Dual-imaging system for burn depth diagnosis

被引:29
作者
Ganapathy, Priya [1 ]
Tamminedi, Tejaswi [1 ]
Qin, Yi [2 ]
Nanney, Lillian [3 ]
Cardwell, Nancy [3 ]
Pollins, Alonda [3 ]
Sexton, Kevin [3 ]
Yadegar, Jacob [1 ]
机构
[1] UtopiaCompress Corp, Los Angeles, CA 90064 USA
[2] USC, Viterbi Sch Engn, Dept Biomed Engn, Denney Res Ctr DRB 140, Los Angeles, CA 90089 USA
[3] Vanderbilt Univ Sch Med, Plast Surg Res Lab, Nashville, TN 37232 USA
关键词
Burn diagnosis; Immunohistochemical staining; Full-thickness burns; Partial-thickness burns; Optical coherence tomography; Pulse speckle imaging; Dual-modality for burn diagnosis; Porcine model; LEVEL SET EVOLUTION;
D O I
10.1016/j.burns.2013.05.004
中图分类号
R4 [临床医学];
学科分类号
1002 ; 100602 ;
摘要
Currently, determination of burn depth and healing outcomes has been limited to subjective assessment or a single modality, e.g., laser Doppler imaging. Such measures have proven less than ideal. Recent developments in other non-contact technologies such as optical coherence tomography (OCT) and pulse speckle imaging (PSI) offer the promise that an intelligent fusion of information across these modalities can improve visualization of burn regions thereby increasing the sensitivity of the diagnosis. In this work, we combined OCT and PSI images to classify the degree of burn (superficial, partial-thickness and full-thickness burns). Algorithms were developed to integrate and visualize skin structure (with and without burns) from the two modalities. We have completed the proposed initiatives by employing a porcine burn model and compiled results that attest to the utility of our proposed dual-modal fusion approach. Computer-derived data indicating the varying burn depths were validated through immunohistochemical analysis performed on burned skin tissue. The combined performance of OCT and PSI modalities provided an overall ROC-AUC = 0.87 (significant at p < 0.001) in classifying different burn types measured after 1-h of creating the burn wounds. Porcine model studies to assess feasibility of this dual-imaging system for wound tracking are underway. (C) 2013 Elsevier Ltd and ISBI. All rights reserved.
引用
收藏
页码:67 / 81
页数:15
相关论文
共 24 条
[1]   SEGMENTATION OF OCT SKIN IMAGES BY CLASSIFICATION OF SPECKLE STATISTICAL PARAMETERS [J].
Ali, Mcheik ;
Hadj, Batatia .
2010 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, 2010, :613-616
[2]  
[Anonymous], 2005, TECHNICAL REPORT
[3]  
[Anonymous], 2010, TECHNICAL REPORT
[4]  
Atiyeh B S, 2007, Ann Burns Fire Disasters, V20, P203
[5]   A silicone-based controlled-release device for accelerated proteolytic debridement of wounds [J].
Bott, Richard ;
Crissman, James ;
Kollar, Csilla ;
Saldajeno, Mae ;
Ganshaw, Grant ;
Thomas, Xavier ;
Lane, Thomas H. ;
Klykken, Paal ;
Davidson, Jeffrey M. ;
Nanney, Lillian B. .
WOUND REPAIR AND REGENERATION, 2007, 15 (02) :227-235
[6]   Laser Doppler, speckle and related techniques for blood perfusion mapping and imaging [J].
Briers, JD .
PHYSIOLOGICAL MEASUREMENT, 2001, 22 (04) :R35-R66
[7]  
Dougherty J. P., 2007, P SPIE, V6472
[8]   Measurement of depth of burns by laser Doppler perfusion imaging [J].
Droog, EJ ;
Steenbergen, W ;
Sjöberg, F .
BURNS, 2001, 27 (06) :561-568
[9]   Dynamic imaging of cerebral blood flow using laser speckle [J].
Dunn, AK ;
Bolay, T ;
Moskowitz, MA ;
Boas, DA .
JOURNAL OF CEREBRAL BLOOD FLOW AND METABOLISM, 2001, 21 (03) :195-201
[10]  
Durham Don R., 1993, Journal of Burn Care and Rehabilitation, V14, P544, DOI 10.1097/00004630-199309000-00009