1
|
Resmini R, Faria da Silva L, Medeiros PRT, Araujo AS, Muchaluat-Saade DC, Conci A. A hybrid methodology for breast screening and cancer diagnosis using thermography. Comput Biol Med 2021; 135:104553. [PMID: 34246159 DOI: 10.1016/j.compbiomed.2021.104553] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Revised: 05/02/2021] [Accepted: 06/02/2021] [Indexed: 12/13/2022]
Abstract
Breast cancer is the second most common cancer in the world. Early diagnosis and treatment increase the patient's chances of healing. The temperature of cancerous tissues is generally different from that of healthy neighboring tissues, making thermography an option to be considered in the fight against cancer because it does not use ionizing radiation, venous access, or any other invasive process, presenting no damage or risk to the patient. In this paper, we propose a hybrid computational method using the Dynamic Infrared Thermography (DIT) and Static Infrared Thermography (SIT) for abnormality screening and diagnosis of malignant tumor (cancer), applying supervised and unsupervised machine learning techniques. We use the area under receiver operating characteristic curve, sensitivity, specificity, and accuracy as performance measures to compare the hybrid methodology with previous work in the literature. The K-Star classifier achieved accuracy of 99% in the screening phase using DIT images. The Support Vector Machines (SVM) classifier applied on SIT images yielded accuracy of 95% in the diagnosis of cancer. The results confirm the potential of the proposed approaches for screening and diagnosis of breast cancer.
Collapse
Affiliation(s)
- Roger Resmini
- Institute of Exact and Natural Sciences, Federal University of Rondonópolis, Cidade Universitária, Rondonópolis, MT, 78736-900, Brazil; Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
| | - Lincoln Faria da Silva
- Advanced Research Medical Laboratory, Departament of Information Technology and Education in Health, Faculty of Medical Sciences, State University of Rio de Janeiro, R. Professor Manuel de Abreu, 444, Rio de Janeiro, RJ, 20550-170, Brazil.
| | - Petrucio R T Medeiros
- Mídiacom Lab, Institute of Computing, Fluminense Federal University, R. Passo da Pátria 156, Niterói, RJ, 24210-240, Brazil.
| | - Adriel S Araujo
- Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
| | - Débora C Muchaluat-Saade
- Mídiacom Lab, Institute of Computing, Fluminense Federal University, R. Passo da Pátria 156, Niterói, RJ, 24210-240, Brazil.
| | - Aura Conci
- Visual Lab, Institute of Computing, Fluminense Federal University, Av. Gal. Milton Tavares de Souza, S/N - Niterói, RJ, 24210-346, Brazil.
| |
Collapse
|
2
|
Sarigoz T, Ertan T. Role of dynamic thermography in diagnosis of nodal involvement in patients with breast cancer: A pilot study. INFRARED PHYSICS & TECHNOLOGY 2020; 108:103336. [DOI: 10.1016/j.infrared.2020.103336] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
|
3
|
A Prospective Comparative Study of Color Doppler Ultrasound and Infrared Thermography in the Detection of Perforators for Anterolateral Thigh Flaps. Ann Plast Surg 2020; 84:S190-S195. [DOI: 10.1097/sap.0000000000002369] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
|
4
|
Rapid extraction of the hottest or coldest regions of medical thermographic images. Med Biol Eng Comput 2018; 57:379-388. [PMID: 30123948 DOI: 10.1007/s11517-018-1876-2] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2017] [Accepted: 07/21/2018] [Indexed: 01/01/2023]
Abstract
Early detection of breast tumors, feet pre-ulcers diagnosing in diabetic patients, and identifying the location of pain in patients are essential to physicians. Hot or cold regions in medical thermographic images have potential to be suspicious. Hence extracting the hottest or coldest regions in the body thermographic images is an important task. Lazy snapping is an interactive image cutout algorithm that can be applied to extract the hottest or coldest regions in the body thermographic images quickly with easy detailed adjustment. The most important advantage of this technique is that it can provide the results for physicians in real time readily. In other words, it is a good interactive image segmentation algorithm since it has two basic characteristics: (1) the algorithm produces intuitive segmentation that reflects the user intent with given a certain user input and (2) the algorithm is efficient enough to provide instant visual feedback. Comparing to other methods used by the authors for segmentation of breast thermograms such as K-means, fuzzy c-means, level set, and mean shift algorithms, lazy snapping was more user-friendly and could provide instant visual feedback. In this study, twelve test cases were presented and by applying lazy snapping algorithm, the hottest or coldest regions were extracted from the corresponding body thermographic images. The time taken to see the results varied from 7 to 30 s for these twelve cases. It was concluded that lazy snapping was much faster than other methods applied by the authors such as K-means, fuzzy c-means, level set, and mean shift algorithms for segmentation. Graphical abstract Time taken to implement lazy snapping algorithm to extract suspicious regions in different presented thermograms (in seconds). In this study, ten test cases are presented that by applying lazy snapping algorithm, the hottest or coldest regions were extracted from the corresponding body thermographic images. The time taken to see the results varied from 7 to 30 s for the ten cases. It concludes lazy snapping is much faster than other methods applied by the authors.
Collapse
|
5
|
The role of malignant tissue on the thermal distribution of cancerous breast. J Theor Biol 2017; 426:152-161. [DOI: 10.1016/j.jtbi.2017.05.031] [Citation(s) in RCA: 18] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2017] [Revised: 05/18/2017] [Accepted: 05/23/2017] [Indexed: 11/20/2022]
|
6
|
Lee CY, Wang HJ, Lai JH, Chang YC, Huang CS. Automatic Marker-free Longitudinal Infrared Image Registration by Shape Context Based Matching and Competitive Winner-guided Optimal Corresponding. Sci Rep 2017; 7:39834. [PMID: 28145474 PMCID: PMC5286440 DOI: 10.1038/srep39834] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2016] [Accepted: 11/25/2016] [Indexed: 12/03/2022] Open
Abstract
Long-term comparisons of infrared image can facilitate the assessment of breast cancer tissue growth and early tumor detection, in which longitudinal infrared image registration is a necessary step. However, it is hard to keep markers attached on a body surface for weeks, and rather difficult to detect anatomic fiducial markers and match them in the infrared image during registration process. The proposed study, automatic longitudinal infrared registration algorithm, develops an automatic vascular intersection detection method and establishes feature descriptors by shape context to achieve robust matching, as well as to obtain control points for the deformation model. In addition, competitive winner-guided mechanism is developed for optimal corresponding. The proposed algorithm is evaluated in two ways. Results show that the algorithm can quickly lead to accurate image registration and that the effectiveness is superior to manual registration with a mean error being 0.91 pixels. These findings demonstrate that the proposed registration algorithm is reasonably accurate and provide a novel method of extracting a greater amount of useful data from infrared images.
Collapse
Affiliation(s)
- Chia-Yen Lee
- Department of Electrical Engineering, National United University, Taiwan
| | - Hao-Jen Wang
- Department of Electrical Engineering, National United University, Taiwan.,Institute of Biomedical Engineering, National Taiwan University, Taiwan
| | - Jhih-Hao Lai
- Department of Electrical Engineering, National United University, Taiwan
| | - Yeun-Chung Chang
- Department of Medical Imaging, National Taiwan University Hospital and National Taiwan University College of Medicine, Taiwan
| | - Chiun-Sheng Huang
- Department of Surgery, National Taiwan University Hospital and National Taiwan University College of Medicine, Taiwan
| |
Collapse
|
7
|
Wu LA, Kuo WH, Chen CY, Tsai YS, Wang J. The association of infrared imaging findings of the breast with prognosis in breast cancer patients: an observational cohort study. BMC Cancer 2016; 16:541. [PMID: 27464553 PMCID: PMC4964093 DOI: 10.1186/s12885-016-2602-9] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2016] [Accepted: 07/22/2016] [Indexed: 11/25/2022] Open
Abstract
Background To evaluate whether infrared (IR) imaging findings are associated with prognosis in patients with invasive breast carcinomas. Methods This study was approved by the institutional review board of the research ethics committee of our hospital, and all participants gave written informed consent. From March 2005 to June 2007, we enrolled 143 patients with invasive breast cancer that underwent preoperative IR imaging. We used five IR signs to interpret breast IR imaging. Cox proportional hazards model was used to evaluate the effect of IR signs on long-term mortality. Results During a median follow-up of 2451 days (6.7 years), 31 patients died. Based on the Cox Proportional Hazards Model, IR1 sign (the temperature of cancer site minus that of the contralateral mirror imaging site) was positively associated with mortality in the univariate analysis (overall mortality hazard ratio [HR], 2.29; p = 0.03; disease-specific mortality HR, 2.57; p = 0.04) as well as the multivariate analysis after controlling for clinicopathological factors (overall mortality HR, 3.85; p = 0.01; disease-specific mortality HR, 3.91, p = 0.02). In patients with clinical stage I and II disease, IR1 was also positively associated with mortality (overall mortality HR, 3.76; p = 0.03; disease-specific mortality HR, 4.59; p = 0.03). Among patients with node-negative disease, IR1 and IR5 (asymmetrical thermographic pattern) were associated with mortality (p = 0.04 for both IR1 and IR5, chi-squared test). Conclusion Breast IR findings are associated with mortality in patients with invasive breast carcinomas. The association remained in patients with node-negative disease. Trial registration NCT00166998.
Collapse
Affiliation(s)
- Li-An Wu
- Department of Medical Imaging, Taipei City Hospital, Heping Branch, 33, Sec 2, Zhonghua Road, Zhongzheng Dist, Taipei 100, Taiwan.,Department of Medical Imaging, National Taiwan University Hospital, 7 Chung-Shan South Road, Taipei 100, Taiwan.,Department of Radiology, National Taiwan University College of Medicine, 1, section 1, Jen-Ai Road, Taipei 100, Taiwan
| | - Wen-Hung Kuo
- Department of Surgery, National Taiwan University Hospital and National Taiwan University College of Medicine, Taipei, Taiwan
| | - Chin-Yu Chen
- Department of Radiology, Chi-Mei Medical Center, 901 Zhonghua Road, Yongkang District, Tainan 710, Taiwan
| | - Yuh-Show Tsai
- Department of Biomedical Engineering, Chung Yuan Christian University, 200 Chung Pei Road, Chung Li Dist, Taoyuan, 32023, Taiwan
| | - Jane Wang
- Department of Medical Imaging, National Taiwan University Hospital, 7 Chung-Shan South Road, Taipei 100, Taiwan. .,Department of Radiology, National Taiwan University College of Medicine, 1, section 1, Jen-Ai Road, Taipei 100, Taiwan. .,Department of Radiology, Taipei Veterans General Hospital, 201, Section 2, Shipai Road, Taipei 112, Taiwan.
| |
Collapse
|
8
|
Riquet D, Houel N, Bodnar JL. Stimulated infrared thermography applied to differentiate scar tissue from peri-scar tissue: a preliminary study. J Med Eng Technol 2016; 40:307-14. [PMID: 27270169 DOI: 10.1080/03091902.2016.1193239] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
Every human injury leads to a scar formation. The healing process leads to the formation of new tissue: the scar, which is different from the original tissue. This process is influenced by mechanical strength and the local vasculature is modified. The purpose of this study is to show that there are various temperatures between the scar and the peri-scar area associated with the healing process that can be estimated using the thermal infrared camera. In the study, 12 scars were stimulated by cold. Several changes of temperature were observed between scar and peri-scar area for 10 min. Scars appeared significantly colder with a Wilcoxon test (p = 0.01). Results showed that stimulated infrared thermography can be used to monitor the temperature difference between the scar and peri-scar tissue.
Collapse
Affiliation(s)
- Damien Riquet
- a ESO Paris Research, Ecole Supérieure D'Ostéopathie , Cité Descartes , Champs-sur-Marne , France ;,b GRESPI/ECATHERM UFR Sciences Exactes Et Naturelles Campus Du Moulin De La Housse , Reims , France
| | - Nicolas Houel
- a ESO Paris Research, Ecole Supérieure D'Ostéopathie , Cité Descartes , Champs-sur-Marne , France
| | - Jean-Luc Bodnar
- b GRESPI/ECATHERM UFR Sciences Exactes Et Naturelles Campus Du Moulin De La Housse , Reims , France
| |
Collapse
|
9
|
Wu BW, Fang YC, Lin DPC. Applications of neural networks in human shape visual perception. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA. A, OPTICS, IMAGE SCIENCE, AND VISION 2015; 32:2338-2345. [PMID: 26831387 DOI: 10.1364/josaa.32.002338] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/05/2023]
Abstract
Advances in optical and electronic technology can immensely reduce noise in images and greatly enhance human visual recognition. However, it is still difficult for human eyes to identify low-resolution thermal images, due to the limits imposed by psychological and physiological factors. In addition, changes in monitor brightness and lens resolution may also interfere with visual recognition abilities. To overcome these limitations, we devised a suitable and effective recognition method which may help the military in revising the shape parameters of long-range targets. The modulation transfer function was used as a basis to extend the visual characteristics of the human visual model and a new model was produced through the incorporation of new shape parameters. The new human visual model was next used in combination with a backpropagation neural network for better recognition of low-resolution thermal images. The new model was then tested in experiments and the results showed that the accuracy rate of recognition steadily rose by over 95%.
Collapse
|
10
|
McGowan L, Loughin CA, Marino DJ, Umbaugh SE, Liu P, Amini M, Solt P, Lesser ML, Akerman M. Medical Infrared Imaging of Normal and Dysplastic Elbows in Dogs. Vet Surg 2015; 44:874-82. [PMID: 26340680 DOI: 10.1111/vsu.12372] [Citation(s) in RCA: 12] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
OBJECTIVE To investigate the ability of medical infrared imaging to differentiate between normal canine elbows and those with abnormal elbows (elbow dysplasia). STUDY DESIGN Prospective cohort study. ANIMALS Dogs with normal (n = 15) and abnormal (n = 14) elbows. METHODS Infrared imaging was performed on all dogs and data analyzed via descriptive statistics and image pattern analysis software. Animals with elbow dysplasia had arthroscopic procedures to confirm the presence of elbow disease. RESULTS Computer recognition pattern analysis was up to 100% correct in identifying abnormal elbows and normal elbows, with the medial images most consistent. The caudal, lateral, and cranial images correctly identified 83-100% abnormal elbows. The caudal and lateral images correctly identified 83% normal elbows. A significant difference in temperature was found between normal and abnormal elbows for the cranial full region of interest, lateral images, and each quadrant. CONCLUSION Medical infrared imaging was able to correctly identify known abnormal and known normal elbows in dogs.
Collapse
Affiliation(s)
- Lauren McGowan
- Department of Surgery, Long Island Veterinary Specialists, Plainveiw, New York
| | - Catherine A Loughin
- Department of Surgery, Long Island Veterinary Specialists, Plainveiw, New York
| | - Dominic J Marino
- Department of Surgery, Long Island Veterinary Specialists, Plainveiw, New York
| | - Scott E Umbaugh
- Department of Electrical and Computer Engineering, School of Engineering, Southern Illinois University, Edwardsville, Illinois
| | - Peng Liu
- Department of Electrical and Computer Engineering, School of Engineering, Southern Illinois University, Edwardsville, Illinois
| | - Maryam Amini
- Department of Electrical and Computer Engineering, School of Engineering, Southern Illinois University, Edwardsville, Illinois
| | - Patrick Solt
- Department of Electrical and Computer Engineering, School of Engineering, Southern Illinois University, Edwardsville, Illinois
| | - Martin L Lesser
- Department of Molecular Medicine and Department of Population Health, Biostatistics Unit, The Feinstein Institute for Medical Research, Hofstra North Shore-LIJ School of Medicine, New Hyde Park, New York
| | - Meredith Akerman
- Department of Molecular Medicine and Department of Population Health, Biostatistics Unit, The Feinstein Institute for Medical Research, Hofstra North Shore-LIJ School of Medicine, New Hyde Park, New York
| |
Collapse
|
11
|
Waddell RE, Marino DJ, Loughin CA, Tumulty JW, Dewey CW, Sackman J. Medical infrared thermal imaging of cats with hyperthyroidism. Am J Vet Res 2015; 76:53-9. [PMID: 25535661 DOI: 10.2460/ajvr.76.1.53] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To determine the usefulness of medical infrared thermal imaging (MITI) as a screening tool for hyperthyroidism in cats, evaluate the need for hair clipping over the ventral aspect of the neck to achieve optimal images, and determine whether there is a change in thermal patterns at 1 and 3 months after radioactive sodium iodide I 131 treatment. ANIMALS 17 cats with and 12 control cats without hyperthyroidism. PROCEDURES All cats underwent MITI first with the hair present and then after the hair was clipped. Each cat with hyperthyroidism was subsequently appropriately treated SC with radioiodide; reevaluations, including MITI before and after hair clipping and measurement of serum thyroxine concentration, were performed 1 and 3 months after treatment. RESULTS The MITI had 80.5% and 87.5% accuracy in differentiating hyperthyroid cats from clinically normal cats before and after the hair over the ventral aspect of the neck was clipped. Among cats with an initial serum thyroxine concentration > 4.0 μg/dL, the success rate for MITI-detected response to radioiodide treatment at the 1-month reevaluation was 92.86% in unshaved cats and 85.71% in shaved cats. The success rate for MITI-detected response to radioiodide treatment at the 3-month reevaluation was 100% in unshaved and shaved cats. CONCLUSIONS AND CLINICAL RELEVANCE Results indicated that MITI was successful in differentiating between hyperthyroid cats and clinically normal cats and identifying patients with thyroxine concentration within reference interval after radioactive sodium iodide I 131 treatment.
Collapse
Affiliation(s)
- Robert E Waddell
- Department of Surgery, Long Island Veterinary Specialists, 163 S Service Rd, Plainview, NY 11803
| | | | | | | | | | | |
Collapse
|
12
|
Sanchis-Sánchez E, Salvador-Palmer R, Codoñer-Franch P, Martín J, Vergara-Hernández C, Blasco J, Ballester E, Sanchis E, González-Peña R, Cibrián R. Infrared thermography is useful for ruling out fractures in paediatric emergencies. Eur J Pediatr 2015; 174:493-9. [PMID: 25241828 DOI: 10.1007/s00431-014-2425-0] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/05/2014] [Revised: 09/09/2014] [Accepted: 09/12/2014] [Indexed: 11/29/2022]
Abstract
UNLABELLED Musculoskeletal injuries are a leading cause of paediatric injuries and emergency department visits in Western countries. Diagnosis usually involves radiography, but this exposes children without fractures to unnecessary ionising radiation. We explored whether infrared thermography could provide a viable alternative in trauma cases. We compared radiography and thermal images of 133 children who had been diagnosed with a trauma injury in the emergency unit of a Spanish hospital. As well as the thermal variables in the literature, we introduced a new quantifier variable, the size of the lesion. Decision tree models were built to assess the technique's accuracy in diagnosing whether a bone had been fractured or not. Infrared thermography had a sensitivity of 0.91, a specificity of 0.88 and a negative predictive value of 0.95. The new lesion size variable introduced appeared to be of main importance to the discriminatory power of the method. CONCLUSION The high negative predictive value of infrared thermography suggests that it is a promising method for ruling out fractures.
Collapse
|
13
|
Grossbard BP, Loughin CA, Marino DJ, Marino LJ, Sackman J, Umbaugh SE, Solt PS, Afruz J, Leando P, Lesser ML, Akerman M. Medical Infrared Imaging (Thermography) of Type I Thoracolumbar Disk Disease in Chondrodystrophic Dogs. Vet Surg 2014; 43:869-76. [DOI: 10.1111/j.1532-950x.2014.12239.x] [Citation(s) in RCA: 23] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2011] [Accepted: 08/01/2011] [Indexed: 11/30/2022]
Affiliation(s)
- Brian P. Grossbard
- Department of Surgery; Long Island Veterinary Specialists; Plainview New York
| | - Catherine A. Loughin
- Department of Surgery; Long Island Veterinary Specialists; Plainview New York
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
| | - Dominic J. Marino
- Department of Surgery; Long Island Veterinary Specialists; Plainview New York
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
| | - Leonard J. Marino
- Department of Surgery; Long Island Veterinary Specialists; Plainview New York
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
| | - Joseph Sackman
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
| | - Scott E. Umbaugh
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
- Computer Vision and Image Processing Laboratory; Electrical and Computer Engineering Department; Southern Illinois University at Edwardsville; Edwardsville Illinois
| | - Patrick S. Solt
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
- Computer Vision and Image Processing Laboratory; Electrical and Computer Engineering Department; Southern Illinois University at Edwardsville; Edwardsville Illinois
| | - Jakia Afruz
- Computer Vision and Image Processing Laboratory; Electrical and Computer Engineering Department; Southern Illinois University at Edwardsville; Edwardsville Illinois
| | - Peter Leando
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
- Meditherm, Inc.; Fort Myers Florida
| | - Martin L. Lesser
- The Canine Chiari Institute at Long Island Veterinary Specialists; Plainview New York
- North Shore-LIJ Health System Feinstein Institute for Medical Research, Biostatistics Unit; Manhasset New York
| | - Meredith Akerman
- North Shore-LIJ Health System Feinstein Institute for Medical Research, Biostatistics Unit; Manhasset New York
| |
Collapse
|
14
|
Ioannou S, Gallese V, Merla A. Thermal infrared imaging in psychophysiology: potentialities and limits. Psychophysiology 2014; 51:951-63. [PMID: 24961292 PMCID: PMC4286005 DOI: 10.1111/psyp.12243] [Citation(s) in RCA: 127] [Impact Index Per Article: 12.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2014] [Accepted: 04/28/2014] [Indexed: 11/30/2022]
Abstract
Functional infrared thermal imaging (fITI) is considered an upcoming, promising methodology in the emotional arena. Driven by sympathetic nerves, observations of affective nature derive from muscular activity subcutaneous blood flow as well as perspiration patterns in specific body parts. A review of 23 experimental procedures that employed fITI for investigations of affective nature is provided, along with the adopted experimental protocol and the thermal changes that took place on selected regions of interest in human and nonhuman subjects. Discussion is provided regarding the selection of an appropriate baseline, the autonomic nature of the thermal print, the experimental setup, methodological issues, limitations, and considerations, as well as future directions.
Collapse
Affiliation(s)
- Stephanos Ioannou
- Department of Neuroscience, Section of Physiology, Parma University, Parma, Italy; Department of Neuroscience and Imaging, G. d'Annunzio University, Chieti-Pescara, Italy; Infrared Imaging Lab, Institute of Advanced Biomedical Technologies (ITAB), G. d'Annunzio Foundation, Chieti, Italy
| | | | | |
Collapse
|
15
|
Collett AE, Guilfoyle C, Gracely EJ, Frazier TG, Barrio AV. Infrared imaging does not predict the presence of malignancy in patients with suspicious radiologic breast abnormalities. Breast J 2014; 20:375-80. [PMID: 24861444 DOI: 10.1111/tbj.12273] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2013] [Revised: 08/23/2013] [Accepted: 08/30/2013] [Indexed: 10/25/2022]
Abstract
The NoTouch BreastScan (NTBS) is a non-invasive infrared imaging device which measures thermal gradients in breasts using dual infrared cameras and computer analysis. We evaluated NTBS as a predictor of breast cancer in patients undergoing minimally invasive biopsy. In this IRB-approved prospective trial, 121 female patients underwent NTBS prior to scheduled tissue biopsy. Twenty-two patients were excluded due to uninterpretable scans (n = 18), diagnosis of a nonprimary breast malignancy (n = 1), or no biopsy performed (n = 3) for a total of 99 patients. Five patients had bilateral breast biopsies and one patient had two ipsilateral biopsies, resulting in 105 biopsies. Patients were prospectively scanned using a high specificity mode, termed NTBS1. All 99 patients were retrospectively re-evaluated in a high sensitivity mode, NTBS2. Of 105 biopsies performed in 99 women, 33 (31.4%) were malignant and 72 (68.6%) were benign. NTBS1 demonstrated a sensitivity of 45.5% and a specificity of 88.9%. Of 94 normal contralateral breasts, 9.6% had a positive NTBS1. In the retrospective evaluation, NTBS2 demonstrated a sensitivity of 78.8% and a specificity of 48.6%. Half (50%) of the normal contralateral breasts had a positive NTBS2. NTBS does not accurately predict malignancy in women with suspicious imaging abnormalities. The higher sensitivity mode results in an unacceptable number of false positives, precluding its use. Infrared imaging did not improve the sensitivity or specificity of mammography in this clinical setting.
Collapse
Affiliation(s)
- Abigail E Collett
- Department of Surgery, The Bryn Mawr Hospital, Bryn Mawr, Pennsylvania
| | | | | | | | | |
Collapse
|
16
|
Gerasimova E, Audit B, Roux SG, Khalil A, Gileva O, Argoul F, Naimark O, Arneodo A. Wavelet-based multifractal analysis of dynamic infrared thermograms to assist in early breast cancer diagnosis. Front Physiol 2014; 5:176. [PMID: 24860510 PMCID: PMC4021111 DOI: 10.3389/fphys.2014.00176] [Citation(s) in RCA: 57] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/11/2014] [Accepted: 04/17/2014] [Indexed: 11/13/2022] Open
Abstract
Breast cancer is the most common type of cancer among women and despite recent advances in the medical field, there are still some inherent limitations in the currently used screening techniques. The radiological interpretation of screening X-ray mammograms often leads to over-diagnosis and, as a consequence, to unnecessary traumatic and painful biopsies. Here we propose a computer-aided multifractal analysis of dynamic infrared (IR) imaging as an efficient method for identifying women with risk of breast cancer. Using a wavelet-based multi-scale method to analyze the temporal fluctuations of breast skin temperature collected from a panel of patients with diagnosed breast cancer and some female volunteers with healthy breasts, we show that the multifractal complexity of temperature fluctuations observed in healthy breasts is lost in mammary glands with malignant tumor. Besides potential clinical impact, these results open new perspectives in the investigation of physiological changes that may precede anatomical alterations in breast cancer development.
Collapse
Affiliation(s)
- Evgeniya Gerasimova
- Laboratory of Physical Foundation of Strength, Institute of Continuous Media Mechanics UB RASPerm, Russia
| | - Benjamin Audit
- Laboratoire de Physique, ENS de Lyon, CNRS, UMR 5672, Université de LyonLyon, France
| | - Stephane G. Roux
- Laboratoire de Physique, ENS de Lyon, CNRS, UMR 5672, Université de LyonLyon, France
| | - André Khalil
- Department of Mathematics and Statistics, University of MaineOrono, ME, USA
| | - Olga Gileva
- Department of Therapeutic and Propedeutic Dentistry, Perm State Academy of MedicinePerm, Russia
| | - Françoise Argoul
- Laboratoire de Physique, ENS de Lyon, CNRS, UMR 5672, Université de LyonLyon, France
| | - Oleg Naimark
- Laboratory of Physical Foundation of Strength, Institute of Continuous Media Mechanics UB RASPerm, Russia
| | - Alain Arneodo
- Laboratoire de Physique, ENS de Lyon, CNRS, UMR 5672, Université de LyonLyon, France
| |
Collapse
|
17
|
Clarkson H, Birch W. Tattoos and human identification: investigation into the use of X-ray and infrared radiation in the visualization of tattoos. J Forensic Sci 2013; 58:1264-1272. [PMID: 23879600 DOI: 10.1111/1556-4029.12237] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2012] [Revised: 09/11/2012] [Accepted: 10/06/2012] [Indexed: 01/17/2023]
Abstract
Any person with a tattoo known to their family or friends could potentially be identified from the presence of such personal identifying markers. Problems in identification utilizing tattoos may arise when these markers are removed or defaced in some way. This paper uses infrared wavelengths at 760, 850, and 950 nm to improve the visualization of laser-removed or covered up tattoos and also to establish whether the ink pigments used can be observed on radiographs from any metal that may be present. The results obtained indicate that some older inks have a high enough metallic content to allow them to be viewed on a radiograph, while infrared light can demonstrate latent ink still present in the skin after laser removal and can also be utilized to distinguish an original tattoo through a secondary "cover-up" tattoo. Infrared photography and radiography have been shown to improve tattoo visualization in a forensic context.
Collapse
Affiliation(s)
- Helen Clarkson
- UCL Institute of Archaeology, 31-34 Gordon Square, London, WC1H OPY, U.K
| | - Wendy Birch
- Anatomy Laboratory, University College London, Rockefeller Building 21, University Street, London, WC1E 6JJ, U.K
| |
Collapse
|
18
|
Cohen EEW, Ahmed O, Kocherginsky M, Shustakova G, Kistner-Griffin E, Salama JK, Yefremenko V, Novosad V. Study of functional infrared imaging for early detection of mucositis in locally advanced head and neck cancer treated with chemoradiotherapy. Oral Oncol 2013; 49:1025-31. [PMID: 23988569 DOI: 10.1016/j.oraloncology.2013.07.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2013] [Revised: 07/18/2013] [Accepted: 07/23/2013] [Indexed: 10/26/2022]
Abstract
BACKGROUND AND PURPOSE Chemoradiotherapy (CRT) has led to improved efficacy in treating locally advanced squamous cell carcinoma of the head and neck (LA-SCCHN) but has led to almost universal in-field mucositis. Patients treated with the same regimen often have differences in mucositis occurrence and severity. Mucositis induced via radiation is known to represent an intense inflammatory response histologically. We hypothesized that patients destined to display severe mucocutaneous toxicity would demonstrate greater alterations in thermal intensity early in therapy than identically treated counterparts. This will allow identification of patients that will require more intensive supportive care using thermal imaging technology. MATERIALS AND METHODS Subjects with LA-SCCHN (oral cavity or oropharynx) being treated with the identical chemoradiotherapy regimen underwent baseline and weekly thermal imaging. Changes in skin temperature caused by mucositis and dermatitis compared with a reference area (ΔT were calculated and correlated to grade of mucositis based on NCI-CTCAE 3.0. RESULTS Thirty-four subjects were enrolled. Grade 3 mucositis and dermatitis was observed in 53% and 21%, respectively. We observed a statistically significant positive association between an early rise in ΔT and mucositis grade (p value=0.03). CONCLUSIONS Thermal imaging is able to detect small and early changes in skin surface temperature that may be associated with development of mucositis in patients being treated with chemoradiotherapy.
Collapse
Affiliation(s)
- Ezra E W Cohen
- Department of Medicine, University of Chicago, United States; University of Chicago Comprehensive Cancer Center, United States.
| | | | | | | | | | | | | | | |
Collapse
|
19
|
Lee JH, Kim YN, Ku J, Park HJ. Optical-based artificial palpation sensors for lesion characterization. SENSORS (BASEL, SWITZERLAND) 2013; 13:11097-11113. [PMID: 23966198 PMCID: PMC3812644 DOI: 10.3390/s130811097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/09/2013] [Revised: 08/02/2013] [Accepted: 08/05/2013] [Indexed: 06/02/2023]
Abstract
Palpation techniques are widely used in medical procedures to detect the presence of lumps or tumors in the soft breast tissues. Since these procedures are very subjective and depend on the skills of the physician, it is imperative to perform detailed a scientific study in order to develop more efficient medical sensors to measure and generate palpation parameters. In this research, we propose an optical-based, artificial palpation sensor for lesion characterization. This has been developed using a multilayer polydimethylsiloxane optical waveguide. Light was generated at the critical angle to reflect totally within the flexible and transparent waveguide. When a waveguide was compressed by an external force, its contact area would deform and cause the light to scatter. The scattered light was captured by a high-resolution camera and saved as an image format. To test the performance of the proposed system, we used a realistic tissue phantom with embedded hard inclusions. The experimental results show that the proposed sensor can detect inclusions and provide the relative value of size, depth, and Young's modulus of an inclusion.
Collapse
Affiliation(s)
- Jong-Ha Lee
- Department of Biomedical Engineering, School of Medicine, Keimyung University, 1095, Dalgubeol-daero, Daegu 704-701, Korea; E-Mail: (J.-H.L.); Tel.: +82-53-580-3736; Fax: +82-53-580-3746
| | - Yoon Nyun Kim
- Department of Internal Medicine, Dongsan Medical Center, Keimyung University, 1095, Dalgubeol-daero, Daegu 704-701, Korea; E-Mail: ; Tel.: +82-53-580-3736; Fax: +82-53-250-7952
| | - Jeonghun Ku
- Department of Biomedical Engineering, School of Medicine, Keimyung University, 1095, Dalgubeol-daero, Daegu 704-701, Korea; E-Mail: (J.-H.L.); Tel.: +82-53-580-3736; Fax: +82-53-580-3746
| | - Hee-Jun Park
- Department of Biomedical Engineering, School of Medicine, Keimyung University, 1095, Dalgubeol-daero, Daegu 704-701, Korea; E-Mail: (J.-H.L.); Tel.: +82-53-580-3736; Fax: +82-53-580-3746
| |
Collapse
|
20
|
Vainionpää MH, Raekallio MR, Junnila JJT, Hielm-Björkman AK, Snellman MPM, Vainio OM. A comparison of thermographic imaging, physical examination and modified questionnaire as an instrument to assess painful conditions in cats. J Feline Med Surg 2013; 15:124-31. [PMID: 23076598 PMCID: PMC10816657 DOI: 10.1177/1098612x12463926] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Pain recognition in cats is difficult and requires a multidisciplinary approach for diagnosis. A total of 103 client-owned cats were enrolled in this prospective, blinded clinical trial. Cats were invited to the clinic, or presented for annual rechecks/vaccinations, or gastrointestinal, dental or locomotor problems. The cats were of different breeds; both shorthaired and longhaired cats were included. Those cats that tolerated it were palpated and all cats were examined with the non-invasive method of thermographic imaging. Owners filled out a questionnaire about their cat's behaviour and estimated whether the cat was in any pain. The agreement between a questionnaire and thermographic imaging or palpation was low. Also, the agreement between the owner's estimation of pain and thermographic imaging or palpation was low. The agreement between palpation and thermographic imaging was moderate, suggesting that thermographic imaging is a potential tool in clinical practice for detecting and screening cats that are, potentially, in pain.
Collapse
|
21
|
Vainionpää M, Raekallio M, Tuhkalainen E, Hänninen H, Alhopuro N, Savolainen M, Junnila J, Hielm-Björkman A, Snellman M, Vainio O. Comparison of three thermal cameras with canine hip area thermographic images. J Vet Med Sci 2012; 74:1539-44. [PMID: 22785576 DOI: 10.1292/jvms.12-0180] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
The objective of this study was to compare the method of thermography by using three different resolution thermal cameras and basic software for thermographic images, separating the two persons taking the thermographic images (thermographers) from the three persons interpreting the thermographic images (interpreters). This was accomplished by studying the repeatability between thermographers and interpreters. Forty-nine client-owned dogs of 26 breeds were enrolled in the study. The thermal cameras used were of different resolutions-80 × 80, 180 × 180 and 320 × 240 pixels. Two trained thermographers took thermographic images of the hip area in all dogs using all three cameras. A total of six thermographic images per dog were taken. The thermographic images were analyzed using appropriate computer software, FLIR QuickReport 2.1. Three trained interpreters independently evaluated the mean temperatures of hip joint areas of the six thermographic images for each dog. The repeatability between thermographers was >0.975 with the two higher-resolution cameras and 0.927 with the lowest resolution camera. The repeatability between interpreters was >0.97 with each camera. Thus, the between-interpreter variation was small. The repeatability between thermographers and interpreters was considered high enough to encourage further studies with thermographic imaging in dogs.
Collapse
Affiliation(s)
- Mari Vainionpää
- Department of Equine and Small Animal Medicine, Pharmacology and Toxicology, Faculty of Veterinary Medicine, University of Helsinki, Koetilantie 7, Finland.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
22
|
Umadevi V, Raghavan SV, Jaipurkar S. Framework for estimating tumour parameters using thermal imaging. Indian J Med Res 2012; 134:725-31. [PMID: 22199114 PMCID: PMC3249973 DOI: 10.4103/0971-5916.91012] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
Abstract
BACKGROUND & OBJECTIVES Non-invasive and non-ionizing medical imaging techniques are safe as these can be repeatedly used on as individual and are applicable across all age groups. Breast thermography is a non-invasive and non-ionizing medical imaging that can be potentially used in breast cancer detection and diagnosis. In this study, we used breast thermography to estimate the tumour contour from the breast skin surface temperature. METHODS We proposed a framework called infrared thermography based image construction (ITBIC) to estimate tumour parameters such as size and depth from cancerous breast skin surface temperature data. Markov Chain Monte Carlo method was used to enhance the accuracy of estimation in order to reflect clearly realistic situation. RESULTS We validated our method experimentally using Watermelon and Agar models. For the Watermelon experiment error in estimation of size and depth parameters was 1.5 and 3.8 per cent respectively. For the Agar model it was 0 and 8 per cent respectively. Further, thermal breast screening was done on female volunteers and compared it with the magnetic resonance imaging. The results were positive and encouraging. INTERPRETATION & CONCLUSIONS ITBIC is computationally fast thermal imaging system and is perhaps affordable. Such a system will be useful for doctors or radiologists for breast cancer diagnosis.
Collapse
Affiliation(s)
- V Umadevi
- Network Systems Laboratory, Indian Institute of Technology Madras, India. umadevi,
| | | | | |
Collapse
|
23
|
Schiavenato M, Thiele RG. Thermography detects subclinical inflammation in chronic tophaceous gout. J Rheumatol 2012; 39:182-3. [PMID: 22210677 DOI: 10.3899/jrheum.110581] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
- Martin Schiavenato
- University of Miami, School of Nursing and Health Studies, 5030 Brunson Drive, Coral Gables, FL 33146, USA.
| | | |
Collapse
|
24
|
Krishnamurthi M, Sparks JR, He R, Temnykh IA, Baril NF, Liu Z, Sazio PJA, Badding JV, Gopalan V. Array of tapered semiconductor waveguides in a fiber for infrared image transfer and magnification. OPTICS EXPRESS 2012; 20:4168-4175. [PMID: 22418174 DOI: 10.1364/oe.20.004168] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
The proof-of-concept of an infrared imaging tip by an array of infrared waveguides tapered as small as 2 μm is demonstrated. The fabrication is based on a high-pressure chemical fluid deposition technique to deposit precisely defined periodic arrays of Ge and Si waveguides within a microstructured optical fiber template made of silica to demonstrate the proposed concept at wavelengths of 10.64 µm and 1.55 µm, respectively. The essential features of the imaging system such as isolation between adjacent pixels, magnification, optical throughput, and image transfer characteristics are investigated. Near-field scanning at 3.39 μm wavelength using a single tapered Ge core is also demonstrated.
Collapse
Affiliation(s)
- M Krishnamurthi
- Department of Material Science and Engineering, The Pennsylvania State University, University Park, Pennsylvania 16802, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
25
|
Klemetsen Ø, Jacobsen S. Improved radiometric performance attained by an elliptical microwave antenna with suction. IEEE Trans Biomed Eng 2011; 59:263-71. [PMID: 22020663 DOI: 10.1109/tbme.2011.2172441] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
We present a new way to securely mount a medical microwave antenna onto the human body for improved in vivo temperature measurements by microwave radiometry. A low cost and simple vacuum pressure source is used to provide suction (negative pressure) on the aperture of an elliptical antenna with vacuum chamber cavity backing. The concept offers improved electromechanical coupling between the antenna surface and the skin of the body. The proposed solution is evaluated experimentally to test repeatability of radiometric temperature measurements by remounting the antenna many times in one sequence on a given anatomical location. Four representative locations (hand, belly, hip, and chest) were used to test the suction antenna concept against anatomical curvature and load variations. Statistical analysis shows a marked decrease in the standard deviation of measured temperatures with the use of suction compared to conventional manual fixation. At repeated measurements, the vacuum antenna produces less uncertainty and improved estimate of the true lossy load temperature. During body movement, the antenna mounted at bone-filled areas shows greatest potential for improved performance.
Collapse
Affiliation(s)
- Øystein Klemetsen
- Department of Physics and Technology, Faculty of Science and Technology, University of Tromsø, N-9037 Tromsø, Norway.
| | | |
Collapse
|
26
|
A review of computer assisted detection/diagnosis (CAD) in breast thermography for breast cancer detection. Artif Intell Rev 2011. [DOI: 10.1007/s10462-011-9274-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
|
27
|
Jiang L, Zhan W, Loew MH. Modeling static and dynamic thermography of the human breast under elastic deformation. Phys Med Biol 2010; 56:187-202. [PMID: 21149948 DOI: 10.1088/0031-9155/56/1/012] [Citation(s) in RCA: 47] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Abstract
An abnormal thermogram has been shown to be a reliable indicator of increased risk of breast cancer. Numerical modeling techniques for thermography are proposed to quantify the complex relationships between the breast thermal behaviors and the underlying physiological/pathological conditions. Previous thermal modeling techniques did not account for gravity-induced elastic deformation arising from various body postures, nor did they suggest that a dynamic thermal procedure may be used to enhance clinical diagnosis. In this paper, 3D finite element method (FEM)-based thermal and elastic modeling techniques are developed to characterize comprehensively both the thermal and elastic properties of normal and tumorous breast tissues during static and dynamic thermography. In the steady state, gravity-induced breast deformation is found to cause an upper-lower asymmetric surface temperature contrast for sitting/standing up body posture, even though all the thermal and elastic properties are assumed uniform. Additionally, the tumor-induced surface temperature alterations are found to be caused primarily by shallow tumors and to be less sensitive to tumor size than to tumor depth. In the dynamic state, the breast exhibits distinctive temporal patterns that are associated with distinct thermal events: cold stress and thermal recovery induced by changes in the ambient temperature. Specifically, the tumor-induced thermal contrast shows an opposite initial change and delayed peak as compared with the deformation-induced thermal contrast. These findings are expected to provide a stronger foundation for, and greater specificity and precision in, thermographic diagnosis, and treatment of breast cancer.
Collapse
Affiliation(s)
- Li Jiang
- Department of Electrical and Computer Engineering, George Washington University, Washington, DC 20052, USA
| | | | | |
Collapse
|
28
|
Çetingül MP, Herman C. A heat transfer model of skin tissue for the detection of lesions: sensitivity analysis. Phys Med Biol 2010; 55:5933-51. [PMID: 20858919 DOI: 10.1088/0031-9155/55/19/020] [Citation(s) in RCA: 105] [Impact Index Per Article: 7.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
|
29
|
Gescheit IM, Dayan A, Ben-David M, Gannot I. Minimal-invasive thermal imaging of a malignant tumor: A simple model and algorithm. Med Phys 2009; 37:211-6. [DOI: 10.1118/1.3253992] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022] Open
|
30
|
Kennedy DA, Lee T, Seely D. A Comparative Review of Thermography as a Breast Cancer Screening Technique. Integr Cancer Ther 2009; 8:9-16. [DOI: 10.1177/1534735408326171] [Citation(s) in RCA: 180] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022] Open
Abstract
Breast cancer is the most frequently diagnosed cancer of women in North America. Despite advances in treatment that have reduced mortality, breast cancer remains the second leading cause of cancer induced death. Several well established tools are used to screen for breast cancer including clinical breast exams, mammograms, and ultrasound. Thermography was first introduced as a screening tool in 1956 and was initially well accepted. However, after a 1977 study found thermography to lag behind other screening tools, the medical community lost interest in this diagnostic approach. This review discusses each screening tool with a focus brought to thermography. No single tool provides excellent predictability; however, a combination that incorporates thermography may boost both sensitivity and specificity. In light of technological advances and maturation of the thermographic industry, additional research is required to confirm the potential of this technology to provide an effective non-invasive, low risk adjunctive tool for the early detection of breast cancer.
Collapse
Affiliation(s)
- Deborah A. Kennedy
- Department of Research and Clinical Epidemiology, The Canadian College of Naturopathic Medicine, Toronto, Ontario, Canada
| | - Tanya Lee
- Department of Research and Clinical Epidemiology, The Canadian College of Naturopathic Medicine, Toronto, Ontario, Canada
| | - Dugald Seely
- Department of Research and Clinical Epidemiology, The Canadian College of Naturopathic Medicine, Toronto, Ontario, Canada,
| |
Collapse
|
31
|
Fang YC, Wu BW. Prediction of the thermal imaging minimum resolvable (circle) temperature difference with neural network application. IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE 2008; 30:2218-2228. [PMID: 18988953 DOI: 10.1109/tpami.2007.70839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/27/2023]
Abstract
Thermal imaging is an important technology in both national defense and the private sector. An advantage of thermal imaging is its ability to be deployed while fully engaged in duties, not limited by weather or the brightness of indoor or outdoor conditions. However, in an outdoor environment, many factors, including atmospheric decay, target shape, great distance, fog, temperature out of range and diffraction limits can lead to bad image formation, which directly affects the accuracy of object recognition. The visual characteristics of the human eye mean that it has a much better capacity for picture recognition under normal conditions than artificial intelligence does. However, conditions of interference significantly reduce this capacity for picture recognition for instance, fatigue impairs human eyesight. Hence, psychological and physiological factors can affect the result when the human eye is adopted to measure MRTD (minimum resolvable temperature difference) and MRCTD (minimum resolvable circle temperature difference). This study explores thermal imaging recognition, and presents a method for effectively choosing the characteristic values and processing the images fully. Neural network technology is successfully applied to recognize thermal imaging and predict MRTD and MRCTD (Appendix A), exceeding thermal imaging recognition under fatigue and the limits of the human eye.
Collapse
Affiliation(s)
- Yi-Chin Fang
- National Kaohsiung First University of Science, Institute of Engineering Science and Technology, Kaohsiung City, Taiwan ROC.
| | | |
Collapse
|
32
|
Jiang L, Zhan W, Loew MH. Dynamic thermal modeling of the normal and tumorous breast under elastic deformation. MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION : MICCAI ... INTERNATIONAL CONFERENCE ON MEDICAL IMAGE COMPUTING AND COMPUTER-ASSISTED INTERVENTION 2008; 11:798-805. [PMID: 18982678 DOI: 10.1007/978-3-540-85990-1_96] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
To quantify the complex relationships between (1) the temperature, and temperature differences, on the surface of the breast as recorded by infrared thermal imaging and (2) the underlying physiological and pathological factors, we have developed a dynamic finite element method for comprehensive modeling of both the thermal and elastic properties of normal and tumorous breast tissues. In the steady state, the gravity-induced deformation is found to cause markedly asymmetric surface temperatures even though all thermal-elastic properties are symmetrical. In the dynamic state, the time course of breast thermal imaging in cold-stress and thermal-recovery procedures is found to be useful in characterizing the origins of the thermal contrast on the breast surface. The tumor-induced thermal contrast has slower temporal behavior than the deformation-induced thermal contrast on the breast surface, which may lead to improvements in breast-tumor diagnosis.
Collapse
Affiliation(s)
- Li Jiang
- George Washington University, 801 22nd St., N.W., Washington, DC 20052, USA.
| | | | | |
Collapse
|
33
|
Morphological measurement of localized temperature increase amplitudes in breast infrared thermograms and its clinical application. Biomed Signal Process Control 2008. [DOI: 10.1016/j.bspc.2008.04.001] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
|
34
|
Loughin CA, Marino DJ. Evaluation of thermographic imaging of the limbs of healthy dogs. Am J Vet Res 2008; 68:1064-9. [PMID: 17916011 DOI: 10.2460/ajvr.68.10.1064] [Citation(s) in RCA: 42] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022]
Abstract
OBJECTIVE To describe a thermographic imaging protocol, identify normal thermographic patterns (ie, color map reflecting the skin temperature distribution) for various regions of interest (ROIs) of dog limbs, and evaluate effects of clipping the coat on thermographic patterns and limb temperature in healthy dogs. ANIMALS 10 healthy dogs. PROCEDURES Each dog was thermographically evaluated in the same room (ambient temperature, 21 degrees C) via ROIs that included cranial and caudal views of the body, full lateral body views, full views of the limbs, and views of various limb regions. After initial imaging, the coat was clipped on the forelimbs and hind limbs only. Each dog was then evaluated 15 and 60 minutes and 24 hours after clipping by use of the same protocol. RESULTS For each ROI within a category (intact coat and each time point after clipping), mean temperatures were similar among the 10 dogs. Pairwise comparisons for 15 and 60 minutes and 24 hours established patterns of temperature stabilization among the 3 time points. Temperatures did not differ significantly between the left and right limbs. There was a mean success rate of 75% for use of image pattern analysis for recognition of similar thermographic patterns in the forelimbs and hind limbs. CONCLUSIONS AND CLINICAL RELEVANCE Thermography can be a viable, noninvasive imaging modality that provides consistent images with reproducible thermal patterns in ROIs examined in healthy dogs. Although the coat had a predictable influence to decrease the mean temperature, thermal patterns remained fairly consistent after the coat was clipped.
Collapse
Affiliation(s)
- Catherine A Loughin
- Department of Surgery, Long Island Veterinary Specialists, 163 S Service Rd, Plainview, NY 11803, USA
| | | |
Collapse
|
35
|
|
36
|
Fang YC, Wu BW. Neural network application for thermal image recognition of low-resolution objects. ACTA ACUST UNITED AC 2007. [DOI: 10.1088/1464-4258/9/2/003] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022]
|
37
|
Renkielska A, Nowakowski A, Kaczmarek M, Ruminski J. Burn depths evaluation based on active dynamic IR thermal imaging--a preliminary study. Burns 2006; 32:867-75. [PMID: 16997482 DOI: 10.1016/j.burns.2006.01.024] [Citation(s) in RCA: 64] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2005] [Accepted: 01/31/2006] [Indexed: 11/30/2022]
Abstract
Proper diagnostic assessment of burn wound depth is of the highest importance in selecting the mode of burn wound treatment. Several diagnostic methods--clinical and histopathological evaluation, as well as methods employing IR imaging--static thermography and active dynamic thermography (ADT)--are compared on the basis of in vivo experiments conducted on three domestic pigs (23 burn wounds). ADT is presented here as a new, reliable and quantitative method of assessing burn wound depth on the basis of discrimination of the thermal properties of burnt tissue. In the case of ADT registration of thermal images was performed following thermal pulse excitation. A series of captured infrared images was used as the basis for calculating the thermal time constant tau for each pixel. The parameter values were compared with histopathological and clinical assessments of burn depth. The mean value of tau was found for burns, which heal within 3 weeks (tau=12.08+/-1.94s) and for burns, which did not heal during this period (tau=9.07+/-0.68s), p<0.05. The accuracy, sensitivity and specificity of all the methods tested were compared, the best results coming from ADT. The ADT method is fast, non-invasive and relatively inexpensive, although it still requires further animal experimentation as well as clinical study to confirm the results.
Collapse
Affiliation(s)
- Alicja Renkielska
- Department of Plastic Surgery and Burns, Medical University of Gdansk, il. Debinki 7, 80-211 Gdansk, Poland.
| | | | | | | |
Collapse
|
38
|
Renkielska A, Nowakowski A, Kaczmarek M, Dobke MK, Grudziński J, Karmolinski A, Stojek W. Static thermography revisited--an adjunct method for determining the depth of the burn injury. Burns 2006; 31:768-75. [PMID: 15990239 DOI: 10.1016/j.burns.2005.04.006] [Citation(s) in RCA: 28] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2005] [Indexed: 10/25/2022]
Abstract
The aim of the study was to investigate the relationship between the static thermography figure of merit DeltaT (the difference in mean values of skin area temperature for the burn wound area and the unaffected reference skin area) and a means of burn classification which would be most suitable for the choice of treatment. The work was an in vivo animal experiment. Statistical analysis showed a high correlation between the DeltaT parameter and histopathological assessment. With regard to the choice of treatment, the most useful correlation was found to be that between DeltaT and the classification of burn wounds into those healed in 3 weeks and those unhealed. The results of this study have revealed a quantitative criterion DeltaT for burn classification. The study suggests that particular burn centres using static thermography use a DeltaT parameter based on their own values for burn classification so as to group burn wounds into those that healed in 3 weeks and those that did not heal. This criterion should be independent of and replace other classification systems. A criterion for the proper choice of burn treatment would then be made more readily available.
Collapse
Affiliation(s)
- Alicja Renkielska
- Department of Plastic Surgery and Burns, Medical University of Gdansk, ul. Debinki 7, 80 211 Gdansk, Poland.
| | | | | | | | | | | | | |
Collapse
|
39
|
Pascoe D, Mercer J, de Weerd L. Physiology of Thermal Signals. MEDICAL DEVICES AND SYSTEMS 2006. [DOI: 10.1201/9781420003864.ch21] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
|
40
|
Vianna DML, Carrive P. Changes in cutaneous and body temperature during and after conditioned fear to context in the rat. Eur J Neurosci 2005; 21:2505-12. [PMID: 15932607 DOI: 10.1111/j.1460-9568.2005.04073.x] [Citation(s) in RCA: 204] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Infrared thermography was used to image changes in cutaneous temperature during a conditioned fear response to context. Changes in heart rate, arterial pressure, activity and body (i.p.) temperature were recorded at the same time by radio-telemetry, in addition to freezing immobility. A marked drop in tail and paws temperature (-5.3 and -7.5 degrees C, respectively, down to room temperature), which lasted for the entire duration of the response (30 min), was observed in fear-conditioned rats. In sham-conditioned rats, the drop was on average half the magnitude and duration. In contrast, temperature of the eye, head and back increased (between + 0.8 and + 1.5 degrees C), with no difference between the two groups of rats. There was a similar increase in body temperature although it was slightly higher and delayed in the fear-conditioned animals. Finally, ending of the fear response was associated with a gradual decrease in body temperature and a rebound increase in the temperature of the tail (+ 3.3 degrees C above baseline). This study shows that fear, and to some extent arousal, evokes a strong cutaneous vasoconstriction that is restricted to the tail and paws. This regionally specific reduction in blood flow may be part of a preparatory response to a possible fight and flight to reduce blood loss in the most exposed parts of the rat's body in case of injury. The data also show that the tail is the main part of the body used for dissipating internal heat accumulated during fear once the animal has returned to a safe environment.
Collapse
Affiliation(s)
- Daniel M L Vianna
- School of Medical Sciences, University of New South Wales, NSW 2052, Australia
| | | |
Collapse
|
41
|
Hassan M, Little RF, Vogel A, Aleman K, Wyvill K, Yarchoan R, Gandjbakhche AH. Quantitative assessment of tumor vasculature and response to therapy in kaposi's sarcoma using functional noninvasive imaging. Technol Cancer Res Treat 2005; 3:451-7. [PMID: 15453810 DOI: 10.1177/153303460400300506] [Citation(s) in RCA: 27] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/17/2022] Open
Abstract
Two noninvasive methods, thermography and laser Doppler imaging (LDI), were assessed for their ability to quantitatively assess parameters of vascularity in lesions of HIV-associated Kaposi's sarcoma (KS). Thermography and LDI images of a representative KS lesion were recorded in 16 patients and compared to normal skin either adjacent to the lesion or on the contralateral side. Eleven of the 16 patients had greater than 0.5 degrees C increased temperature and 12 of the 16 patients had increased flux (measured by LDI) as compared to normal skin. There was a strong correlation between these two parameters (R = 0.81, p < 0.001). In ten patients, measurements were obtained prior to therapy and after receiving a regimen of liposomal doxorubicin and interleukin-12. After 18 weeks of therapy, temperature and blood flow of the lesions were significantly reduced from the baseline (p = 0.004 and 0.002 respectively). These techniques hold promise to assess physiologic parameters in KS lesions and their changes with therapy.
Collapse
Affiliation(s)
- M Hassan
- Laboratory of Integrative and Medical Biophysics, National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD 20892, USA.
| | | | | | | | | | | | | |
Collapse
|