Optical spectroscopy techniques can accurately distinguish benign and malignant renal tumours

被引:19
作者
Couapel, Jean-Philippe [1 ,2 ,3 ]
Senhadji, Lotfi [1 ,2 ]
Rioux-Leclercq, Nathalie [4 ]
Verhoest, Gregory [3 ]
Lavastre, Olivier [5 ]
de Crevoisier, Renaud [1 ,2 ,6 ]
Bensalah, Karim [1 ,2 ,3 ]
机构
[1] INSERM, U1099, Rennes, France
[2] Univ Rennes 1, LTSI, Rennes, France
[3] CHU Rennes, Dept Urol, Rennes, France
[4] CHU Rennes, Dept Pathol, Rennes, France
[5] CHU Rennes, IETR, UMR CNRS 6164, ProCaDec, Rennes, France
[6] Ctr Eugene Marquis, Dept Radiotherapy, Rennes, France
关键词
optical reflectance spectroscopy; Raman spectroscopy; renal cell carcinoma; diagnosis; spectrum analysis; classification; RAMAN-SPECTROSCOPY; CELL CARCINOMA; REFLECTANCE SPECTROSCOPY; DIFFERENTIATE BENIGN; DIAGNOSIS; BLADDER; FLUORESCENCE; IDENTIFY; FEATURES; TISSUES;
D O I
10.1111/j.1464-410X.2012.11369.x
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
100201 [内科学]; 100221 [泌尿外科学];
摘要
What's known on the subject? and What does the study add? There is little known about optical spectroscopy techniques ability to evaluate renal tumours. This study shows for the first time the ability of Raman and optical reflectance spectroscopy to distinguish benign and malignant renal tumours in an ex vivo environment. We plan to develop this optical assistance in the operating room in the near future. Objective To evaluate the ability of Raman spectroscopy (RS) and optical reflectance spectroscopy (ORS) to distinguish benign and malignant renal tumours at surgery. Materials and Methods Between March and October 2011, RS and ORS spectra were prospectively acquired on surgical renal specimens removed for suspicion of renal cell carcinoma (RCC). Optical measurements were done immediately after surgery. Optical signals were normalised to ensure comparison between spectra. Initial and final portions of each spectrum were removed to avoid artefacts. A support vector machine (SVM) was built and tested using a leave-one-out cross-validation. Classification scores, including accuracy, sensitivity and specificity were calculated on the entire population and in patients with tumours of <4cm. Results In all, 60 nephrectomies were performed for 53 malignant tumours (41 clear-cell, eight papillary and four chromophobe carcinomas) and seven benign tumours (four oncocytomas, two angiomyolipomas and a haemorrhagic cyst). In all, >700 optical spectra were obtained and submitted to SVM classification. The SVM could recognise benign and malignant renal tumours with an accuracy of 96% (RS) and 88% (ORS) in the whole population and with an accuracy of 93% (RS) and 95% (ORS) in the present subset of small renal tumours (<4cm). Histological subtype could be determined in 80% and 88% of the cases with RS and ORS, respectively. The SVM was able to differentiate chromophobe carcinomas and benign lesions with an accuracy of 96% in RS and 98% in ORS. Conclusion Benign and malignant renal tumours can be accurately discriminated by a combination of RS and ORS. In vivo experiments are needed to further assess the value of optical spectroscopy techniques.
引用
收藏
页码:865 / 871
页数:7
相关论文
共 30 条
[1]
ALFANO RR, 1991, B NEW YORK ACAD MED, V67, P143
[2]
Systematic Analysis of Breast Cancer Morphology Uncovers Stromal Features Associated with Survival [J].
Beck, Andrew H. ;
Sangoi, Ankur R. ;
Leung, Samuel ;
Marinelli, Robert J. ;
Nielsen, Torsten O. ;
van de Vijver, Marc J. ;
West, Robert B. ;
van de Rijn, Matt ;
Koller, Daphne .
SCIENCE TRANSLATIONAL MEDICINE, 2011, 3 (108)
[3]
Optical reflectance spectroscopy to differentiate renal tumor from normal parenchyma [J].
Bensalah, Karim ;
Tuncel, Altug ;
Peshwani, Disha ;
Zeltser, Ilia ;
Liu, Hanli ;
Cadeddu, Jeffrey .
JOURNAL OF UROLOGY, 2008, 179 (05) :2010-2013
[4]
Raman Spectroscopy: A Novel Experimental Approach to Evaluating Renal Tumours [J].
Bensalah, Karim ;
Fleureau, Julien ;
Rolland, Denis ;
Lavastre, Olivier ;
Rioux-Leclercq, Nathalie ;
Guille, Francois ;
Patard, Jean-Jacques ;
Senhadji, Lotfi ;
de Crevoisier, Renaud .
EUROPEAN UROLOGY, 2010, 58 (04) :602-608
[5]
Optical Reflectance Spectroscopy to Differentiate Benign From Malignant Renal Tumors at Surgery [J].
Bensalah, Karim ;
Peswani, Disha ;
Tuncel, Altug ;
Raman, Jay D. ;
Zeltser, Ilia ;
Liu, Hanli ;
Cadeddu, Jeffrey .
UROLOGY, 2009, 73 (01) :178-181
[6]
Modulated Raman spectroscopy for enhanced identification of bladder tumor cells in urine samples [J].
Canetta, Elisabetta ;
Mazilu, Michael ;
De Luca, Anna Chiara ;
Carruthers, Antonia E. ;
Dholakia, Kishan ;
Neilson, Sam ;
Sargeant, Harry ;
Briscoe, Tina ;
Herrington, C. Simon ;
Riches, Andrew C. .
JOURNAL OF BIOMEDICAL OPTICS, 2011, 16 (03)
[7]
Comparisons of outcome and prognostic features among histologic subtypes of renal cell carcinoma [J].
Cheville, JC ;
Lohse, CM ;
Zincke, H ;
Weaver, AL ;
Blute, ML .
AMERICAN JOURNAL OF SURGICAL PATHOLOGY, 2003, 27 (05) :612-624
[8]
Fluorescence in situ detection of human cutaneous melanoma:: Study of diagnostic parameters of the method [J].
Chwirot, BW ;
Chwirot, S ;
Sypniewska, N ;
Michniewicz, Z ;
Redzinski, J ;
Kurzawski, G ;
Ruka, W .
JOURNAL OF INVESTIGATIVE DERMATOLOGY, 2001, 117 (06) :1449-1451
[9]
Assessment of fiberoptic near-infrared Raman spectroscopy for diagnosis of bladder and prostate cancer [J].
Crow, P ;
Molckovsky, A ;
Stone, N ;
Uff, J ;
Wilson, B ;
Wongkeesong, LM .
UROLOGY, 2005, 65 (06) :1126-1130
[10]
The use of Raman spectroscopy to identify and characterize transitional cell carcinoma in vitro [J].
Crow, P ;
Uff, JS ;
Farmer, JA ;
Wright, MP ;
Stone, N .
BJU INTERNATIONAL, 2004, 93 (09) :1232-1236