Application of Raman spectroscopy for cervical dysplasia diagnosis

Cervical cancer is the second most common malignancy among women worldwide, with over 490 000 cases diagnosed and 274 000 deaths each year. Although current screening methods have dramatically reduced cervical cancer incidence and mortality in developed countries, a "See and Treat" method would be preferred, especially in developing countries. Results from our previous work have suggested that Raman spectroscopy can be used to detect cervical precancers; however, with a classification accuracy of 88%, it was not clinically applicable. In this paper, we describe how incorporating a woman's hormonal status, particularly the point in menstrual cycle and menopausal state, into our previously developed classification algorithm improves the accuracy of our method to 94%. The results of this paper bring Raman spectroscopy one step closer to being utilized in a clinical setting to diagnose cervical dysplasia.

[1]  Michele Follen,et al.  Detecting the Signal of the Menstrual Cycle in Fluorescence Spectroscopy of the Cervix , 2003, Applied spectroscopy.

[2]  S. Sturgis [Comprehensive gynecology]. , 1955, Obstetricia y ginecologia latino-americanas.

[3]  Donald A. Antonioli,et al.  Colposcopy Text and Atlas , 1990 .

[4]  Bayden R. Wood,et al.  Observing the cyclical changes in cervical epithelium using infrared microspectroscopy , 2002 .

[5]  Matthew D. Keller,et al.  Raman Spectroscopy for Cancer Diagnosis , 2006 .

[6]  Anita Mahadevan-Jansen,et al.  Multiclass discrimination of cervical precancers using Raman spectroscopy. , 2009, Journal of Raman spectroscopy : JRS.

[7]  Gregg Staerkel,et al.  Cervical Precancer Detection Using a Multivariate Statistical Algorithm Based on Laser‐Induced Fluorescence Spectra at Multiple Excitation Wavelengths , 1996, Photochemistry and photobiology.

[8]  A. Mahadevan-Jansen,et al.  Automated Method for Subtraction of Fluorescence from Biological Raman Spectra , 2003, Applied spectroscopy.

[9]  Airton Abrahão Martin,et al.  Biochemical analysis of human breast tissues using Fourier-transform Raman spectroscopy. , 2006, Journal of biomedical optics.

[10]  T J Flotte,et al.  Ultraviolet laser‐induced fluorescence of colonic tissue: Basic biology and diagnostic potential , 1992, Lasers in surgery and medicine.

[11]  M. Ueki,et al.  Cervical adenocarcinoma : a colposcopic atlas , 1985 .

[12]  Michele Follen,et al.  Relationship Between Collagen Autofluorescence of the Human Cervix and Menopausal Status , 2003, Photochemistry and photobiology.

[13]  P. Escobar,et al.  Optical coherence tomography as a diagnostic aid to visual inspection and colposcopy for preinvasive and invasive cancer of the uterine cervix , 2006, International Journal of Gynecologic Cancer.

[14]  Michele Follen,et al.  Design and preliminary analysis of a study to assess intra-device and inter-device variability of fluorescence spectroscopy instruments for detecting cervical neoplasia. , 2005, Gynecologic oncology.

[15]  G. Saade,et al.  Prediction of term and preterm parturition and treatment monitoring by measurement of cervical cross‐linked collagen using light‐induced fluorescence , 2005, Acta obstetricia et gynecologica Scandinavica.

[16]  J. L. Benedet,et al.  Organisation and results of the cervical cytology screening programme in British Columbia, 1955-85 , 1988, British medical journal.

[17]  Z. Obermeyer,et al.  Coverage of Cervical Cancer Screening in 57 Countries: Low Average Levels and Large Inequalities , 2008, PLoS medicine.

[18]  S. Datta,et al.  Setting the target for a better cervical screening test: characteristics of a cost-effective test for cervical neoplasia screening. , 2001, Obstetrics and gynecology.

[19]  M F Mitchell,et al.  Fluorescence spectroscopy for diagnosis of squamous intraepithelial lesions of the cervix. , 1999, Obstetrics and gynecology.

[20]  K. Krantz,et al.  ANATOMY OF THE HUMAN UTERINE CERVIX, GROSS AND MICROSCOPIC * , 1962, Annals of the New York Academy of Sciences.

[21]  J. Pintos,et al.  Human papillomavirus testing improves the accuracy of colposcopy in detection of cervical intraepithelial neoplasia , 2004, International Journal of Gynecologic Cancer.

[22]  A. Meier,et al.  Influence of the normal menstrual cycle on vaginal tissue, discharge, and microflora. , 2000, Clinical infectious diseases : an official publication of the Infectious Diseases Society of America.

[23]  L Irwig,et al.  Meta-analysis of Pap test accuracy. , 1995, American journal of epidemiology.

[24]  M. Frydenberg,et al.  Diagnostic accuracy of cytology and colposcopy in cervical squamous intraepithelial lesions , 1994, Acta obstetricia et gynecologica Scandinavica.

[25]  A. Ferenczy Cervical Intraepithelial Neoplasia , 1982 .

[26]  D. Coleman,et al.  Association of human papillomavirus with squamous carcinoma of the uterine cervix. , 1986, Ciba Foundation symposium.

[27]  M. Morris,et al.  Infrared and Raman Spectroscopy , 2000 .

[28]  Michele Follen,et al.  Fluorescence spectroscopy as a diagnostic tool for detecting cervical pre-cancer. , 2005, Gynecologic oncology.

[29]  Anita Mahadevan-Jansen,et al.  A Probability-Based Spectroscopic Diagnostic Algorithm for Simultaneous Discrimination of Brain Tumor and Tumor Margins from Normal Brain Tissue , 2007, Applied spectroscopy.

[30]  E.V. Trujillo,et al.  Performance estimation of diagnostic tests for cervical precancer based on fluorescence spectroscopy: effects of tissue type, sample size, population, and signal-to-noise ratio , 1999, IEEE Transactions on Biomedical Engineering.

[31]  B. Schrader Infrared and Raman Spectroscopy , 1995 .

[32]  M. Follen,et al.  Distress after an abnormal Pap smear result: scale development and psychometric validation. , 2004, Preventive medicine.

[33]  A. F. Youssef COLPOSCOPY , 1957 .

[34]  S. Vermund,et al.  Prevalence and predictors of squamous intraepithelial lesions of the cervix in HIV-infected women in Lusaka, Zambia. , 2006, Gynecologic oncology.

[35]  Michele Follen,et al.  Combined reflectance and fluorescence spectroscopy for in vivo detection of cervical pre-cancer. , 2005, Journal of biomedical optics.

[36]  P. Leppert,et al.  Anatomy and Physiology of Cervical Ripening , 1995, Clinical obstetrics and gynecology.