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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
The difficulties of diagnosing skin
disorders
?
What is it? Definetly not this!
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
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)
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
0, 1, 2, 3
0 & 1
Statistical analysis
PR
P
LP
CD
SD
PRP
All othervs & Odds
Ratio
Algorithm preparation
PR
P
LP
CD
SD
PRP
Distinctive features
Algorithm design
Over 95% of correct diagnosis
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 - ∞)
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
Imperfections
• Unability to differentiate
properly between
Pityriasis rosea and
Seborrhoeic dermatitis
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
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 !!!
SPECIAL THANKS TO
DATA PROVIDERS:
Professor Nilsel Ilter, M.D, PhD.
Grazi University
Professor Altalay Guvenir PhD.
Bilkent University
Collaboration and Open Data Sharing

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Algortyhm based differential diagnosis of erythemato-exfoliative skin disorders

  • 1. Differential Diagnosis of Erythemato-Exfoliative Skin Disorders Wojciech Francuzik, Aleksandra Skłodowska Tutor: Prof. Zygmunt Adamski Student Scientific Working Group of Skin Diseases
  • 2. The difficulties of diagnosing skin disorders ?
  • 3.
  • 4. What is it? Definetly not this!
  • 5. 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
  • 6. 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)
  • 7. 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
  • 8. 0, 1, 2, 3 0 & 1
  • 11. 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 - ∞)
  • 12. 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
  • 13.
  • 14.
  • 15. Imperfections • Unability to differentiate properly between Pityriasis rosea and Seborrhoeic dermatitis
  • 16. 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
  • 17. 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 !!!
  • 18. SPECIAL THANKS TO DATA PROVIDERS: Professor Nilsel Ilter, M.D, PhD. Grazi University Professor Altalay Guvenir PhD. Bilkent University
  • 19. Collaboration and Open Data Sharing