Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

29
Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital Rate of correction after asymmetrical physeal suppression in valgus deformity: Analysis using a Linear mixed model application

description

Rate of correction after asymmetrical physeal suppression in valgus deformity: Analysis using a Linear mixed model application. Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital. Introduction. - PowerPoint PPT Presentation

Transcript of Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

Page 1: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

Ki Hyuk Sung, MD

Department of Orthopaedic SurgerySeoul National University Bundang Hospital

Rate of correction after asymmetrical physeal suppression in valgus deformity:

Analysis using a Linear mixed model application

Page 2: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Introduction

• Coronal angular deformity of the lower limb is a

common finding in growing children

• Permanent (irreversible) hemiepiphysiodesis

• Temporary (reversible) hemiepiphysiodesis using

staples, percutaneous screws, or a tension band

plate (eight-plate)

Page 3: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Page 4: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Page 5: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Page 6: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Introduction

• Measuring the rate of correction is necessary to predict

the time to end point

• The rate of angular correction has been calculated

simply by averaging.

• Other factors (age, surgical method, direction of

deformity, etiology, physis) must be considered while

estimating the rate of correction

Page 7: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Introduction

• A linear mixed model (LMM) is useful in settings where

multiple correlated measurements are made on the

same statistical units

• LMM consists of fixed effects and random effects

• Estimation of the correction rate by using a mixed model

application may confer more practical information to

clinicians

Page 8: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Purpose

• To estimate the rate of angular correction

after asymmetrical physeal suppression

• To analyze the factors that influence the rate

of correction by using a linear mixed model

application

Page 9: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Material and methods

Page 10: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Inclusion criteria

• Patients with valgus angular deformity of the

lower limb who underwent asymmetrical physeal

suppression

• A minimum follow-up of 3 months

Page 11: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Exclusion criteria

• Patients who visited our hospital less than two

times

• Patients who had inadequate preoperative or

postoperative radiographs available for review

• Patients who underwent any other bony

procedures such as an osteotomy

Page 12: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Radiographic measurements

Page 13: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Building a linear mixed model

• Three groups

• Distal femoral, proximal tibial, and distal tibial

• The rate of angular correction was adjusted by

multiple factors by using LMM

• Age, gender, and surgical method as the fixed effects

• Each subject as the random effect

Page 14: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Individual pattern of correction rate

Page 15: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Page 16: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Building a linear mixed model

• The estimates were fitted using the restricted

maximum likelihood estimation (REML) method

• The final model

• Age and surgical method specific rate

• Sex and surgical method specific intercept

Page 17: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Statistical Methods

• Univariate analysis

• LMM was used to model the correction rates and assess

covariate effects.

• Multivariate analysis

• For the final model to examine the significantly

contributing factor to the rate of valgus deformity

correction

• R (Version 2.13.1) using nlme package

Page 18: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Results

Page 19: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Patients’Demographics

Physis treated Distal femurProximal

tibiaDistaltibia

Total

No. of physes 72 70 33 175

No. of measurements 276 305 128 709

Gender (Male/ Female) 43/29 38/32 26/7 107/68

Limb (Left/ Right) 35/37 36/34 15/18 86/89

Age at surgery(years, mean±SD) 12.0±2.3 11.7±3.1 11.6±2.6 11.8±2.7

Surgical method

Staple/Screw/Permanent 24/44/4 20/47/3 0/28/5 44/119/12

Anatomical angle at initial(°, mean±SD) 76.1±4.5 85.0±5.0 77.9±5.1 80.0±6.3

Anatomical angel at final(°, mean±SD) 83.4±5.4 90.2±6.5 87.3±8.2 86.9±7.1

Mean amount of correction(°, mean±SD) 7.3±6.0 5.2±4.8 9.4±7.4 6.8±6.0

Page 20: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Univariate analysis of the correction rate for distal femur

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Sex Male (referent) 0.55 0.41 to 0.68 <0.001*

Female 0.75 0.54 to 0.97 0.062

Method Staple (referent) 0.64 0.46 to 0.82 <0.001*

Screw 0.64 0.42 to 0.87 0.968

Permanent 0.25 -0.24 to 0.74 0.124

Age F<12/M<14 (referent) 0.71 0.59 to 0.84 <0.001*

F≥12/M≥14 0.39 0.17 to 0.61 0.006*

Page 21: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Univariate analysis of the correction rate for proximal tibia

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Sex Male (referent) 0.36 0.25 to 0.47 <0.001*

Female 0.37 0.20 to 0.53 0.941

Method Staple (referent) 0.26 0.11 to 0.41 0.001*

Screw 0.42 0.24 to 0.60 0.085

Permanent 0.28 -0.12 to 0.69 0.909

Age F<12/M<14 (referent) 0.40 0.30 to 0.51 <0.001*

F≥12/M≥14 0.29 0.12 to 0.46 0.205

Page 22: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Univariate analysis of the correction rate for distal tibia

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Sex Male (referent) 0.52 0.39 to 0.64 <0.001*

Female 0.39 0.15 to 0.62 0.270

Method Screw (referent) 0.43 0.32 to 0.55 <0.001*

Permanent 0.63 0.39 to 0.86 0.101

Age F<12/M<14 (referent) 0.48 0.36 to 0.60 <0.001*

F≥12/M≥14 0.48 0.18 to 0.76 0.947

Page 23: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Multivariate analysis of the correction rate for distal femur

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Baseline Staple, F<12/M<14 0.79 0.60 to 0.97 <0.001*

Age F≥12/M≥14 0.51 0.27 to 0.75 0.025*

Method Screw 0.66 0.43 to 0.83 0.241

Permanent 0.58 0.06 to 1.11 0.441

* The difference in the rate of correction between the younger children and the older children is significant.

Page 24: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Multivariate analysis of the correction rate for proximal tibia

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Baseline Staple, F<12/M<14 0.29 0.14 to 0.44 <0.001*

Age F≥12/M≥14 0.14 -0.04 to 0.32 0.098

Method Screw 0.48 0.29 to 0.67 0.046*

Permanent 0.38 -0.03 to 0.79 0.660

* The difference in the rate of correction between the younger children and the older children is significant.

Page 25: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Multivariate analysis of the correction rate for distal tibia

Factor CodingRate of

correction (°/month)

95% Confidence

intervalp-value

Baseline Staple, F<12/M<14 0.44 0.33 to 0.55 <0.001*

Age F≥12/M≥14 0.35 0.07 to 0.64 0.552

Method Permanent 0.68 0.44 to 0.92 0.057

* The difference in the rate of correction according to the age and the method is not significant.

Page 26: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Page 27: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Conclusion

• Asymmetrical physeal suppression with staples,

percutaneous transphyseal screws, and permanent

method all are effective methods for treating

valgus deformity in growing children.

Page 28: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL

Conclusion

• When we treat valgus deformity in growing

children, we should take into consideration the fact

that the rate of correction at the distal femur is

lower in older children.

Page 29: Ki Hyuk Sung, MD Department of Orthopaedic Surgery Seoul National University Bundang Hospital

SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL ◦ SEOUL NATIONAL UNIVERSITY BUNDANG HOSPITAL