Differential Equations Introduction to Differential Equations
Algortyhm based differential diagnosis of erythemato-exfoliative skin disorders
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Transcript of Algortyhm based differential diagnosis of erythemato-exfoliative skin disorders
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Differential Diagnosis of
Erythemato-Exfoliative Skin Disorders
Wojciech Francuzik, Aleksandra Skłodowska
Tutor: Prof. Zygmunt Adamski
Student Scientific Working Group of Skin Diseases
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The difficulties of diagnosing skin disorders
?
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What is it? Definetly not this!
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Materials Database form the UCI repository was used in this study, with retrospective diagnosis of six
diseases:
Database consisted of 366 Patients
PR Pityriasis rosea
P Psoriasis
LP Lichen planus
CD Chronic dermatitis
SD Seborrhoeic dermatitis
PRP Pityriasis rubra pilaris
Source: http://archive.ics.uci.edu/ml/datasets/Dermatology
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METHOD Clinical Attributes: 1: erythema 2: scaling 3: definite borders 4: itching 5: koebner phenomenon 6: polygonal papules 7: follicular papules 8: oral mucosal involvement 9: knee and elbow involvement 10: scalp involvement 11: family history, (0 or 1) 34: Age (linear)
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Histopathological Attributes: 12: melanin incontinence 13: eosinophils in the infiltrate 14: PNL infiltrate 15: fibrosis of the papillary dermis 16: exocytosis 17: acanthosis 18: hyperkeratosis 19: parakeratosis 20: clubbing of the rete ridges 21: elongation of the rete ridges 22: thinning of the suprapapillary epidermis
23: spongiform pustule 24: munro microabcess 25: focal hypergranulosis 26: disappearance of the granular layer 27: vacuolisation and damage of basal layer 28: spongiosis 29: saw-tooth appearance of retes 30: follicular horn plug 31: perifollicular parakeratosis 32: inflammatory monoluclear inflitrate 33: band-like infiltrate
METHOD
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0, 1, 2, 3
0 & 1
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Statistical analysis
PR
P
LP
CD
SD
PRP
All other vs & Odds Ratio
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Algorithm preparation
PR
P
LP
CD
SD
PRP
Distinctive features
Algorithm design
Over 95% of correct diagnosis
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Results
P
CD
PRP
Definite borders OR= ∞ (6,856 - ∞) Thinning of the suprapappilary epidermis OR= 3402 (527.161-30722.447) Elongation of the rete ridges OR= ∞ (79,848 - ∞)
follicular papules OR= ∞ (90- ∞) follicular horn plug OR= 2172,33 (185,951- 62594.677) follicular parakeratosis OR= ∞ (513.304- ∞)
fibrosis of the papillary dermis OR= ∞ (908.579 - ∞)
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Results
LP
SD
PR
Polygonal papules OR= ∞ (900,336- ∞) Melanin incontinency OR= ∞ (∞ -1158,445) Oral mucosa involvement OR= ∞ (614,1 - ∞)
Polygonal papules OR= 0 Knee and elbow involvement OR= 0 (0- 0,1) Follicular papules OR= 0
Polygonal papules OR= 0 Clubbing of the rete ridges OR= 0 Saw tooth apparence OR= 0
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Imperfections
•Unability to differentiate properly between Pityriasis rosea and Seborrhoeic dermatitis
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Results
LP
SD
PR
Polygonal papules OR= ∞ (900,336- ∞) Melanin incontinency OR= ∞ (∞ -1158,445) Oral mucosa involvement OR= ∞ (614,1 - ∞)
Polygonal papules OR= 0 Knee and elbow involvement OR= 0 (0- 0,1) Follicular papules OR= 0
Polygonal papules OR= 0 Clubbing of the rete ridges OR= 0 Saw tooth apparence OR= 0
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Results
LP
SD
PR
Polygonal papules OR= ∞ (900,336- ∞) Melanin incontinency OR= ∞ (∞ -1158,445) Oral mucosa involvement OR= ∞ (614,1 - ∞)
Polygonal papules OR= 0 Knee and elbow involvement OR= 0 (0- 0,1) Follicular papules OR= 0
Polygonal papules OR= 0 Clubbing of the rete ridges OR= 0 Saw tooth apparence OR= 0
+ Herald Patch !!!
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SPECIAL THANKS TO DATA PROVIDERS:
Professor Nilsel Ilter, M.D, PhD. Grazi University
Professor Altalay Guvenir PhD.
Bilkent University
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Collaboration and Open Data Sharing