Rapid determination of oxygen saturation and vascularity for cancer detection

A rapid heuristic ratiometric analysis for estimating tissue hemoglobin concentration and oxygen saturation from measured tissue diffuse reflectance spectra is presented. The analysis was validated in tissue-mimicking phantoms and applied to clinical measurements in head and neck, cervical and breas...

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Published inPloS one Vol. 8; no. 12; p. e82977
Main Authors Hu, Fangyao, Vishwanath, Karthik, Lo, Justin, Erkanli, Alaattin, Mulvey, Christine, Lee, Walter T, Ramanujam, Nimmi
Format Journal Article
LanguageEnglish
Published United States Public Library of Science 16.12.2013
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Abstract A rapid heuristic ratiometric analysis for estimating tissue hemoglobin concentration and oxygen saturation from measured tissue diffuse reflectance spectra is presented. The analysis was validated in tissue-mimicking phantoms and applied to clinical measurements in head and neck, cervical and breast tissues. The analysis works in two steps. First, a linear equation that translates the ratio of the diffuse reflectance at 584 nm and 545 nm to estimate the tissue hemoglobin concentration using a Monte Carlo-based lookup table was developed. This equation is independent of tissue scattering and oxygen saturation. Second, the oxygen saturation was estimated using non-linear logistic equations that translate the ratio of the diffuse reflectance spectra at 539 nm to 545 nm into the tissue oxygen saturation. Correlations coefficients of 0.89 (0.86), 0.77 (0.71) and 0.69 (0.43) were obtained for the tissue hemoglobin concentration (oxygen saturation) values extracted using the full spectral Monte Carlo and the ratiometric analysis, for clinical measurements in head and neck, breast and cervical tissues, respectively. The ratiometric analysis was more than 4000 times faster than the inverse Monte Carlo analysis for estimating tissue hemoglobin concentration and oxygen saturation in simulated phantom experiments. In addition, the discriminatory power of the two analyses was similar. These results show the potential of such empirical tools to rapidly estimate tissue hemoglobin in real-time spectral imaging applications.
AbstractList A rapid heuristic ratiometric analysis for estimating tissue hemoglobin concentration and oxygen saturation from measured tissue diffuse reflectance spectra is presented. The analysis was validated in tissue-mimicking phantoms and applied to clinical measurements in head and neck, cervical and breast tissues. The analysis works in two steps. First, a linear equation that translates the ratio of the diffuse reflectance at 584 nm and 545 nm to estimate the tissue hemoglobin concentration using a Monte Carlo-based lookup table was developed. This equation is independent of tissue scattering and oxygen saturation. Second, the oxygen saturation was estimated using non-linear logistic equations that translate the ratio of the diffuse reflectance spectra at 539 nm to 545 nm into the tissue oxygen saturation. Correlations coefficients of 0.89 (0.86), 0.77 (0.71) and 0.69 (0.43) were obtained for the tissue hemoglobin concentration (oxygen saturation) values extracted using the full spectral Monte Carlo and the ratiometric analysis, for clinical measurements in head and neck, breast and cervical tissues, respectively. The ratiometric analysis was more than 4000 times faster than the inverse Monte Carlo analysis for estimating tissue hemoglobin concentration and oxygen saturation in simulated phantom experiments. In addition, the discriminatory power of the two analyses was similar. These results show the potential of such empirical tools to rapidly estimate tissue hemoglobin in real-time spectral imaging applications.
Audience Academic
Author Ramanujam, Nimmi
Hu, Fangyao
Lee, Walter T
Vishwanath, Karthik
Lo, Justin
Erkanli, Alaattin
Mulvey, Christine
AuthorAffiliation Glasgow University, United Kingdom
1 Department of Biomedical Engineering, Duke University, Durham, North Carolina, United States of America
2 Department of Biostatistics and Bioinformatics, Duke University, Durham, North Carolina, United States of America
3 Division of Otolaryngology–Head and Neck Surgery, Duke University Medical Center, Durham, North Carolina, United States of America
4 Section of Otolaryngology–Head and Neck Surgery, Veterans Administration Medical Center, Durham, North Carolina, United States of America
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Cites_doi 10.1364/BOE.3.003211
10.1136/ewjm.175.4.231
10.1016/j.bpobgyn.2006.01.018
10.1117/1.1899686
10.1016/j.radonc.2005.06.038
10.1117/1.2193157
10.1002/cncr.11255
10.1117/1.2398932
10.1364/AO.47.000825
10.1364/AO.44.004291
10.1056/NEJMoa0808516
10.1152/jappl.1975.38.2.315
10.1593/neo.81386
10.1117/1.3065544
10.1364/OE.15.007863
10.2307/2531595
10.1117/1.2165184
10.1117/1.3495730
10.1111/1523-1747.ep12479191
10.1364/OE.17.012293
10.1016/j.oraloncology.2005.08.008
10.1109/TBME.2008.2005994
10.1016/S0140-6736(05)66658-5
10.1016/j.oraloncology.2006.12.011
10.1016/S0360-3016(97)00101-6
10.1067/mob.2002.121075
10.1016/S0360-3016(98)00062-5
10.1158/0008-5472.CAN-08-3370
10.1364/OE.18.018779
10.1117/1.1502675
10.1056/NEJMsa044278
10.1364/OE.17.006368
10.1117/1.2907455
10.1364/AO.45.004776
10.1016/S0360-3016(98)00348-4
10.1002/lsm.20122
10.1364/AO.45.001062
10.1148/radiology.201.2.8888257
10.1117/1.1897398
10.1002/j.0022-0337.2001.65.11.tb03489.x
10.1016/j.ygyno.2007.08.082
10.1097/00128360-200304000-00001
10.1016/j.ygyno.2007.07.008
10.1016/j.ygyno.2005.07.054
10.1117/1.2769328
10.1002/cncr.22353
10.1366/10-06052
10.1177/0194599810394290
10.1109/10.42108
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Competing Interests: The authors have declared that no competing interests exist.
Conceived and designed the experiments: FH KV NR. Performed the experiments: FH. Analyzed the data: FH. Contributed reagents/materials/analysis tools: FH KV AE. Wrote the paper: FH KV JL AE CM WL NR.
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References VTC Chang (ref46) 2009; 11
I Pavlova (ref28) 2009; 14
NM Marin (ref21) 2005; 99
R Sankaranarayanan (ref2) 2005; 365
L Gao (ref57) 2009; 17
JE Bender (ref43) 2009; 56
SJ Goldie (ref36) 2005; 353
WR Lee (ref55) 1998; 42
HW Lawson (ref7) 2000; 49
M Nordsmark (ref51) 2005; 77
C Zhu (ref32) 2005; 10
MJC Vangemert (ref50) 1989; 36
SK Chang (ref19) 2005; 10
D Arifler (ref22) 2006; 11
P Warde (ref53) 1998; 41
S Dhar (ref59) 2012; 3
RN Pittman (ref40) 1975; 38
ER Delong (ref48) 1988; 44
ML Ellsworth (ref39) 1987; 252
VT Chang (ref44) 2010; 15
MC Skala (ref9) 2007; 15
J Sherris (ref8) 2001; 175
A Wang (ref25) 2007; 12
A Amelink (ref15) 2008; 44
B Dubray (ref54) 1996; 201
A Sharwani (ref13) 2006; 42
N Subhash (ref14) 2006; 11
ref4
ref3
RA Schwarz (ref17) 2008; 47
MG Muller (ref11) 2003; 97
K Vishwanath (ref47) 2011; 65
EK Adams (ref5) 2007; 109
ref35
VT Chang (ref10) 2009; 11
YN Mirabal (ref18) 2002; 7
I Georgakoudi (ref30) 2002; 186
(ref56); 14
M Rahman (ref16) 2008; 13
M Cardenas-Turanzas (ref23) 2007; 107
GM Palmer (ref33) 2006; 45
D Saslow (ref6) 2003; 7
Q Liu (ref31) 2006; 45
O Kujan (ref1) 2006; 3
DC de Veld (ref12) 2005; 36
RR Anderson (ref49) 1981; 77
JQ Brown (ref45) 2009; 69
R Sankaranarayanan (ref37) 2009; 360
R Hasina (ref29) 2001; 65
JE Phelps (ref41) 2010; 18
LC Zeferino (ref38) 2006; 20
DM Brizel (ref52) 1997; 38
JA Freeberg (ref24) 2007; 107
PM Lane (ref27) 2006; 11
AA Wagadarikar (ref58) 2009; 17
D Arifler (ref26) 2005; 44
HW Beumer (ref34) 2011; 144
M Follen (ref20) 2005; 3
GM Palmer (ref42) 2006; 45
References_xml – volume: 3
  start-page: 3211
  year: 2012
  ident: ref59
  article-title: A diffuse reflectance spectral imaging system for tumor margin assessment using custom annular photodiode arrays
  publication-title: Biomed Opt Express
  doi: 10.1364/BOE.3.003211
  contributor:
    fullname: S Dhar
– volume: 175
  start-page: 231
  year: 2001
  ident: ref8
  article-title: Cervical cancer in the developing world
  publication-title: West J Med
  doi: 10.1136/ewjm.175.4.231
  contributor:
    fullname: J Sherris
– volume: 20
  start-page: 339
  year: 2006
  ident: ref38
  article-title: Cervical cancer in the developing world
  publication-title: Best Practice & Research Clinical Obstetrics & Gynaecology
  doi: 10.1016/j.bpobgyn.2006.01.018
  contributor:
    fullname: LC Zeferino
– volume: 252
  start-page: H1031
  year: 1987
  ident: ref39
  article-title: Measurement of Hemoglobin Oxygen-Saturation in Capillaries
  publication-title: American Journal of Physiology
  contributor:
    fullname: ML Ellsworth
– volume: 10
  start-page: 024031
  year: 2005
  ident: ref19
  article-title: Combined reflectance and fluorescence spectroscopy for in vivo detection of cervical pre-cancer
  publication-title: J Biomed Opt
  doi: 10.1117/1.1899686
  contributor:
    fullname: SK Chang
– volume: 77
  start-page: 18
  year: 2005
  ident: ref51
  article-title: Prognostic value of tumor oxygenation in 397 head and neck tumors after primary radiation therapy. An international multi-center study
  publication-title: Radiotherapy and Oncology
  doi: 10.1016/j.radonc.2005.06.038
  contributor:
    fullname: M Nordsmark
– volume: 11
  start-page: 024006
  year: 2006
  ident: ref27
  article-title: Simple device for the direct visualization of oral-cavity tissue fluorescence
  publication-title: J Biomed Opt
  doi: 10.1117/1.2193157
  contributor:
    fullname: PM Lane
– volume: 97
  start-page: 1681
  year: 2003
  ident: ref11
  article-title: Spectroscopic detection and evaluation of morphologic and biochemical changes in early human oral carcinoma
  publication-title: Cancer
  doi: 10.1002/cncr.11255
  contributor:
    fullname: MG Muller
– volume: 11
  start-page: 064027
  year: 2006
  ident: ref22
  article-title: Spatially resolved reflectance spectroscopy for diagnosis of cervical precancer: Monte Carlo modeling and comparison to clinical measurements
  publication-title: J Biomed Opt
  doi: 10.1117/1.2398932
  contributor:
    fullname: D Arifler
– volume: 47
  start-page: 825
  year: 2008
  ident: ref17
  article-title: Autofluorescence and diffuse reflectance spectroscopy of oral epithelial tissue using a depth-sensitive fiber-optic probe
  publication-title: Appl Opt
  doi: 10.1364/AO.47.000825
  contributor:
    fullname: RA Schwarz
– volume: 14
  ident: ref56
– volume: 44
  start-page: 4291
  year: 2005
  ident: ref26
  article-title: Reflectance spectroscopy for diagnosis of epithelial precancer: model-based analysis of fiber-optic probe designs to resolve spectral information from epithelium and stroma
  publication-title: Appl Opt
  doi: 10.1364/AO.44.004291
  contributor:
    fullname: D Arifler
– volume: 360
  start-page: 1385
  year: 2009
  ident: ref37
  article-title: HPV screening for cervical cancer in rural India
  publication-title: The New England Journal of Medicine
  doi: 10.1056/NEJMoa0808516
  contributor:
    fullname: R Sankaranarayanan
– volume: 38
  start-page: 315
  year: 1975
  ident: ref40
  article-title: New Method for Measurement of Percent Oxyhemoglobin
  publication-title: Journal of Applied Physiology
  doi: 10.1152/jappl.1975.38.2.315
  contributor:
    fullname: RN Pittman
– volume: 11
  start-page: 325
  year: 2009
  ident: ref10
  article-title: Quantitative physiology of the precancerous cervix in vivo through optical spectroscopy
  publication-title: Neoplasia
  doi: 10.1593/neo.81386
  contributor:
    fullname: VT Chang
– volume: 14
  start-page: 014009
  year: 2009
  ident: ref28
  article-title: Fluorescence spectroscopy of oral tissue: Monte Carlo modeling with site-specific tissue properties
  publication-title: J Biomed Opt
  doi: 10.1117/1.3065544
  contributor:
    fullname: I Pavlova
– volume: 15
  start-page: 7863
  year: 2007
  ident: ref9
  article-title: Comparison of a physical model and principal component analysis for the diagnosis of epithelial neoplasias in vivo using diffuse reflectance spectroscopy
  publication-title: Opt Express
  doi: 10.1364/OE.15.007863
  contributor:
    fullname: MC Skala
– volume: 44
  start-page: 837
  year: 1988
  ident: ref48
  article-title: Comparing the Areas under 2 or More Correlated Receiver Operating Characteristic Curves - a Nonparametric Approach
  publication-title: Biometrics
  doi: 10.2307/2531595
  contributor:
    fullname: ER Delong
– volume: 11
  start-page: 014018
  year: 2006
  ident: ref14
  article-title: Oral cancer detection using diffuse reflectance spectral ratio R540/R575 of oxygenated hemoglobin bands
  publication-title: J Biomed Opt
  doi: 10.1117/1.2165184
  contributor:
    fullname: N Subhash
– volume: 15
  start-page: 057006
  year: 2010
  ident: ref44
  article-title: Visible light optical spectroscopy is sensitive to neovascularization in the dysplastic cervix
  publication-title: J Biomed Opt
  doi: 10.1117/1.3495730
  contributor:
    fullname: VT Chang
– volume: 77
  start-page: 13
  year: 1981
  ident: ref49
  article-title: The optics of human skin
  publication-title: J Invest Dermatol
  doi: 10.1111/1523-1747.ep12479191
  contributor:
    fullname: RR Anderson
– volume: 17
  start-page: 12293
  year: 2009
  ident: ref57
  article-title: Compact Image Slicing Spectrometer (ISS) for hyperspectral fluorescence microscopy
  publication-title: Optics Express
  doi: 10.1364/OE.17.012293
  contributor:
    fullname: L Gao
– volume: 42
  start-page: 343
  year: 2006
  ident: ref13
  article-title: Assessment of oral premalignancy using elastic scattering spectroscopy
  publication-title: Oral Oncol
  doi: 10.1016/j.oraloncology.2005.08.008
  contributor:
    fullname: A Sharwani
– volume: 56
  start-page: 960
  year: 2009
  ident: ref43
  article-title: A Robust-Monte Carlo Model for the Extraction of Biological Absorption and Scattering In Vivo
  publication-title: Ieee Transactions on Biomedical Engineering
  doi: 10.1109/TBME.2008.2005994
  contributor:
    fullname: JE Bender
– volume: 365
  start-page: 1927
  year: 2005
  ident: ref2
  article-title: Effect of screening on oral cancer mortality in Kerala, India: a cluster-randomised controlled trial
  publication-title: Lancet
  doi: 10.1016/S0140-6736(05)66658-5
  contributor:
    fullname: R Sankaranarayanan
– volume: 44
  start-page: 65
  year: 2008
  ident: ref15
  article-title: Non-invasive measurement of the morphology and physiology of oral mucosa by use of optical spectroscopy
  publication-title: Oral Oncol
  doi: 10.1016/j.oraloncology.2006.12.011
  contributor:
    fullname: A Amelink
– volume: 38
  start-page: 285
  year: 1997
  ident: ref52
  article-title: Tumor hypoxia adversely affects the prognosis of carcinoma of the head and neck
  publication-title: International Journal of Radiation Oncology Biology Physics
  doi: 10.1016/S0360-3016(97)00101-6
  contributor:
    fullname: DM Brizel
– volume: 186
  start-page: 374
  year: 2002
  ident: ref30
  article-title: Trimodal spectroscopy for the detection and characterization of cervical precancers in vivo
  publication-title: Am J Obstet Gynecol
  doi: 10.1067/mob.2002.121075
  contributor:
    fullname: I Georgakoudi
– volume: 41
  start-page: 347
  year: 1998
  ident: ref53
  article-title: T1/T2 glottic cancer managed by external beam radiotherapy: The influence of pretreatment hemoglobin on local control
  publication-title: International Journal of Radiation Oncology Biology Physics
  doi: 10.1016/S0360-3016(98)00062-5
  contributor:
    fullname: P Warde
– volume: 69
  start-page: 2919
  year: 2009
  ident: ref45
  article-title: Quantitative optical spectroscopy: a robust tool for direct measurement of breast cancer vascular oxygenation and total hemoglobin content in vivo
  publication-title: Cancer Res
  doi: 10.1158/0008-5472.CAN-08-3370
  contributor:
    fullname: JQ Brown
– volume: 18
  start-page: 18779
  year: 2010
  ident: ref41
  article-title: Rapid ratiometric determination of hemoglobin concentration using UV-VIS diffuse reflectance at isosbestic wavelengths
  publication-title: Optics Express
  doi: 10.1364/OE.18.018779
  contributor:
    fullname: JE Phelps
– volume: 7
  start-page: 587
  year: 2002
  ident: ref18
  article-title: Reflectance spectroscopy for in vivo detection of cervical precancer
  publication-title: J Biomed Opt
  doi: 10.1117/1.1502675
  contributor:
    fullname: YN Mirabal
– volume: 353
  start-page: 2158
  year: 2005
  ident: ref36
  article-title: Cost-Effectiveness of Cervical-Cancer Screening in Five Developing Countries
  publication-title: N Engl J Med
  doi: 10.1056/NEJMsa044278
  contributor:
    fullname: SJ Goldie
– volume: 17
  start-page: 6368
  year: 2009
  ident: ref58
  article-title: Video rate spectral imaging using a coded aperture snapshot spectral imager
  publication-title: Optics Express
  doi: 10.1364/OE.17.006368
  contributor:
    fullname: AA Wagadarikar
– volume: 3
  start-page: CD004150
  year: 2006
  ident: ref1
  article-title: Screening programmes for the early detection and prevention of oral cancer
  publication-title: Cochrane Database Syst Rev
  contributor:
    fullname: O Kujan
– volume: 13
  start-page: 030502
  year: 2008
  ident: ref16
  article-title: Low-cost, multimodal, portable screening system for early detection of oral cancer
  publication-title: J Biomed Opt
  doi: 10.1117/1.2907455
  contributor:
    fullname: M Rahman
– volume: 45
  start-page: 4776
  year: 2006
  ident: ref31
  article-title: Sequential estimation of optical properties of a two-layered epithelial tissue model from depth-resolved ultraviolet-visible diffuse reflectance spectra
  publication-title: Appl Opt
  doi: 10.1364/AO.45.004776
  contributor:
    fullname: Q Liu
– ident: ref3
– volume: 42
  start-page: 1069
  year: 1998
  ident: ref55
  article-title: Anemia is associated with decreased survival and increased locoregional failure in patients with locally advanced head and neck carcinoma: A secondary analysis of RTOG 85–27
  publication-title: International Journal of Radiation Oncology Biology Physics
  doi: 10.1016/S0360-3016(98)00348-4
  contributor:
    fullname: WR Lee
– volume: 36
  start-page: 356
  year: 2005
  ident: ref12
  article-title: Autofluorescence and diffuse reflectance spectroscopy for oral oncology
  publication-title: Lasers Surg Med
  doi: 10.1002/lsm.20122
  contributor:
    fullname: DC de Veld
– volume: 45
  start-page: 1062
  year: 2006
  ident: ref42
  article-title: Monte Carlo-based inverse model for calculating tissue optical properties. Part I: Theory and validation on synthetic phantoms
  publication-title: Applied Optics
  doi: 10.1364/AO.45.001062
  contributor:
    fullname: GM Palmer
– volume: 201
  start-page: 553
  year: 1996
  ident: ref54
  article-title: Anemia is associated with lower local-regional control and survival after radiation therapy for head and neck cancer: A prospective study
  publication-title: Radiology
  doi: 10.1148/radiology.201.2.8888257
  contributor:
    fullname: B Dubray
– volume: 10
  start-page: 024032
  year: 2005
  ident: ref32
  article-title: Use of a multiseparation fiber optic probe for the optical diagnosis of breast cancer
  publication-title: J Biomed Opt
  doi: 10.1117/1.1897398
  contributor:
    fullname: C Zhu
– volume: 65
  start-page: 1282
  year: 2001
  ident: ref29
  article-title: Angiogenesis in oral cancer
  publication-title: J Dent Educ
  doi: 10.1002/j.0022-0337.2001.65.11.tb03489.x
  contributor:
    fullname: R Hasina
– volume: 3
  start-page: 41
  year: 2005
  ident: ref20
  article-title: Optical technologies for cervical neoplasia: update of an NCI program project grant
  publication-title: Clin Adv Hematol Oncol
  contributor:
    fullname: M Follen
– volume: 107
  start-page: S138
  year: 2007
  ident: ref23
  article-title: The clinical effectiveness of optical spectroscopy for the in vivo diagnosis of cervical intraepithelial neoplasia: where are we?
  publication-title: Gynecol Oncol
  doi: 10.1016/j.ygyno.2007.08.082
  contributor:
    fullname: M Cardenas-Turanzas
– volume: 49
  start-page: 37
  year: 2000
  ident: ref7
  article-title: Implementing recommendations for the early detection of breast and cervical cancer among low-income women
  publication-title: MMWR Recomm Rep
  contributor:
    fullname: HW Lawson
– ident: ref4
– volume: 11
  start-page: 325
  year: 2009
  ident: ref46
  article-title: Quantitative Physiology of the Precancerous Cervix In Vivo through Optical Spectroscopy
  publication-title: Neoplasia
  doi: 10.1593/neo.81386
  contributor:
    fullname: VTC Chang
– volume: 7
  start-page: 67
  year: 2003
  ident: ref6
  article-title: American Cancer Society Guideline for the Early Detection of Cervical Neoplasia and Cancer
  publication-title: J Low Genit Tract Dis
  doi: 10.1097/00128360-200304000-00001
  contributor:
    fullname: D Saslow
– volume: 107
  start-page: S248
  year: 2007
  ident: ref24
  article-title: The performance of fluorescence and reflectance spectroscopy for the in vivo diagnosis of cervical neoplasia; point probe versus multispectral approaches
  publication-title: Gynecol Oncol
  doi: 10.1016/j.ygyno.2007.07.008
  contributor:
    fullname: JA Freeberg
– volume: 99
  start-page: S116
  year: 2005
  ident: ref21
  article-title: Diffuse reflectance patterns in cervical spectroscopy
  publication-title: Gynecol Oncol
  doi: 10.1016/j.ygyno.2005.07.054
  contributor:
    fullname: NM Marin
– volume: 12
  start-page: 044012
  year: 2007
  ident: ref25
  article-title: Targeting spectral signatures of progressively dysplastic stratified epithelia using angularly variable fiber geometry in reflectance Monte Carlo simulations
  publication-title: J Biomed Opt
  doi: 10.1117/1.2769328
  contributor:
    fullname: A Wang
– volume: 109
  start-page: 348
  year: 2007
  ident: ref5
  article-title: Impact of the National Breast and Cervical Cancer Early Detection Program on mammography and Pap test utilization among white, Hispanic, and African American women: 1996–2000
  publication-title: Cancer
  doi: 10.1002/cncr.22353
  contributor:
    fullname: EK Adams
– volume: 45
  start-page: 1062
  year: 2006
  ident: ref33
  article-title: Monte Carlo-based inverse model for calculating tissue optical properties. Part I: Theory and validation on synthetic phantoms
  publication-title: Appl Opt
  doi: 10.1364/AO.45.001062
  contributor:
    fullname: GM Palmer
– volume: 65
  start-page: 206
  year: 2011
  ident: ref47
  article-title: Portable, Fiber-Based, Diffuse Reflection Spectroscopy (DRS) Systems for Estimating Tissue Optical Properties
  publication-title: Appl Spectrosc
  doi: 10.1366/10-06052
  contributor:
    fullname: K Vishwanath
– volume: 144
  start-page: 390
  year: 2011
  ident: ref34
  article-title: Detection of Squamous Cell Carcinoma and Corresponding Biomarkers Using Optical Spectroscopy
  publication-title: Otolaryngology-Head and Neck Surgery
  doi: 10.1177/0194599810394290
  contributor:
    fullname: HW Beumer
– volume: 36
  start-page: 1146
  year: 1989
  ident: ref50
  article-title: Skin Optics
  publication-title: Ieee Transactions on Biomedical Engineering
  doi: 10.1109/10.42108
  contributor:
    fullname: MJC Vangemert
– ident: ref35
SSID ssj0053866
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Snippet A rapid heuristic ratiometric analysis for estimating tissue hemoglobin concentration and oxygen saturation from measured tissue diffuse reflectance spectra is...
SourceID plos
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pubmedcentral
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gale
crossref
pubmed
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage e82977
SubjectTerms Algorithms
Anemia
Biology
Biomedical engineering
Biopsy
Breast Neoplasms - blood supply
Breast Neoplasms - diagnosis
Breast Neoplasms - metabolism
Cancer
Cancer therapies
Cervical cancer
Cervical Intraepithelial Neoplasia - blood supply
Cervical Intraepithelial Neoplasia - diagnosis
Cervical Intraepithelial Neoplasia - metabolism
Computer Simulation
Diagnosis
Early Detection of Cancer - methods
Empirical analysis
Engineering
Estimation
Female
Head and neck
Head and Neck Neoplasms - blood supply
Head and Neck Neoplasms - diagnosis
Head and Neck Neoplasms - metabolism
Hemoglobin
Hemoglobins - analysis
Humans
Imaging systems
Linear equations
Mathematical models
Medical diagnosis
Medical prognosis
Medical screening
Mimicry
Monte Carlo simulation
Morphology
Neoplasms - blood supply
Neoplasms - diagnosis
Neoplasms - metabolism
Neovascularization, Pathologic - diagnosis
Neovascularization, Pathologic - metabolism
Nonlinear equations
Oncology
Optical properties
Optics
Otolaryngology
Oxygen
Oxygen - metabolism
Oxygen Consumption - physiology
Oxygen content
Oxygen saturation
Phantoms, Imaging
Physics
Physiology
Radiation therapy
Radiometry - instrumentation
Radiometry - methods
Reflectance
Saturation
Spectra
Spectrum analysis
Tissue analysis
Tissues
Uterine Cervical Neoplasms - blood supply
Uterine Cervical Neoplasms - diagnosis
Uterine Cervical Neoplasms - metabolism
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Title Rapid determination of oxygen saturation and vascularity for cancer detection
URI https://www.ncbi.nlm.nih.gov/pubmed/24358243
https://www.proquest.com/docview/1468610032/abstract/
https://search.proquest.com/docview/1490735844
https://pubmed.ncbi.nlm.nih.gov/PMC3865147
https://doaj.org/article/7cf100c8732a47fb8d0872ce1146ac86
http://dx.doi.org/10.1371/journal.pone.0082977
Volume 8
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