AD who receive weekly or biweekly dupilumab injections →
improved clinical and patient-reported outcomes: EASI, SCORAD, DLQI, itch Numeric Rating
Scale scores
• Greater outcome with concomitant use of topical corticosteroids
• Common adverse events: nasopharyngitis, upper respiratory tract infection, injection site
reactions, skin infections, and conjunctivitis
Gooderham et al. J AM ACAD DERMATOL 2018
Biologic Treatment: Dupilumab
Gooderham et al. J AM ACAD DERMATOL 2018
Biologic Treatment: Dupilumab
Gooderham et al. J AM ACAD DERMATOL 2018
Biologic Treatment: Dupilumab
Gooderham et al. J AM ACAD DERMATOL 2018
Immunotherapy
• Can be effective for patients with AD when it is associated with aeroallergen sensitivity
Middleton’s 8th Ed.
Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
Prevention
• No established primary prevention strategies for AD
• Effectiveness of early, consistent application of emollients for infants at increased risk
→ 30–50% reduction in AD at 6 months
• Reducing AD → potential to prevent food allergy
Kapur et al. Allergy Asthma Clin Immunol 2018
Pharmacological Therapies
in Development
Weidinger et al. NATURE REVIEWS 2018
Weidinger et al. NATURE REVIEWS 2018
Weidinger et al. NATURE REVIEWS 2018
Weidinger et al. NATURE REVIEWS 2018
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Atopic dermatitis

  • 2. Outline  Introduction  Epidemiology  Pathophysiology  Clinical Features and Diagnosis  Management
  • 3. Introduction • Atopic dermatitis (AD) - chronically relapsing inflammatory skin disease usually associated with respiratory allergy • Associated with other atopic disorders • 50% Asthma • 75% AR • Characterized by recurrent eczematous lesions: poorly defined, erythematous patches with exudation, blistering and crusting and scaling, fissuring and lichenification at later stages and intense itch and discomfort • Extremely heterogenous disease with wide spectrum of clinical features ranging from minimal flexural eczema to erythroderma to eczema limited to the hands • Complex interrelationship of genetic, environmental, immunologic, and epidermal factors Middleton’s 8th Ed. Weidinger et al. NATURE REVIEWS 2018
  • 4. Epidemiology • 15 – 30% in children • 45% of all cases begin within the first 6 months of life • 60% during the first year • 85% before 5 years of age • Up to 70% of children with AD will go into clinical remission before adolescence • 7–10% in adult Weidinger et al. NATURE REVIEWS 2018 Kapur et al. Allergy Asthma Clin Immunol 2018
  • 5. Global Prevalence of Atopic Dermatitis Symptoms Weidinger et al. NATURE REVIEWS 2018
  • 6. W. Wisuthsarewong et al. Southeast Asian J Trop Med Public Health 2017
  • 9. Genetics • Skin barrier/epidermal differentiation genes and immune response/host defense genes - key role • Skin barrier abnormalities - loss-of-function mutations of the gene encoding epidermal barrier protein filaggrin (major predisposing factor for AD) •FLG gene mutations - early-onset, severe, and persistent AD, outgrow slowly than those without FLG mutations, increased risk for development of asthma, as well as food and inhalant allergies • Loricrin and involucrin both were significantly decreased in involved and uninvolved skin of AD patients • Variants in SPINK5 gene - expressed in the uppermost epidermis where its product LEKTI-1 inhibits two serine proteases (stratum corneum tryptic and chymotryptic enzymes) involved in desquamation and inflammation • Imbalance of protease versus protease inhibitor activity → skin barrier breakdown and staphylococcal colonization in AD Middleton’s 8th Ed.
  • 10. Filaggrin Mutation • FLG located in the epidermal differentiation complex, cluster of approximately 60 genes involved in epithelial differentiation, on chromosome 1q21 • Loss-of-function mutation Alan D. Irvine et al. NEJM 2011.
  • 11. Genetics • Impaired skin barrier function in AD pathogenesis • ↑ transepidermal water loss • ↑ entry of allergens, antigens, and chemicals from the environment • Causes skin inflammatory responses Middleton’s 8th Ed.
  • 12. Role of Epidermal Barrier • Abnormalities in skin barrier: ↑ transepidermal water loss, ↑ levels of endogenous proteolytic enzymes, and ↓ three key lipids at stratum corneum (cholesterol, free fatty acid and ceramide) • Use of soaps → ↑ skin pH, ↑ activity of endogenous proteases → breakdown of epidermal barrier function Middleton’s 8th Ed. M. Janssens et al. J Lipid Res. 2012. 53: 2755
  • 13. Role of Epidermal Barrier •Exogenous proteases from house-dust mites and S. aureus • Lack of endogenous protease inhibitors • Mutations in FLG gene (located in the epidermal differentiation complex on chromosome 1q21) → complete or partial ↓ expression of epidermal protein, filament-aggregating protein (filaggrin) • Upregulated Th2 cytokines such as IL-4 and IL-13 in AD → downregulate FLG expression • IL-22–producing “Th22” CD4+ and CD8+ cells reported in AD skin of AD patients Middleton’s 8th Ed.
  • 14. Role of Epidermal Barrier • Tight junctions (TJs) located below the stratum corneum regulate the selective permeability of the paracellular pathway • ↓ expression of the tight-junction (TJ) proteins claudin- 1 and claudin-23 • Impairment in TJs → barrier dysfunction and immune dysregulation - mediated by ↓ claudin-1 Middleton’s 8th Ed.
  • 15. Modified from Donald Y. M. Leung and DE BENEDETTO et al. J Allergy Clin Immunol 2011. Stratum Corneum • ↓ FLG, Loricrin, Involucrin • Lipid defects • ↓ Protease inhibitors & ↑ Proteases • More alkaline pH • Itch-scratch cycle Tight Junctions • ↓ CLDN proteins (CLDN1,4,8,23) • ↓ Electrical resistance & ↑ Permeability • Altered activation and location of APCs Basal Cells • Hyperproloferative • ↑ Keratins 5,14,16 • Altered Na absorption (ENaC)
  • 16. Role of Allergen FOOD • 33% of infants and young children with AD - clinically relevant reactivity to food allergen • Repeated challenges → eczematous lesions AEROALLERGEN • Respiratory route OR direct contact with inhalant allergens → induction and exacerbation of AD • Severity of AD correlated with degree of sensitization to aeroallergens • Environmental control reducing dust mite allergen → clinical improvement in AD patients Middleton’s 8th Ed.
  • 17. Role of Allergen MICROBIAL AGENTS • Both lipophilic yeast Malassezia sympodialis and superficial dermatophyte Trichophyton rubrum associated ↑ specific-IgE levels • Malassezia sympodialis - patients with AD predominantly at head and neck • S. aureus exotoxins (enterotoxins A and B and toxic shock syndrome toxin-1) = superantigens → persistent inflammation or exacerbations of AD • Superantigens - augment allergen-specific IgE synthesis, subvert T regulatory (Treg) cell function, and induce corticosteroid resistance Middleton’s 8th Ed.
  • 18. KENNEDY et al. J Allergy Clin Immunol 2017 • Comparing patients and control subjects, infants who had affected skin at month 12 had statistically significant differences in bacterial communities on the antecubital fossa at month 2 compared with infants who were unaffected at month 12 • Commensal staphylococci were significantly less abundant in infants affected at month 12, suggesting that this genus might protect against the later development of AD • Conclusions: This study suggests that 12-month-old infants with AD were not colonized with S aureus before having AD
  • 19. PALLER et al. J Allergy Clin Immunol 2019 • Crosstalk between commensals and the immune system is now recognized because microorganisms can modulate both innate and adaptive immune responses • In patients with AD, a decrease in microbiome diversity correlates with disease severity and increased colonization with pathogenic bacteria, such as S aureus • Early clinical studies suggest that topical application of commensal organisms (eg, Staphylococcus hominis or Roseomonas mucosa) reduces AD severity, which supports an important role for commensals in decreasing S aureus colonization in patients with AD
  • 20. Role of Allergen AUTOANTIGENS • Roles for autoantigens in chronic AD - patients with severe AD contain IgE antibodies directed against human proteins • Mainly intracellular protein, released from damaged tissues by infectious organisms or scratchingtrigger IgE or T cell–mediated responses • Hom s 1 - IgE-reactive autoantigens, 55-kD cytoplasmic protein in skin keratinocytes • Dense fine speckles 70 kD (DFS70) – both IgG and IgE autoantibodies • Human manganese superoxide dismutase (MnSOD) - induced primarily by exposure to MnSOD of skin-colonizing yeast M. sympodialis Middleton’s 8th Ed.
  • 21. • Expression of structural proteins • Expression of tight junction proteins • Water Retention • Altered lipids • Altered microbiota • Altered proteolysis • Irritability • Permeability • ↑ pH • Susceptibility to infections Weidinger et al. NATURE REVIEWS 2018
  • 22. Weidinger et al. NATURE REVIEWS 2018 Itch Pathways
  • 23. Weidinger et al. NATURE REVIEWS 2018 Itch Pathways Histamine-dependent and Histamine-independent Itch Signalling Pathways • Sensory neurons expressing histamine H1 receptor (H1R) and H4R respond to histamine release • Histamine-independent pathway: type 2 immunity cytokines and thymic stromal lymphopoietin (TSLP) activate neurons expressing transient receptor potential cation channels • C fibres relay the signal to spinal dorsal horn, where signal transducer and activator of transcription 3 (STAT3)-dependent reactive astrocytes produce lipocalin 2 (LCN2, neutrophil gelatinase-associated lipocalin) • LCN2 sensitizes pruritic processing neuronal network involving neurons expressing gastrin- releasing peptide receptor (GRPR)
  • 24. Weidinger et al. NATURE REVIEWS 2018 Type 2 Immunity Cytokine Signalling
  • 25. Weidinger et al. NATURE REVIEWS 2018 Type 2 Immunity Cytokine Signalling • IL-4 and IL-13 produced mainly by T helper 2 (TH2) cells, basophils and group 2 innate lymphoid cells • IL-4 binds cytokine receptor common subunit γC → activates Janus kinase 3 (JAK3) • Both IL-4 and IL-13 bind IL-4 receptor subunit-α (IL-4Rα) → activates JAK1 • IL-13 binds IL-13 receptor subunit-α1 (IL-13Rα1) → activates non-receptor tyrosine-protein kinase TYK2 and JAK2 • JAK1, JAK2, JAK3 and TYK2 → phosphorylate STAT6 → dimerizes and migrates to nucleus • STAT6 binds to promoters of IL-4-responsive and IL-13–responsive → promotes various effect • IL-31 produced mainly by TH2 cells binds to IL-31 receptor subunit-α (IL-31Rα) → activates JAK1 and/or JAK2 → phosphorylate STAT1, STAT3 and STAT5 • Dimers of these signal transducers translocate to the nucleus and activate IL-31-responsive genes
  • 27. Weidinger et al. LANCET 2016 Clinical Features and Diagnosis
  • 28. Diagnostic Features Hanifin, J.M. and Rajka, G. Acta Derm Venereol Suppl (Stockh) 1980 3 Major + 3 Minor Ichthyosis Keratosis Pilaris Cheilitis Denny-Morgan Line White Dermatographism
  • 29. Phenotypes of AD (1) • Acute VS Chronic Eczema • Associated with ichthyosis, keratosis pilaris, palmar hyperlinearity, early onset, severe and persistent eczema (FLG null genotype) • Intrinsic VS Extrinsic Atopic Eczema • Adult VS Early Onset Eczema Thomas Bieber et al. NEJM 2008 Silvia Pugliarello et al. JDDG 2011 Acute Lesion Chronic Lesion
  • 30. Phenotypes of AD (2) • Morphological variants: - Nummular eczema - Atopic prurigo - Lichen planus-like - Pityriasis alba • Localized variants: - Hand eczema - Cheilitis - Juvenile palmar and plantar dermatitis - Eyelid dermatitis - Nipple dermatitis - Periorificial dermatitis Silvia Pugliarello et al. JDDG 2011
  • 31. Differential Diagnosis (1) Kapur et al. Allergy Asthma Clin Immunol 2018
  • 32. Differential Diagnosis (2) Kapur et al. Allergy Asthma Clin Immunol 2018
  • 33. Complicating Features OCULAR PROBLEMS • ↑ Numbers of IgE-bearing Langerhans found in conjunctival epithelium can capture aeroallergens and present them to infiltrating T cells → ocular inflammation Atopic keratoconjunctivitis • Bilateral, itching, burning, tearing, and copious mucoid discharge • Associated with eyelid dermatitis, chronic blepharitis → corneal scarring Keratoconus - conical deformity of the cornea from persistent rubbing of the eyes Anterior subcapsular cataracts - adolescence or early adult life Middleton’s 8th Ed.
  • 34. HAND DERMATITIS • Irritating and aggravated by repeated wetting INFECTIONS • Virus: HSV, Molluscum Contagiosum, HPV • Unique susceptibility that AD patients have to eczema herpeticum (EH) and eczema vaccinatum (smallpox vaccine) - acquired defect in the cutaneous antimicrobial peptide response • Superimposed dermatophytosis → AD flare (opportunistic yeast Malassezia sympodialis) Complicating Features Middleton’s 8th Ed.
  • 35. INFECTIONS • Adherence of S. aureus may be related to expression of adhesins such as fibronectin and fibrinogen in inflamed skin • Higher rate of S. aureus colonization in AD lesions compared with lesions from other skin disorders - associated with colonization of the nares • Recurrent pustulosis - methicillin-resistant S. aureus (MRSA) as important pathogen in AD Complicating Features Middleton’s 8th Ed.
  • 37. PATIENT EDUCATION GRADING OF SEVERITY • EASI • Rajka and Lengeland • SCORAD Management Middleton’s 8th Ed.
  • 38. EASI
  • 41. IRRITANTS AVOIDANCE • Patients with AD - lowered threshold of irritant responsiveness • Detergents, soaps, chemicals, pollutants, and abrasive materials, extremes of temperature and humidity ALLERGENS AVOIDANCE • Negative skin tests - high predictive value • Positive skin tests - lower correlation with clinical symptoms • Environmental control of dust mite may improve AD in patients who demonstrate specific IgE to dust mite allergen Management Middleton’s 8th Ed.
  • 42. Bathing Thai CPG 2014 Middleton’s 2014 Practice Parameter 2012 European 2018 AAD 2014 • • 5 -10 • • (emollient) • (anti-septic) • Soak affected area or bathe ∼10 minutes • Warm (not lukewarm) water • Apply an occlusive agent within a few minutes after hydrating the skin • Warm soaking baths for at least 10 minutes • Followed by the application of a moisturizer • Cleansing followed by rapid rinse • 27–30°C • 5 min + use of bath oils (2 last minutes of bathing) • Topical emollients directly after bath • 5-10 minutes • Warm water • Soaking in plain water for 20 minutes • Immediate application of anti- inflammatory therapies
  • 43. Bleach Bathing Thai CPG 2014 Middleton’s 2014 Practice Parameter 2012 European 2018 AAD 2014 • N/A • Dilute sodium hypochlorite (¼ to ½ cup per full tub) • Nasal mupirocin • Reduce skin infections • May lead to skin irritation • 0.5 cup of bleach in 40 gallons of water twice weekly • Plus intranasal mupirocin (5 days/month) • Decreased severity of AD • 0.005% sodium hypochlorite bleach • Did not show superiority to water baths • Maybe helpful in cases of moderate to severe disease with frequent bacterial infections
  • 44. Wet Wrap Therapy + Topical Steroids Thai CPG 2014 Middleton’s 2014 Practice Parameter 2012 European 2018 AAD 2014 • , • 6 • 1, 2, 3 • 2-14 (7 ) • Reduce pruritus and inflammation • Not with TCIs • Refractory AD • Not with TCIs • Acute oozing, erosive skin • Up to 14 days (up to 3 days) • Significant flares and/or recalcitrant disease • Several hours to 24 hours • Several days up to 2 weeks
  • 45. Wet Wrap Therapy + Topical Steroids
  • 46. Moisturizers Thai CPG 2014 Middleton’s 2014 Practice Parameter 2012 European 2018 AAD 2014 • 250 /500 / • 2 • • Amount N/A • Applied several times daily • Alpha-hydroxy acids • Amount N/A • up to 100 g/week in young children, and up to 500 g/week in adults • Amount N/A • 2 or 3 times daily
  • 47. 1. OCCLUSIVES • Forming a hydrophobic layer on surface of skin providing exogenous barrier to water loss • Prevent evaporation from the skin, effective when applied to already dampened skin • E.g. Petrolatum, Dimethicone, Silicone 2. HUMECTANTS • ↑ Water content of skin by enhancing water absorption from dermis into epidermis • Hydrate stratum corneum by absorbing water from external environment • E.g. Glycerin, Propylene Glycol, α-Hydroxy Acids, Urea, Hyarulonic acid Types of Moisturizers Nolan et al. Dermatologic Therapy 2012
  • 48. 3. EMOLLIENT • Filling in the crevices between corneocytes ↑ softness and smoothness of the skin and improves overall appearance • Lipid-containing substance • E.g. Stearic, Linoleic, Linolenic, Oleic and Lauric acids from palm oil, coconut oil and wool fat Types of Moisturizers Nolan et al. Dermatologic Therapy 2012
  • 49. ANTI-INFLAMMATORY AGENTS • Palmitoylethanolamide (PEA) • Bisabolol • Butyrospermum parkii (shea butter) • Licochalcone A • Vitis vinifera (grapeseed) • Niacinamide • Glycyrrhetinic acid • Glycyrrhiza inflata Moisturizers Nolan et al. Dermatologic Therapy 2012
  • 50.
  • 51. Topical Corticosteroids Thai CPG 2014 Middleton’s 2014 Practice Parameter 2012 European 2018 AAD 2014 • 2 • 1 FTU = 0.5 gm • • 1 FTU hand or groin • 2 FTUs face or foot • 3 FTUs an arm • 6 FTUs leg • 14 FTUs trunk • 30 g for entire body adult • Amount N/A • Ultra high potency 1- 2 weeks and not on facial or skinfold areas • High potency up to 3 weeks for exacerbations • Twice to thrice weekly • Monthly amounts: 15 g in infants, 30 g in children up to 60– 90 g in adolescents and adults • 1 FTU = 0.5 g, 2 adult palms • Rule of 9’s • Once daily
  • 52. Relative Potencies of Topical Corticosteroids Eichenfield et al. J AM ACAD DERMATOL JULY 2014
  • 53. • Suppression of inflammatory genes → ↓ inflammation and pruritus • Age-appropriate indications: • Fluticasone 0.05% cream - up to 28 days in children age ≥3 months • Fluticasone lotion - ≥12 months of age • Mometasone cream/ointment - ≥2 years of age • Local side effects: Thinning of the skin with telangiectasias, bruising, hypopigmentation, acne, striae, secondary infections, perioral dermatitis, atrophic change • Systemic side effects: cataract, glaucoma, suppress HPA axis, suppress growth, iatrogenic Cushing’s syndrome • “Steroid Addiction” = adverse effect primarily of face of adult women with burning sensation which improve with total discontinuation • Proactive Therapy: twice-weekly applications of topical corticosteroid to areas that previously been involved but now normal (↓ relapses and less need for topical corticosteroids) Topical Corticosteroids Middleton’s 8th Ed.
  • 55. • Inhibit pro-inflammatory cytokine production from T cells • Anti-inflammatory potency of 0.1% Tacrolimus = Intermediate TCS • Anti-pruritic (inhibit mast cell degranulation) • Second-line Therapy approved for age > 2 years • Steroid-sparing, safe for face and intertriginous area • Avoid sunlight • NOT recommended in pregnant or immunocompromised patients • Side effect: transient burning sensation, but NOT cause atrophy • Proactive Therapy: twice-weekly → ↓ Relapse, need for TCS Topical Calcineurin Inhibitors Thai CPG 2014 Middleton’s 8th Ed.
  • 56. Topical Calcineurin Inhibitors TACROLIMUS • Tacrolimus 0.03% age 2-16 years • Tacrolimus 0.1% age > 16 years • For all AD severity • Safe as monotherapy use of 4 years PIMECROLIMUS • 1% Pimecrolimus age > 2 years • Moderate to severe AD • Safe as monotherapy use of 2 years Thai CPG 2014 Middleton’s 8th Ed.
  • 57. Coal Tar • Similar to topical corticosteroid = ability to inhibit the influx of proinflammatory cells and in the expression of CAMs in response to epicutaneous allergen challenge • Tar preparations + topical corticosteroids → may ↓ need for more potent TCS • Tar shampoos beneficial for scalp involvement • Avoid use on acutely inflamed skin • Side Effects: (rare) dryness, irritation, photosensitivity reactions, pustular folliculitis Thai CPG 2014 Middleton’s 8th Ed.
  • 58. Anti-infective Therapy • Secondary infection with S. aureus is present • Systemic therapy with semisynthetic penicillins or first- or second-generation cephalosporins for 7 - 10 days • Maintenance antibiotic therapy should be avoided → colonization by methicillin-resistant organisms • Topical anti-staphylococcal antibiotic mupirocin (Bactroban) 3 three times daily to affected areas for 7 - 10 days • Topical anti-staphylococcal antibiotic twice daily treatment for 5 days with a nasal preparation of mupirocin may reduce nasal carriage of S. aureus Middleton’s 8th Ed.
  • 59. Anti-infective Therapy • Systemic acyclovir - patients with disseminated eczema herpeticum (Kaposi varicelliform eruption) • Recurrent cutaneous herpetic infections - daily prophylactic oral acyclovir • Topical (or rarely with systemic) antifungal drugs - superficial dermatophytosis and M. sympodialis infections Middleton’s 8th Ed.
  • 60. Anti-pruritus • Systemic antihistamine and anxiolytics maybe most useful • Pruritus often worsen at night → sedative antihistamine at bedtime • 2nd generation antihistamine → modest clinical benefit • Topical antihistamines and topical anesthetics should be avoided because of potential sensitization Middleton’s 8th Ed.
  • 61. Treatment for Recalcitrant Disease • Cyclosporin A • Mycophenolate Mofetil • Azathioprine • Methotrexate • Phototherapy Middleton’s 8th Ed.
  • 62. Cyclosporin A • Children: 2.5 mg/kg/day • Rapid and highly significant improvements in all indices of disease activity: signs and symptoms, body surface area, pruritus, and sleep disturbance • Remain remission after treatment stop • Decreased disease severity in all studies • Side effects: ↑ serum urea, creatinine, and bilirubin concentrations, irreversible nephrotoxicity Middleton’s 8th Ed.
  • 63. Mycophenolate Mofetil • Purine biosynthesis inhibitor • Initial responses occurred within 8 weeks (mean 4 weeks) with maximal effects attained after 8 to 12 weeks (mean 9 weeks) • 40 to 50 mg/kg/day in younger children • 30 to 40 mg/kg/day in adolescents • Well tolerated in all patients, with no infectious complications or laboratory abnormalities • Reported herpes retinitis Middleton’s 8th Ed.
  • 64. Azathioprine • Immunosuppressive agent affecting purine nucleotide synthesis • Decrease in disease severity after active treatment • Side effects: myelosuppression, hepatotoxicity, gastrointestinal disturbances, increased susceptibility to infections, and risk of skin cancer. • 1 to 3 mg/kg daily but should be adjusted based on TPMT levels, and routine screening blood tests • Onset of action is usually slow, and benefit may not be apparent for several months after starting treatment Middleton’s 8th Ed.
  • 65. Methotrexate • Folic acid antagonist that interferes with purine and pyrimidine synthesis • Methotrexate (10 to 22.5 mg/week) comparable clinical efficacy to azathioprine (1.5 to 2.5 mg/kg/ day) after 12 weeks of treatment • Symptom improvement in 2 weeks and up to 3 months • Side effects: nausea and liver enzyme elevation Middleton’s 8th Ed.
  • 66. Phototherapy • Narrowband UVB, broadband UVB, and UVA1 • Age > 12 years • Well tolerated • Median length of remission 3 months • Short-term adverse effects: erythema, skin pain, pruritus, and pigmentation • Long-term adverse effects: premature skin aging and cutaneous malignancies Middleton’s 8th Ed.
  • 67. Biologic Treatment: Dupilumab Dupilumab - interleukin 4 (IL-4) receptor a-antagonist → reducing Th2 response • Approved in the United States and Europe for the treatment of adult patients with moderate- to-severe AD • Adults with moderate-to-severe AD who receive weekly or biweekly dupilumab injections → improved clinical and patient-reported outcomes: EASI, SCORAD, DLQI, itch Numeric Rating Scale scores • Greater outcome with concomitant use of topical corticosteroids • Common adverse events: nasopharyngitis, upper respiratory tract infection, injection site reactions, skin infections, and conjunctivitis Gooderham et al. J AM ACAD DERMATOL 2018
  • 68. Biologic Treatment: Dupilumab Gooderham et al. J AM ACAD DERMATOL 2018
  • 69. Biologic Treatment: Dupilumab Gooderham et al. J AM ACAD DERMATOL 2018
  • 70. Biologic Treatment: Dupilumab Gooderham et al. J AM ACAD DERMATOL 2018
  • 71. Immunotherapy • Can be effective for patients with AD when it is associated with aeroallergen sensitivity Middleton’s 8th Ed.
  • 72. Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
  • 73. Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
  • 74. Linda Cox et al. J ALLERGY CLIN IMMUNOL PRACT 2016
  • 75. Prevention • No established primary prevention strategies for AD • Effectiveness of early, consistent application of emollients for infants at increased risk → 30–50% reduction in AD at 6 months • Reducing AD → potential to prevent food allergy Kapur et al. Allergy Asthma Clin Immunol 2018
  • 77. Weidinger et al. NATURE REVIEWS 2018
  • 78. Weidinger et al. NATURE REVIEWS 2018
  • 79. Weidinger et al. NATURE REVIEWS 2018
  • 80. Weidinger et al. NATURE REVIEWS 2018

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