Literature DB >> 24124935

Morphological pattern classification system for plantar thermography of patients with diabetes.

Taketoshi Mori1, Takashi Nagase, Kimie Takehara, Makoto Oe, Yumiko Ohashi, Ayumi Amemiya, Hiroshi Noguchi, Kohjiro Ueki, Takashi Kadowaki, Hiromi Sanada.   

Abstract

BACKGROUND: A plantar temperature distribution can be obtained by thermography; however, the advantage has not been effectively utilized in the past. We previously proposed a classification method based on the angiosome concept, but the method was insufficient because it was too subjective and complicated for clinicians. In this study, we propose a new classification system of plantar forepart thermographic patterns using an image segmentation technique.
METHODS: A cross-sectional observational study was conducted including 32 healthy volunteers and 129 patients with diabetes mellitus (DM). Individual thermographic variations and trends were evaluated. A comparison was conducted between the patterns obtained by our previous angiosome-based research and the patterns found by the new classification system.
RESULTS: The system objectively found wider variations of the plantar forepart thermographic patterns in the patients with DM compared with those in the control subjects. In patients with DM, the system showed that the whole-high pattern was most frequent (46%), followed by the butterfly pattern (12%). In the control group, the butterfly pattern was most frequent (44%), followed by the whole-high pattern (19%). Both ankle and toe brachial indices were higher in feet with high temperature area in the inner side of the plantar.
CONCLUSIONS: Thermographic patterns found by the new computer-based system were similar to those obtained in our previous subjective work. The classification system found forefoot-low pattern and tiptoe-low pattern objectively. The system based on infrared thermography will be a screening tool to assess circulatory status in daily foot care of patients with DM.
© 2013 Diabetes Technology Society.

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Year:  2013        PMID: 24124935      PMCID: PMC3876352          DOI: 10.1177/193229681300700502

Source DB:  PubMed          Journal:  J Diabetes Sci Technol        ISSN: 1932-2968


  25 in total

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2.  Inter-Society Consensus for the Management of Peripheral Arterial Disease (TASC II).

Authors:  L Norgren; W R Hiatt; J A Dormandy; M R Nehler; K A Harris; F G R Fowkes
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3.  Preventing diabetic foot ulcer recurrence in high-risk patients: use of temperature monitoring as a self-assessment tool.

Authors:  Lawrence A Lavery; Kevin R Higgins; Dan R Lanctot; George P Constantinides; Ruben G Zamorano; Kyriacos A Athanasiou; David G Armstrong; C Mauli Agrawal
Journal:  Diabetes Care       Date:  2007-01       Impact factor: 19.112

4.  Home monitoring of foot skin temperatures to prevent ulceration.

Authors:  Lawrence A Lavery; Kevin R Higgins; Dan R Lanctot; George P Constantinides; Ruben G Zamorano; David G Armstrong; Kyriacos A Athanasiou; C Mauli Agrawal
Journal:  Diabetes Care       Date:  2004-11       Impact factor: 19.112

5.  Thermoregulatory sudomotor dysfunction and diabetic neuropathy develop in parallel in at-risk feet.

Authors:  P C Sun; H D Lin; S H Jao; R C Chan; M J Kao; C K Cheng
Journal:  Diabet Med       Date:  2008-03-13       Impact factor: 4.359

6.  Diabetic foot disorders. A clinical practice guideline (2006 revision).

Authors:  Robert G Frykberg; Thomas Zgonis; David G Armstrong; Vickie R Driver; John M Giurini; Steven R Kravitz; Adam S Landsman; Lawrence A Lavery; J Christopher Moore; John M Schuberth; Dane K Wukich; Charles Andersen; John V Vanore
Journal:  J Foot Ankle Surg       Date:  2006 Sep-Oct       Impact factor: 1.286

7.  Practical guidelines on the management and prevention of the diabetic foot: based upon the International Consensus on the Diabetic Foot (2007) Prepared by the International Working Group on the Diabetic Foot.

Authors:  J Apelqvist; K Bakker; W H van Houtum; N C Schaper
Journal:  Diabetes Metab Res Rev       Date:  2008 May-Jun       Impact factor: 4.876

8.  Skin temperature monitoring reduces the risk for diabetic foot ulceration in high-risk patients.

Authors:  David G Armstrong; Katherine Holtz-Neiderer; Christopher Wendel; M Jane Mohler; Heather R Kimbriel; Lawrence A Lavery
Journal:  Am J Med       Date:  2007-12       Impact factor: 4.965

9.  Feasibility of a thermographic method for early detection of foot disorders in diabetes.

Authors:  K Roback; M Johansson; A Starkhammar
Journal:  Diabetes Technol Ther       Date:  2009-10       Impact factor: 6.118

10.  Ultrasonographic and thermographic screening for latent inflammation in diabetic foot callus.

Authors:  Kaoru Nishide; Takashi Nagase; Miho Oba; Makoto Oe; Yumiko Ohashi; Shinji Iizaka; Gojiro Nakagami; Takashi Kadowaki; Hiromi Sanada
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  8 in total

1.  A Novel Machine Learning Approach for Severity Classification of Diabetic Foot Complications Using Thermogram Images.

Authors:  Amith Khandakar; Muhammad E H Chowdhury; Mamun Bin Ibne Reaz; Sawal Hamid Md Ali; Serkan Kiranyaz; Tawsifur Rahman; Moajjem Hossain Chowdhury; Mohamed Arselene Ayari; Rashad Alfkey; Ahmad Ashrif A Bakar; Rayaz A Malik; Anwarul Hasan
Journal:  Sensors (Basel)       Date:  2022-06-02       Impact factor: 3.847

2.  Reliability of Infrared Thermography Images in the Analysis of the Plantar Surface Temperature in Diabetes Mellitus.

Authors:  Natália C M Silva; Hirlaine A Castro; Leonardo C Carvalho; Érika C L Chaves; Ludmila O Ruela; Denise H Iunes
Journal:  J Chiropr Med       Date:  2018-01-17

3.  An early diagnostic tool for diabetic peripheral neuropathy in rats.

Authors:  Shoista Kambiz; Johan W van Neck; Saniye G Cosgun; Marit H N van Velzen; Joop A M J L Janssen; Naim Avazverdi; Steven E R Hovius; Erik T Walbeehm
Journal:  PLoS One       Date:  2015-05-18       Impact factor: 3.240

Review 4.  The thermoregulation of healthy individuals, overweight-obese, and diabetic from the plantar skin thermogram: a clue to predict the diabetic foot.

Authors:  Francisco-J Renero-C
Journal:  Diabet Foot Ankle       Date:  2017-08-16

Review 5.  Application of infrared thermography in computer aided diagnosis.

Authors:  Oliver Faust; U Rajendra Acharya; E Y K Ng; Tan Jen Hong; Wenwei Yu
Journal:  Infrared Phys Technol       Date:  2014-06-20       Impact factor: 2.638

Review 6.  Telehealth and telemedicine applications for the diabetic foot: A systematic review.

Authors:  Constantijn E V B Hazenberg; Wouter B Aan de Stegge; Sjef G Van Baal; Frans L Moll; Sicco A Bus
Journal:  Diabetes Metab Res Rev       Date:  2019-12-20       Impact factor: 4.876

7.  Effectiveness of a Central Discharge Element Sock for Plantar Temperature Reduction and Improving Comfort.

Authors:  Alfonso Martínez-Nova; Víctor Manuel Jiménez-Cano; Juan Miguel Caracuel-López; Beatriz Gómez-Martín; Elena Escamilla-Martínez; Raquel Sánchez-Rodríguez
Journal:  Int J Environ Res Public Health       Date:  2021-06-03       Impact factor: 3.390

8.  Deep Learning Classification for Diabetic Foot Thermograms.

Authors:  Israel Cruz-Vega; Daniel Hernandez-Contreras; Hayde Peregrina-Barreto; Jose de Jesus Rangel-Magdaleno; Juan Manuel Ramirez-Cortes
Journal:  Sensors (Basel)       Date:  2020-03-22       Impact factor: 3.576

  8 in total

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