A smart capsule system for automated detection of intestinal bleeding using HSL color recognition

PLoS ONE

Volumn 11, Issue 11, 2016, Pages

  Qiao, Panpan ^a   Liu, Hongying ^a,b   Yan, Xueping ^a   Jia, Ziru ^a   Pi, Xitian ^a  

^a CHONGQING UNIVERSITY   (China)

^b Chongqing Engineering Research Center for Medical Electronics Technology   (China)

Author keywords

[No Author keywords available]

Indexed keywords

ADULT; ANTENNA (RADIO); ARTICLE; AUTOMATED PATTERN RECOGNITION; CONTROLLED STUDY; FEASIBILITY STUDY; HUE SATURATION LIGHT COLOR RECOGNITION; HUMAN; HYDROPHOBICITY; IN VITRO STUDY; INTESTINAL BLEEDING; LIGHT EMITTING DIODE; MALE; MEASUREMENT ACCURACY; RELIABILITY; ALGORITHM; CAPSULE ENDOSCOPY; COLOR; DIAGNOSTIC IMAGING; GASTROINTESTINAL HEMORRHAGE; IMAGE PROCESSING; INTESTINAL DISEASES; PATHOLOGY; PROCEDURES; SMALL INTESTINE; VASCULARIZATION;

ALGORITHMS; CAPSULE ENDOSCOPY; COLOR; GASTROINTESTINAL HEMORRHAGE; HUMANS; IMAGE PROCESSING, COMPUTER-ASSISTED; INTESTINAL DISEASES; INTESTINE, SMALL; PATTERN RECOGNITION, AUTOMATED;

EID: 85000885300     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0166488     Document Type: Article

References (37)

1. Longacre A.V., Gross C.P., Gallitelli M., Henderson K.J., White R.I. and Proctor D.D. Diagnosis and management of gastrointestinal bleeding in patients with hereditary hemorrhagic telangiectasia. American Journal of Gastroenterology. 2003; 98(1): p.59-65. doi: 10.1111/j.1572-0241.2003.07185.x PMID: 12526937
2. Peery A.F., Crockett S.D., Barritt A.S., Dellon E.S., Eluri S., Gangarosa L.M., et al. Burden of Gastrointestinal, Liver, and Pancreatic Diseases in the United States. Gastroenterology. 2015; 149(7): p.1731-1741. doi: 10.1053/j.gastro.2015.08.045 PMID: 26327134
3. Du H., Li J., Jiang W., Yu H.T., Zhang Y., Wang J.N., et al. Clinical Study of Critical Patients with Hemorrhagic Fever with Renal Syndrome Complicated by Acute Respiratory Distress Syndrome. Plos One. 2014; 9(2): e89740. doi: 10.1371/journal.pone.0089740 PMID: 24587001
4. Xie M.L., Shan Z.L., Zhang Y., Chen S.J., Yang W., Bao W., et al. Aspirin for Primary Prevention of Cardiovascular Events: Meta-Analysis of Randomized Controlled Trials and Subgroup Analysis by Sex and Diabetes Status. Plos One. 2014; 9(10): e90286. doi: 10.1371/journal.pone.0090286 PMID: 25360605
5. Al-Rawhani M.A., Beeley J., Chitnis D., Collins S. and Cumming D.R.S. Wireless capsule for autofluorescence detection in biological systems. Sensors and Actuators B-Chemical. 2013; 189: p.203-207.
6. Sun B., Rajan E., Cheng S.D., Shen R.Z., Zhang C.L., Zhang S., et al. Diagnostic yield and therapeutic impact of double-balloon enteroscopy in a large cohort of patients with obscure gastrointestinal bleeding. American Journal of Gastroenterology. 2006; 101(9): p.2011-2015. doi: 10.1111/j.1572-0241. 2006.00664.x PMID: 16848814
7. Ramaswamy R.S., Choi H.W., Mouser H.C., Narsinh K.H., McCammack K.C., Treesit T., et al. Role of interventional radiology in the management of acute gastrointestinal bleeding. World journal of radiology. 2014; 6(4): p.82. doi: 10.4329/wjr.v6.i4.82 PMID: 24778770
8. Chen Y.T., Sun H.L., Luo J.H., Ni J.Y., Chen D., Jiang X.Y., et al. Interventional digital subtraction angiography for small bowel gastrointestinal stromal tumors with bleeding. World Journal of Gastroenterology. 2014; 20(47): p.17955-17961. doi: 10.3748/wjg.v20.i47.17955 PMID: 25548494
9. Miraglia R., Maruzzelli L., Cortis K., Tafaro C., Gerasia R., Parisi C., et al. Digital subtraction angiography during transjugular intrahepatic portosystemic shunt creation or revision: data on radiation exposure and image quality obtained using a standard and a low-dose acquisition protocol in a flat-panel detector-based system. Abdominal Imaging. 2015; 40(6): p.1808-1812. doi: 10.1007/s00261-014-0313-8 PMID: 25445159
10. Hayat M., Axon A.T.R. and O'Mahony S. Diagnostic yield and effect on clinical outcomes of push enteroscopy in suspected small-bowel bleeding. Endoscopy. 2000; 32(5): p.369-372. doi: 10.1055/s-2000-9003 PMID: 10817173
11. Shovlin C.L., Guttmacher A.E., Buscarini E., Faughnan M.E., Hyland R.H., Westermann C.J.J., et al. Diagnostic criteria for hereditary hemorrhagic telangiectasia (Rendu-Osler-Weber syndrome). American Journal of Medical Genetics. 2000; 91(1): p.66-67. PMID: 10751092
12. Ell C., Remke S., May A., Helou L., Henrich R. and Mayer G. The first prospective controlled trial comparing wireless capsule endoscopy with push enteroscopy in chronic gastrointestinal bleeding. Endoscopy. 2002; 34(9): p.685-689. doi: 10.1055/s-2002-33446 PMID: 12195324
13. Cook D.J., Fuller H.D., Guyatt G.H., Marshall J.C., Leasa D., Hall R., et al. Risk-Factors for Gastrointestinal-Bleeding in Critically Ill Patients. New England Journal of Medicine. 1994; 330(6): p.377-381. doi: 10.1056/NEJM199402103300601 PMID: 8284001
14. Herzig S.J., Rothberg M.B., Feinbloom D.B., Howell M.D., Ho K.K.L., Ngo L.H., et al. Risk Factors for Nosocomial Gastrointestinal Bleeding and Use of Acid-Suppressive Medication in Non-Critically Ill Patients (vol 28, pg 683, 2013). Journal of General Internal Medicine. 2013; 28(7): p.978-978.
15. Iddan G., Meron G., Glukhovsky A. and Swain P. Wireless capsule endoscopy. Nature. 2000; 405 (6785): p.417-417.
16. Appleyard M., Fireman Z., Glukhovsky A., Jacob H., Shreiver R., Kadirkamanathan S., et al. A randomized trial comparing wireless capsule endoscopy with push enteroscopy for the detection of small-bowel lesions. Gastroenterology. 2000; 119(6): p.1431-1438. PMID: 11113063
17. Li B.P. and Meng M.Q.H. Texture analysis for ulcer detection in capsule endoscopy images. Image and Vision Computing. 2009; 27(9): p.1336-1342.
18. Li B.P. and Meng M.Q.H. Computer-based detection of bleeding and ulcer in wireless capsule endoscopy images by chromaticity moments. Computers in Biology and Medicine. 2009; 39(2): p.141-147. doi: 10.1016/j.compbiomed.2008.11.007 PMID: 19147126
19. Meng M.-H., Mei T., Pu J., Hu C., Wang X. and Chan Y. Wireless robotic capsule endoscopy: state-ofthe-art and challenges. IEEE. 2004; 6: p.5561-555a.
20. Eliakim R., Yassin K., Shlomi I., Suissa A. and Eisen G.M. A novel diagnostic tool for detecting oesophageal pathology: the PillCam oesophageal video capsule. Alimentary Pharmacology & Therapeutics. 2004; 20(10): p.1083-1089.
21. Liu H.Y., Wang G., Wei K., Pi X.T., Zhu L., Zheng X.L., et al. An intelligent electronic capsule system for automated detection of gastrointestinal bleeding. Journal of Zhejiang University-Science B. 2010; 11 (12): p.937-943. doi: 10.1631/jzus.B1000047 PMID: 21121072
22. Law, W.T. and Y. Nikolyukin, Method for quantitative determination of glycated hemoglobin. 2003, Google Patents.
23. Sun G.Y. and Palmer A.F. Preparation of ultrapure bovine and human hemoglobin by anion exchange chromatography. Journal of Chromatography B-Analytical Technologies in the Biomedical and Life Sciences. 2008; 867(1): p.1-7.
24. Dimino M.L. and Palmer A.F. Purification of bovine hemoglobin via fast performance liquid chromatography. Journal of Chromatography B-Analytical Technologies in the Biomedical and Life Sciences. 2007; 856(1-2): p.353-357.
25. Amin, U., G. Ahmad, N. Liaqat, M. Ahmed and S. Zahoor. Detection & Distinction of Colors using Color Sorting Robotic Arm in a Pick & Place Mechanism. Paper ID. 20131882:
26. Haase S., Forman C., Kilgus T., Bammer R., Maier-Hein L. and Hornegger J. ToF/RGB Sensor Fusion for 3-D Endoscopy. Current Medical Imaging Reviews. 2013; 9(2): p.113-119.
27. Chien C.L. and Tsai W.H. Image Fusion With No Gamut Problem by Improved Nonlinear IHS Transforms for Remote Sensing. Ieee Transactions on Geoscience and Remote Sensing. 2014; 52(1): p.651-663.
28. Lin, T.F., B.H. Liao, S.L. Hsu and J. Wang. Experimental Investigation of HSL Color Model in Error Diffusion. 2015 8th International Conference on Ubi-Media Computing (Umedia) Conference Proceedings. 2015: p.268-272.
29. Weeks A.R., Felix C.E. and Myler H.R. Edge detection of color images using the HSL color space. Proceedings of SPIE-The International Society for Optical Engineering. 1995; 2424:291-301.
30. Erenas M.M., Cantrell K., Ballesta-Claver J., de Orbe-Paya I. and Capitan-Vallvey L.F. Use of digital reflection devices for measurement using hue-based optical sensors. Sensors and Actuators B-Chemical. 2012; 174: p.10-17.
31. Jiang Y., Song H., Wang R., Gu M., Sun J. and Sha L. Data-Centered Runtime Verification of Wireless Medical Cyber-Physical System. IEEE Transactions on Industrial Informatics. 2016; PP(99: ):p.1-1.
32. Zhang Y., Sun L., Song H. and Cao X. Ubiquitous wsn for healthcare: Recent advances and future prospects. IEEE Internet of Things Journal. 2014; 1(4): p.311-318.
33. Song H., Rawat D.B., Jeschke S. and Brecher C. Cyber-Physical Systems: Foundations, Principles and Applications. Boston: Academic Press; 2016.
34. Ahmadi A., Shojafar M., Hajeforosh S.F., Dehghan M. and Singhal M. An efficient routing algorithm to preserve k-coverage in wireless sensor networks. The Journal of Supercomputing. 2014; 68(2): p.599-623.
35. Chou, P.H. and C. Park. Energy-efficient platform designs for real-world wireless sensing applications. Iccad-2005: International Conference on Computer Aided Design, Digest of Technical Papers. 2005: p.913-920.
36. Liu H., Qiao P., Wu X., Zhu L., Pi X. and Zheng X. Preliminary study of an automatic detection capsule system for gastric occult blood. International Journal of Biomedical Engineering and Technology. 2013; 13(2): p.105-116.
37. Kapsoritakis A.N., Koukourakis M.I., Sfiridaki A., Potamianos S.P., Kosmadaki M.G., Koutroubakis I.E., et al. Mean platelet volume: A useful marker of inflammatory bowel disease activity. American Journal of Gastroenterology. 2001; 96(3): p.776-781. doi: 10.1111/j.1572-0241.2001.03621.x PMID: 11280550