1
|
Deng B, Muldoon A, Cormier J, Mercaldo ND, Niehoff E, Moffett N, Saksena MA, Isakoff SJ, Carp SA. Functional hemodynamic imaging markers for the prediction of pathological outcomes in breast cancer patients treated with neoadjuvant chemotherapy. JOURNAL OF BIOMEDICAL OPTICS 2024; 29:066001. [PMID: 38737790 PMCID: PMC11088438 DOI: 10.1117/1.jbo.29.6.066001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 01/25/2024] [Revised: 04/12/2024] [Accepted: 04/12/2024] [Indexed: 05/14/2024]
Abstract
Significance Achieving pathologic complete response (pCR) after neoadjuvant chemotherapy (NACT) is a significant predictor of increased likelihood of survival in breast cancer patients. Early prediction of pCR is of high clinical value as it could allow personalized adjustment of treatment regimens in non-responding patients for improved outcomes. Aim We aim to assess the association between hemoglobin-based functional imaging biomarkers derived from diffuse optical tomography (DOT) and the pathological outcome represented by pCR at different timepoints along the course of NACT. Approach Twenty-two breast cancer patients undergoing NACT were enrolled in a multimodal DOT and X-ray digital breast tomosynthesis (DBT) imaging study in which their breasts were imaged at different compression levels. Logistic regressions were used to study the associations between DOT-derived imaging markers evaluated after the first and second cycles of chemotherapy, respectively, with pCR status determined after the conclusion of NACT at the time of surgery. Receiver operating characteristic curve analysis was also used to explore the predictive performance of selected DOT-derived markers. Results Normalized tumor HbT under half compression was significantly lower in the pCR group compared to the non-pCR group after two chemotherapy cycles (p = 0.042 ). In addition, the change in normalized tumor StO 2 upon reducing compression from full to half mammographic force was identified as another potential indicator of pCR at an earlier time point, i.e., after the first chemo cycle (p = 0.038 ). Exploratory predictive assessments showed that AUCs using DOT-derived functional imaging markers as predictors reach as high as 0.75 and 0.71, respectively, after the first and second chemo cycle, compared to AUCs of 0.50 and 0.53 using changes in tumor size measured on DBT and MRI. Conclusions These findings suggest that breast DOT could be used to assist response assessment in women undergoing NACT, a critical but unmet clinical need, and potentially enable personalized adjustments of treatment regimens.
Collapse
Affiliation(s)
- Bin Deng
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Charlestown, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - Ailis Muldoon
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Charlestown, Massachusetts, United States
| | - Jayne Cormier
- Massachusetts General Hospital, Breast Imaging Division, Department of Radiology, Boston, Massachusetts, United States
| | - Nathaniel D. Mercaldo
- Harvard Medical School, Boston, Massachusetts, United States
- Massachusetts General Hospital, Institute for Technology Assessment, Boston, Massachusetts, United States
| | - Elizabeth Niehoff
- Massachusetts General Hospital, Cancer Center, Boston, Massachusetts, United States
| | - Natalie Moffett
- Massachusetts General Hospital, Cancer Center, Boston, Massachusetts, United States
| | - Mansi A. Saksena
- Harvard Medical School, Boston, Massachusetts, United States
- Massachusetts General Hospital, Breast Imaging Division, Department of Radiology, Boston, Massachusetts, United States
| | - Steven J. Isakoff
- Harvard Medical School, Boston, Massachusetts, United States
- Massachusetts General Hospital, Cancer Center, Boston, Massachusetts, United States
| | - Stefan A. Carp
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Charlestown, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| |
Collapse
|
2
|
Wada H, Yoshizawa N, Ohmae E, Ueda Y, Yoshimoto K, Mimura T, Nasu H, Asano Y, Ogura H, Sakahara H, Goshima S. Water and lipid content of breast tissue measured by six-wavelength time-domain diffuse optical spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:105002. [PMID: 36229894 PMCID: PMC9556800 DOI: 10.1117/1.jbo.27.10.105002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/09/2022] [Accepted: 09/23/2022] [Indexed: 06/16/2023]
Abstract
SIGNIFICANCE The water and lipid content of normal breast tissue showed mammary gland characteristics with less influence from the chest wall using six-wavelength time-domain diffuse optical spectroscopy (TD-DOS) in a reflectance geometry. AIM To determine the depth sensitivity of a six-wavelength TD-DOS system and evaluate whether the optical parameters in normal breast tissue can distinguish dense breasts from non-dense breasts. APPROACH Measurements were performed in normal breast tissue of 37 breast cancer patients. We employed a six-wavelength TD-DOS system to measure the water and lipid content in addition to the hemoglobin concentration. The breast density in mammography and optical parameters were then compared. RESULTS The depth sensitivity of the system for water and lipid content was estimated to be ∼15 mm. Our findings suggest that the influence of the chest wall on the water content is weaker than that on the total hemoglobin concentration. In data with evaluation conditions, the water content was significantly higher (p < 0.001) and the lipid content was significantly lower (p < 0.001) in dense breast tissue. The water and lipid content exhibited a high sensitivity and specificity to distinguish dense from non-dense breasts in receiver-operating-characteristic curve analysis. CONCLUSIONS With less influence from the chest wall, the water and lipid content of normal breast tissue measured by a reflectance six-wavelength TD-DOS system, together with ultrasonography, can be applied to distinguish dense from non-dense breasts.
Collapse
Affiliation(s)
- Hiroko Wada
- Hamamatsu Photonics K.K., Central Research Laboratory, Hamamatsu, Japan
| | - Nobuko Yoshizawa
- Hamamatsu University School of Medicine, Department of Radiology, Hamamatsu, Japan
| | - Etsuko Ohmae
- Hamamatsu Photonics K.K., Central Research Laboratory, Hamamatsu, Japan
| | - Yukio Ueda
- Hamamatsu Photonics K.K., Central Research Laboratory, Hamamatsu, Japan
| | - Kenji Yoshimoto
- Hamamatsu Photonics K.K., Central Research Laboratory, Hamamatsu, Japan
| | - Tetsuya Mimura
- Hamamatsu Photonics K.K., Central Research Laboratory, Hamamatsu, Japan
| | - Hatsuko Nasu
- Hamamatsu University School of Medicine, Department of Radiology, Hamamatsu, Japan
| | - Yuko Asano
- Hamamatsu University School of Medicine, Department of Breast Surgery, Hamamatsu, Japan
| | - Hiroyuki Ogura
- Hamamatsu University School of Medicine, Department of Breast Surgery, Hamamatsu, Japan
| | - Harumi Sakahara
- Hamamatsu University School of Medicine, Department of Radiology, Hamamatsu, Japan
- Higashiomicity Gamo Medical Center, PET Center, Higashiomishi, Japan
| | - Satoshi Goshima
- Hamamatsu University School of Medicine, Department of Radiology, Hamamatsu, Japan
| |
Collapse
|
3
|
Song B, Yin X, Fan Y, Zhao Y. Quantitative spatial mapping of tissue water and lipid content using spatial frequency domain imaging in the 900- to 1000-nm wavelength region. JOURNAL OF BIOMEDICAL OPTICS 2022; 27:105005. [PMID: 36303279 PMCID: PMC9612091 DOI: 10.1117/1.jbo.27.10.105005] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/01/2022] [Accepted: 10/06/2022] [Indexed: 06/16/2023]
Abstract
SIGNIFICANCE Water and lipid are key participants of many biological processes, but there are few label-free, non-contact optical methods that can spatially map these components in-vivo. Shortwave infrared meso-patterned imaging (SWIR-MPI) is an emerging technique that successfully addresses this need. However, it requires a dedicated SWIR camera to probe the 900- to 1300-nm wavelength region, which hinders practical translation of the technology. AIM Compared with SWIR-MPI, we aim to develop a new technique that can dramatically reduce the cost in detector while maintaining high accuracy for the quantification of tissue water and lipid content. APPROACH By utilizing water and lipid absorption features in the 900- to 1000-nm wavelength region as well as optimal wavelength and spatial frequency combinations, we develop a new imaging technique based on spatial frequency domain imaging to quantitatively map tissue water and lipid content using a regular silicon-based camera. RESULTS The proposed method is validated with a phantom study, which shows average error of 0.9 ± 1.2 % for water content estimation, and -0.4 ± 0.7 % for lipid content estimation, respectively. The proposed method is also demonstrated for ex vivo porcine tissue lipid mapping as well as in-vivo longitudinal water content monitoring. CONCLUSIONS The proposed technique enables spatial mapping of tissue water and lipid content with the cost in detector reduced by two orders of magnitude compared with SWIR-MPI while maintaining high accuracy. The experimental results highlight the potential of this technique for substantial impact in both scientific and industrial applications.
Collapse
Affiliation(s)
- Bowen Song
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Xinman Yin
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Yubo Fan
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| | - Yanyu Zhao
- Beihang University, School of Engineering Medicine, Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, Beijing, China
| |
Collapse
|
4
|
Zhao Y, Song B, Wang M, Zhao Y, Fan Y. Halftone spatial frequency domain imaging enables kilohertz high-speed label-free non-contact quantitative mapping of optical properties for strongly turbid media. LIGHT, SCIENCE & APPLICATIONS 2021; 10:245. [PMID: 34887375 PMCID: PMC8660769 DOI: 10.1038/s41377-021-00681-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/30/2021] [Revised: 10/28/2021] [Accepted: 11/23/2021] [Indexed: 05/05/2023]
Abstract
The ability to quantify optical properties (i.e., absorption and scattering) of strongly turbid media has major implications on the characterization of biological tissues, fluid fields, and many others. However, there are few methods that can provide wide-field quantification of optical properties, and none is able to perform quantitative optical property imaging with high-speed (e.g., kilohertz) capabilities. Here we develop a new imaging modality termed halftone spatial frequency domain imaging (halftone-SFDI), which is approximately two orders of magnitude faster than the state-of-the-art, and provides kilohertz high-speed, label-free, non-contact, wide-field quantification for the optical properties of strongly turbid media. This method utilizes halftone binary patterned illumination to target the spatial frequency response of turbid media, which is then mapped to optical properties using model-based analysis. We validate the halftone-SFDI on an array of phantoms with a wide range of optical properties as well as in vivo human tissue. We demonstrate with an in vivo rat brain cortex imaging study, and show that halftone-SFDI can longitudinally monitor the absolute concentration as well as spatial distribution of functional chromophores in tissue. We also show that halftone-SFDI can spatially map dual-wavelength optical properties of a highly dynamic flow field at kilohertz speed. Together, these results highlight the potential of halftone-SFDI to enable new capabilities in fundamental research and translational studies including brain science and fluid dynamics.
Collapse
Affiliation(s)
- Yanyu Zhao
- Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, School of Engineering Medicine, and with the School of Biological Science and Medical Engineering, Beihang University, 100191, Beijing, China.
| | - Bowen Song
- Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, School of Engineering Medicine, and with the School of Biological Science and Medical Engineering, Beihang University, 100191, Beijing, China
| | - Ming Wang
- Institute of Spacecraft Application System Engineering, China Academy of Space Technology, 100094, Beijing, China
| | - Yang Zhao
- Beijing Institute of Spacecraft Engineering, 100094, Beijing, China
| | - Yubo Fan
- Beijing Advanced Innovation Center for Biomedical Engineering, Key Laboratory for Biomechanics and Mechanobiology of Ministry of Education, School of Engineering Medicine, and with the School of Biological Science and Medical Engineering, Beihang University, 100191, Beijing, China.
| |
Collapse
|
5
|
Spink SS, Teng F, Pera V, Peterson HM, Cormier T, Sauer-Budge A, Chargin D, Brookfield S, Eggebrecht AT, Ko N, Roblyer D. High optode-density wearable diffuse optical probe for monitoring paced breathing hemodynamics in breast tissue. JOURNAL OF BIOMEDICAL OPTICS 2021; 26:JBO-200339SSR. [PMID: 34080400 PMCID: PMC8170390 DOI: 10.1117/1.jbo.26.6.062708] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 05/16/2021] [Indexed: 06/12/2023]
Abstract
SIGNIFICANCE Diffuse optical imaging (DOI) provides in vivo quantification of tissue chromophores such as oxy- and deoxyhemoglobin (HbO2 and HHb, respectively). These parameters have been shown to be useful for predicting neoadjuvant treatment response in breast cancer patients. However, most DOI devices designed for the breast are nonportable, making frequent longitudinal monitoring during treatment a challenge. Furthermore, hemodynamics related to the respiratory cycle are currently unexplored in the breast and may have prognostic value. AIM To design, fabricate, and validate a high optode-density wearable continuous wave diffuse optical probe for the monitoring of breathing hemodynamics in breast tissue. APPROACH The probe has a rigid-flex design with 16 dual-wavelength sources and 16 detectors. Performance was characterized on tissue-simulating phantoms, and validation was performed through flow phantom and cuff occlusion measurements. The breasts of N = 4 healthy volunteers were measured while performing a breathing protocol. RESULTS The probe has 512 unique source-detector (S-D) pairs that span S-D separations of 10 to 54 mm. It exhibited good performance characteristics: μa drift of 0.34%/h, μa precision of 0.063%, and mean SNR ≥ 24 dB up to 41 mm S-D separation. Absorption contrast was detected in flow phantoms at depths exceeding 28 mm. A cuff occlusion measurement confirmed the ability of the probe to track expected hemodynamics in vivo. Breast measurements on healthy volunteers during paced breathing revealed median signal-to-motion artifact ratios ranging from 8.1 to 8.7 dB. Median ΔHbO2 and ΔHHb amplitudes ranged from 0.39 to 0.67 μM and 0.08 to 0.12 μM, respectively. Median oxygen saturations at the respiratory rate ranged from 82% to 87%. CONCLUSIONS A wearable diffuse optical probe has been designed and fabricated for the measurement of breast tissue hemodynamics. This device is capable of quantifying breathing-related hemodynamics in healthy breast tissue.
Collapse
Affiliation(s)
- Samuel S. Spink
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Fei Teng
- Boston University, Department of Electrical and Computer Engineering, Boston, Massachusetts, United States
| | - Vivian Pera
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Hannah M. Peterson
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Tim Cormier
- Boston University, Fraunhofer Center for Manufacturing Innovation, Boston, Massachusetts, United States
| | - Alexis Sauer-Budge
- Boston University, Fraunhofer Center for Manufacturing Innovation, Boston, Massachusetts, United States
| | - David Chargin
- Boston University, Fraunhofer Center for Manufacturing Innovation, Boston, Massachusetts, United States
| | - Sam Brookfield
- Boston University, Fraunhofer Center for Manufacturing Innovation, Boston, Massachusetts, United States
| | - Adam T. Eggebrecht
- Washington University, Department of Radiology, St. Louis, Missouri, United States
| | - Naomi Ko
- Boston Medical Center, Section of Hematology and Oncology, Women’s Health Unit, Boston, Massachusetts, United States
| | - Darren Roblyer
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| |
Collapse
|
6
|
Effects of neoadjuvant chemotherapy on the contralateral non-tumor-bearing breast assessed by diffuse optical tomography. Breast Cancer Res 2021; 23:16. [PMID: 33517909 PMCID: PMC7849076 DOI: 10.1186/s13058-021-01396-w] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Accepted: 01/20/2021] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND The purpose of this study is to evaluate whether the changes in optically derived parameters acquired with a diffuse optical tomography breast imager system (DOTBIS) in the contralateral non-tumor-bearing breast in patients administered neoadjuvant chemotherapy (NAC) for breast cancer are associated with pathologic complete response (pCR). METHODS In this retrospective evaluation of 105 patients with stage II-III breast cancer, oxy-hemoglobin (ctO2Hb) from the contralateral non-tumor-bearing breast was collected and analyzed at different time points during NAC. The earliest monitoring imaging time point was after 2-3 weeks receiving taxane. Longitudinal data were analyzed using linear mixed-effects modeling to evaluate the contralateral breast ctO2Hb changes across chemotherapy when corrected for pCR status, age, and BMI. RESULTS Patients who achieved pCR to NAC had an overall decrease of 3.88 μM for ctO2Hb (95% CI, 1.39 to 6.37 μM), p = .004, after 2-3 weeks. On the other hand, non-pCR subjects had a non-significant mean reduction of 0.14 μM (95% CI, - 1.30 to 1.58 μM), p > .05. Mixed-effect model results indicated a statistically significant negative relationship of ctO2Hb levels with BMI and age. CONCLUSIONS This study demonstrates that the contralateral normal breast tissue assessed by DOTBIS is modifiable after NAC, with changes associated with pCR after only 2-3 weeks of chemotherapy.
Collapse
|
7
|
Hohmann M, Lengenfelder B, Muhr D, Späth M, Hauptkorn M, Klämpfl F, Schmidt M. Direct measurement of the scattering coefficient. BIOMEDICAL OPTICS EXPRESS 2021; 12:320-335. [PMID: 33659078 PMCID: PMC7899499 DOI: 10.1364/boe.410248] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/15/2020] [Revised: 11/23/2020] [Accepted: 11/23/2020] [Indexed: 05/11/2023]
Abstract
In general, the measurement of the main three optical properties (µ a , µ s and g) in turbid media requires a very precise measurement of the total transmission (TT), the total reflection (TR) and the collimated transmission (CT). Furthermore, an inverse algorithm such as inverse adding doubling or inverse Monte-Carlo-simulations is required for the reconstruction of the optical properties. Despite many available methods, the error free measurement of the scattering coefficient or the g-factor still remains challenging. In this study, we present a way to directly calculate the scattering coefficient from the total and collimated transmission. To allow this, it can be shown thatT T C T is proportional to e μ s ⋅ d for a wide range of optical properties if the sample is thick enough. Moreover, a set-up is developed and validated to measure the collimated transmission precisely.
Collapse
Affiliation(s)
- Martin Hohmann
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
- Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052 Erlangen, Germany
| | - Benjamin Lengenfelder
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
- Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052 Erlangen, Germany
| | - Daniel Muhr
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
| | - Moritz Späth
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
- Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052 Erlangen, Germany
| | - Maximilian Hauptkorn
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
| | - Florian Klämpfl
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
- Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052 Erlangen, Germany
| | - Michael Schmidt
- Institute of Photonic Technologies (LPT), Friedrich-Alexander-Universität Erlangen-Nürnberg (FAU), Germany
- Erlangen Graduate School in Advanced Optical Technologies (SAOT), Paul-Gordan-Straße 6, 91052 Erlangen, Germany
| |
Collapse
|
8
|
Zhao Y, Pilvar A, Tank A, Peterson H, Jiang J, Aster JC, Dumas JP, Pierce MC, Roblyer D. Shortwave-infrared meso-patterned imaging enables label-free mapping of tissue water and lipid content. Nat Commun 2020; 11:5355. [PMID: 33097705 PMCID: PMC7585425 DOI: 10.1038/s41467-020-19128-7] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2019] [Accepted: 09/29/2020] [Indexed: 12/11/2022] Open
Abstract
Water and lipids are key participants in many biological processes, but there are few non-invasive methods that provide quantification of these components in vivo, and none that can isolate and quantify lipids in the blood. Here we develop a new imaging modality termed shortwave infrared meso-patterned imaging (SWIR-MPI) to provide label-free, non-contact, spatial mapping of water and lipid concentrations in tissue. The method utilizes patterned hyperspectral illumination to target chromophore absorption bands in the 900-1,300 nm wavelength range. We use SWIR-MPI to monitor clinically important physiological processes including edema, inflammation, and tumor lipid heterogeneity in preclinical models. We also show that SWIR-MPI can spatially map blood-lipids in humans, representing an example of non-invasive and contact-free measurements of in vivo blood lipids. Together, these results highlight the potential of SWIR-MPI to enable new capabilities in fundamental studies and clinical monitoring of major conditions including obesity, cancer, and cardiovascular disease.
Collapse
Affiliation(s)
- Yanyu Zhao
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA.,Beijing Advanced Innovation Center for Biomedical Engineering, School of Biological Science and Medical Engineering, Beihang University, Beijing, 100191, China
| | - Anahita Pilvar
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Anup Tank
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Hannah Peterson
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - John Jiang
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Jon C Aster
- Department of Pathology, Brigham and Women's Hospital and Harvard Medical School, 75 Francis Street, Boston, MA, 02115, USA
| | - John Paul Dumas
- Department of Biomedical Engineering, Rutgers, The State University of New Jersey, 599 Taylor Road, Piscataway, NJ, 08854, USA
| | - Mark C Pierce
- Department of Biomedical Engineering, Rutgers, The State University of New Jersey, 599 Taylor Road, Piscataway, NJ, 08854, USA
| | - Darren Roblyer
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA.
| |
Collapse
|
9
|
Peterson HM, Tank A, Geller DS, Yang R, Gorlick R, Hoang BH, Roblyer D. Characterization of bony anatomic regions in pediatric and adult healthy volunteers using diffuse optical spectroscopic imaging. JOURNAL OF BIOMEDICAL OPTICS 2020; 25:1-17. [PMID: 32790252 PMCID: PMC7422854 DOI: 10.1117/1.jbo.25.8.086002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 04/15/2020] [Accepted: 07/23/2020] [Indexed: 06/11/2023]
Abstract
SIGNIFICANCE Diffuse optical spectroscopic imaging (DOSI) measures quantitative functional and molecular information in thick tissue in a noninvasive manner using near-infrared light. DOSI may be useful for diagnosis and prognosis of bone pathologies including osteosarcoma and Ewing's sarcoma, but little is currently known about DOSI-derived parameters in bony anatomic locations where this disease occurs. AIM Our goal is to quantify the optical characteristics and chromophore content of bony anatomic locations of healthy volunteers and assess differences due to anatomic region, age, sex, ethnicity, race, and body fat. APPROACH Fifty-five healthy volunteers aged 4 to 72 were enrolled in the study. The optical properties and quantitative tissue concentrations of oxyhemoglobin, deoxyhemoglobin, water, and lipids were assessed at the distal humerus, distal femur, and proximal tibia. Body fat was assessed using skinfold calipers. One volunteer underwent a more comprehensive body scan from neck to foot to explore chromophore distributions within an individual. Regression analysis was used to identify the most important sources of variation in the measured data set. RESULTS Statistical differences between bony locations were found for scattering, water, and lipids, but not for hemoglobin. All chromophores had statistical differences with sex, but there were no significant age-related correlations. Regression analysis revealed that body fat measured with skinfold calipers was the most important predictor of oxy-, deoxy-, total hemoglobin, and lipids. Hemoglobin and lipid levels were highly correlated (ρ ≥ 0.7) over the subject population and within the single-subject body scan. CONCLUSIONS DOSI can successfully measure bony anatomic sites where osteosarcomas and Ewing's sarcomas commonly occur. Future studies of bone pathology using DOSI should account for the variation caused by anatomic region, sex, race and ethnicity, and body fat as these cause substantial variations in DOSI-derived metrics.
Collapse
Affiliation(s)
- Hannah M. Peterson
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Anup Tank
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - David S. Geller
- Montefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Rui Yang
- Montefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Richard Gorlick
- MD Anderson Cancer Center, Division of Pediatrics, Houston, Texas, United States
| | - Bang H. Hoang
- Montefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Darren Roblyer
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| |
Collapse
|
10
|
Tank A, Peterson HM, Pera V, Tabassum S, Leproux A, O'Sullivan T, Jones E, Cabral H, Ko N, Mehta RS, Tromberg BJ, Roblyer D. Diffuse optical spectroscopic imaging reveals distinct early breast tumor hemodynamic responses to metronomic and maximum tolerated dose regimens. Breast Cancer Res 2020; 22:29. [PMID: 32169100 PMCID: PMC7071774 DOI: 10.1186/s13058-020-01262-1] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/13/2019] [Accepted: 02/11/2020] [Indexed: 12/13/2022] Open
Abstract
Background Breast cancer patients with early-stage disease are increasingly administered neoadjuvant chemotherapy (NAC) to downstage their tumors prior to surgery. In this setting, approximately 31% of patients fail to respond to therapy. This demonstrates the need for techniques capable of providing personalized feedback about treatment response at the earliest stages of therapy to identify patients likely to benefit from changing treatment. Diffuse optical spectroscopic imaging (DOSI) has emerged as a promising functional imaging technique for NAC monitoring. DOSI uses non-ionizing near-infrared light to provide non-invasive measures of absolute concentrations of tissue chromophores such as oxyhemoglobin. In 2011, we reported a new DOSI prognostic marker, oxyhemoglobin flare: a transient increase in oxyhemoglobin capable of discriminating NAC responders within the first day of treatment. In this follow-up study, DOSI was used to confirm the presence of the flare as well as to investigate whether DOSI markers of NAC response are regimen dependent. Methods This dual-center study examined 54 breast tumors receiving NAC measured with DOSI before therapy and the first week following chemotherapy administration. Patients were treated with either a standard of care maximum tolerated dose (MTD) regimen or an investigational metronomic (MET) regimen. Changes in tumor chromophores were tracked throughout the first week and compared to pathologic response and treatment regimen at specific days utilizing generalized estimating equations (GEE). Results Within patients receiving MTD therapy, the oxyhemoglobin flare was confirmed as a prognostic DOSI marker for response appearing as soon as day 1 with post hoc GEE analysis demonstrating a difference of 48.77% between responders and non-responders (p < 0.0001). Flare was not observed in patients receiving MET therapy. Within all responding patients, the specific treatment was a significant predictor of day 1 changes in oxyhemoglobin, showing a difference of 39.45% (p = 0.0010) between patients receiving MTD and MET regimens. Conclusions DOSI optical biomarkers are differentially sensitive to MTD and MET regimens at early timepoints suggesting the specific treatment regimen should be considered in future DOSI studies. Additionally, DOSI may help to identify regimen-specific responses in a more personalized manner, potentially providing critical feedback necessary to implement adaptive changes to the treatment strategy.
Collapse
Affiliation(s)
- Anup Tank
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Hannah M Peterson
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Vivian Pera
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA
| | - Syeda Tabassum
- Department of Electrical Engineering, Boston University, Boston, MA, USA
| | - Anais Leproux
- Beckman Laser Institute and Medical Clinic, University of California, Irvine, Irvine, California, USA
| | - Thomas O'Sullivan
- Department of Electrical Engineering, University of Notre Dame, Notre Dame, IN, USA
| | - Eric Jones
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Howard Cabral
- Department of Biostatistics, Boston University, Boston, MA, USA
| | - Naomi Ko
- Department of Hematology and Medical Oncology, Boston Medical Center, Boston, MA, USA
| | - Rita S Mehta
- Department of Medicine, University of California Irvine, Irvine, California, USA
| | - Bruce J Tromberg
- Beckman Laser Institute and Medical Clinic, University of California, Irvine, Irvine, California, USA
| | - Darren Roblyer
- Department of Biomedical Engineering, Boston University, 44 Cummington Mall, Boston, MA, 02215, USA.
| |
Collapse
|
11
|
de Boer LL, Kho E, Jóźwiak K, Van de Vijver KK, Vrancken Peeters MJTFD, van Duijnhoven F, Hendriks BHW, Sterenborg HJCM, Ruers TJM. Influence of neoadjuvant chemotherapy on diffuse reflectance spectra of tissue in breast surgery specimens. JOURNAL OF BIOMEDICAL OPTICS 2019; 24:115004. [PMCID: PMC7003145 DOI: 10.1117/1.jbo.24.11.115004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/29/2019] [Accepted: 11/04/2019] [Indexed: 05/28/2023]
Abstract
Diffuse reflectance spectroscopy (DRS) can discriminate different tissue types based on optical characteristics. Since this technology has the ability to detect tumor tissue, several groups have proposed to use DRS for margin assessment during breast-conserving surgery for breast cancer. Nowadays, an increasing number of patients with breast cancer are being treated by neoadjuvant chemotherapy. Limited research has been published on the influence of neoadjuvant chemotherapy on the optical characteristics of the tissue. Hence, it is unclear whether margin assessment based on DRS is feasible in this specific group of patients. We investigate whether there is an effect of neoadjuvant chemotherapy on optical measurements of breast tissue. To this end, DRS measurements were performed on 92 ex-vivo breast specimens from 92 patients, treated with neoadjuvant chemotherapy and without neoadjuvant chemotherapy. Generalized estimating equation (GEE) models were generated, comparing the measurements of patients with and without neoadjuvant chemotherapy in datasets of different tissue types using a significance level of 5%. As input for the GEE models, either the intensity at a specific wavelength or a fit parameter, derived from the spectrum, was used. In the evaluation of the intensity, no influence of neoadjuvant chemotherapy was found, since none of the wavelengths were significantly different between the measurements with and the measurements without neoadjuvant chemotherapy in any of the datasets. These results were confirmed by the analysis of the fit parameters, which showed a significant difference for the amount of collagen in only one dataset. All other fit parameters were not significant for any of the datasets. These findings may indicate that assessment of the resection margin with DRS is also feasible in the growing population of breast cancer patients who receive neoadjuvant chemotherapy. However, it is possible that we did not detect neoadjuvant chemotherapy effect in the some of the datasets due to the small number of measurements in those datasets.
Collapse
Affiliation(s)
- Lisanne L. de Boer
- The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Esther Kho
- The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
| | - Katarzyna Jóźwiak
- The Netherlands Cancer Institute, Department of Epidemiology and Biostatistics, The Netherlands
- Institute of Biostatistics and Registry Research, Brandenburg Medical School Theodor Fontane, Neuruppin, Germany
| | - Koen K. Van de Vijver
- The Netherlands Cancer Institute, Department of Pathology, Amsterdam, The Netherlands
- Ghent University Hospital, Department of Pathology, Gent, Belgium
| | | | | | - Benno H. W. Hendriks
- Philips Research, Eindhoven, The Netherlands
- Delft University of Technology, Biomechanical Engineering Department, Delft, The Netherlands
| | - Henricus J. C. M. Sterenborg
- The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
- Amsterdam University Medical Center, Department of Biomedical Engineering and Physics, Amsterdam, The Netherlands
| | - Theo J. M. Ruers
- The Netherlands Cancer Institute, Department of Surgery, Amsterdam, The Netherlands
- University of Twente, TNW, Technical Medical Centre, Enschede, The Netherlands
| |
Collapse
|
12
|
Amelard R, Lam JH, Hill B, Durkin A, Cutler K, Tromberg BJ. Monocular 3D Probe Tracking for Generating Sub-Surface Optical Property Maps From Diffuse Optical Spectroscopic Imaging. IEEE Trans Biomed Eng 2019; 67:1872-1881. [PMID: 31670661 DOI: 10.1109/tbme.2019.2950004] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/10/2022]
Abstract
OBJECTIVE Diffuse optical spectroscopic imaging (DOSI) is a promising biophotonic technology for clinical tissue assessment, but is currently hampered by difficult wide area assessment. A co-integrative optical imaging system is proposed for dense sub-surface optical property spatial assessment. METHODS The proposed system fuses a co-aligned set of camera frames and diffuse optical spectroscopy measurements to generate spatial sub-surface optical property maps. A 3D rigid body motion estimation model was developed by fitting automatically detected target features to an a priori geometric model using a single overhead camera. Point-wise optical properties were measured across the tissue using frequency domain photon migration DOSI. The 3D probe trajectory and temporal optical property data were fused to generate 2D spatial optical property maps, which were projected onto the tissue image using pre-calibrated camera parameters. RESULTS The system demonstrated sub-millimeter positional accuracy (error 0.24 ± 0.35 mm) across different probe speeds (1.0-3.8 cm/s), and displacement accuracy in overhead ([Formula: see text] mm) and tilted (0.51 ± 0.51 mm) camera orientations. Unstructured scans on a tumor inclusion phantom showed strong contrast under different probe paths, and significant ( ) changes in optical properties in an in vivo leg cuff occlusion protocol with spatial anatomy localization. CONCLUSION The proposed co-integrative optical imaging system generated dense sub-surface optical property distributions across wide tissue areas with sub-millimeter accuracy at different probe speeds and trajectories, and does not require pre-planned probe route for tissue assessment. SIGNIFICANCE This system provides a valuable tool for real-time non-invasive tissue health and cancer screening, and enables longitudinal disease progression assessment through unstructured probe-based optical tissue assessment.
Collapse
|
13
|
Katyan A, Mittal MK, Mani C, Mandal AK. Strain wave elastography in response assessment to neo-adjuvant chemotherapy in patients with locally advanced breast cancer. Br J Radiol 2019; 92:20180515. [PMID: 31045431 DOI: 10.1259/bjr.20180515] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022] Open
Abstract
OBJECTIVE The study was conducted to study the role of strain wave elastography in evaluating the response to neo-adjuvant chemotherapy (NACT) in patients with locally advanced breast cancer (LABC). METHODS In this Institutional review board approved study, 86 patients of LABC were investigated with strain wave elastography. Females receiving NACT had the affected breast scanned by strain wave elastography before each cycle of chemotherapy and immediately before surgery by two independent observers. Changes in elastographic parameters (size ratio, strain ratio) were documented and then compared to clinical and pathologic tumor response as evaluated after mastectomy. RESULTS Elastographic strain ratio parameters demonstrated high sensitivity and moderate specificity for determining response even after the first cycle of neo-adjuvant chemotherapy [97.7% sensitivity (Sn), 68.7% specificity (Sp)]. Elastographic size ratio parameters showed moderate sensitivity and specificity for response detection after second and third cycle of neo-adjuvant chemotherapy (Sn, Sp: after second cycle of NACT Sn 83.3% Sp 80%; after third cycle of NACT Sn 77.8% Sp 100%). CONCLUSION Strain ratio is the earliest predictor of treatment response in patients of LABC. Serial imaging with elastography has the potential to predict treatment response early during the course of NACT, which may prove vital in management of patients with breast cancer. ADVANCES IN KNOWLEDGE Strain wave elastography is a powerful tool to predict chemoresponse early during the course of management, thereby providing an optimal window to change treatment protocols.
Collapse
Affiliation(s)
- Amit Katyan
- 1 Department of Radiology, Vardhman Mahavir Medical College and Safdarjung Hospital , New Delhi , India
| | - Mahesh Kumar Mittal
- 1 Department of Radiology, Vardhman Mahavir Medical College and Safdarjung Hospital , New Delhi , India
| | - Chinta Mani
- 2 Department of Surgery Vardhman Mahavir Medical College and Safdarjung Hospital , New Delhi , India
| | - Ashish Kumar Mandal
- 3 Department of Pathology Vardhman Mahavir Medical College and Safdarjung Hospital , New Delhi , India
| |
Collapse
|
14
|
Shirkavand A, Farivar S, Mohajerani E, Ataie-Fashtami L, Ghazimoradi MH. Non-invasive Reflectance Spectroscopy for Normal and Cancerous Skin Cells Refractive Index Determination: An In Vitro Study. Lasers Surg Med 2019; 51:742-750. [PMID: 31094015 DOI: 10.1002/lsm.23095] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/10/2019] [Indexed: 12/11/2022]
Abstract
BACKGROUND AND OBJECTIVE Optical reflectance spectroscopy is a non-invasive technique for optical characterization of biological samples. Any alteration in a cell from normal or carcinogenic causes will change its refractive index. The aim of this study is to develop a computerized program for extraction of a refractive index of normal and cancerous skin cell lines, including melanoma, fibroblast, and adipose cells, using visible near-infrared reflectance spectra and the Kramers-Kronig (K-K) relations. MATERIALS AND METHOD A fiber optic reflectance spectrometer in visible near-infrared wavelength was used for spectrum acquisition in an in vitro study. Human skin cell lines for melanoma (A375), fibroblast, and adipose sample were cultured for optical spectroscopy. Following data acquisition, an analytical MATLAB code was developed to run the K-K relations. The program was validated for three biological samples using an Abbe refractometer. RESULTS The validation error (below 5%) and determination of changes in the refractive index of melanoma, normal fibroblasts, and adipose skin cells was carried out at wavelengths of 450-950 nm. The refractive index of melanoma was 1.59270 ± 0.0550 at 450 nm, the minimum amount of 1.27790 ± 0.0550 to 1.321 ± 0.0550 at 620 nm, and rose sharply to 1.44321 ± 0.0550 at 935 nm. The respective results for fibroblast and adipose tissue cells were 1.33282 ± 0.0134 and 1.28345 ± 0.0163 at 450 nm with an increasing trend to 1.30494 ± 0.0135 and 1.26716 ± 0.0163 at 935 nm. CONCLUSION Refractive index characteristics show potential for cancer screening and diagnosis. The results show that optical spectroscopy is a promising, non-invasive tool for assessment of the refractive index of living biological cells in in vitro settings. Tracking changes in the refractive index allows screening of normal and abnormal cells for probable alterations in a non-invasive label-free method. Lasers Surg. Med. © 2019 Wiley Periodicals, Inc.
Collapse
Affiliation(s)
- Afshan Shirkavand
- POMP Lab, Photonics Department, Laser and Plasma Research Institute, Shahid Beheshti University, Tehran, 1983969411, Iran
| | - Shirin Farivar
- Genetics, Stem Cells, Department of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, 1983963113, Iran
| | - Ezeddin Mohajerani
- POMP Lab, Photonics Department, Laser and Plasma Research Institute, Shahid Beheshti University, Tehran, 1983969411, Iran
| | - Leila Ataie-Fashtami
- Department of Regenerative Medicine, Royan Institute for Stem Cell Biology and Technology, ACECR, Tehran, 1665659911, Iran
| | - Mohammad H Ghazimoradi
- Genetics, Stem Cells, Department of Cell and Molecular Biology, Faculty of Life Sciences and Biotechnology, Shahid Beheshti University, Tehran, 1983963113, Iran
| |
Collapse
|
15
|
Comparison of Lipid and Water Contents by Time-domain Diffuse Optical Spectroscopy and Dual-energy Computed Tomography in Breast Cancer Patients. APPLIED SCIENCES-BASEL 2019. [DOI: 10.3390/app9071482] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
We previously compared time-domain diffuse optical spectroscopy (TD-DOS) with magnetic resonance imaging (MRI) using various water/lipid phantoms. However, it is difficult to conduct similar comparisons in the breast, because of measurement differences due to modality-dependent differences in posture. Dual-energy computed tomography (DECT) examination is performed in the same supine position as a TD-DOS measurement. Therefore, we first verified the accuracy of the measured fat fraction of fibroglandular tissue in the normal breast on DECT by comparing it with MRI in breast cancer patients (n = 28). Then, we compared lipid and water signals obtained in TD-DOS and DECT from normal and tumor-tissue regions (n = 16). The TD-DOS breast measurements were carried out using reflectance geometry with a source–detector separation of 3 cm. A semicircular region of interest (ROI), with a transverse diameter of 3 cm and a depth of 2 cm that included the breast surface, was set on the DECT image. Although the measurement area differed between the modalities, the correlation coefficients of lipid and water signals between TD-DOS and DECT were rs = 0.58 (p < 0.01) and rs = 0.90 (p < 0.01), respectively. These results indicate that TD-DOS captures the characteristics of the lipid and water contents of the breast.
Collapse
|
16
|
Ammari H, Jin B, Zhang W. Linearized reconstruction for diffuse optical spectroscopic imaging. Proc Math Phys Eng Sci 2019. [DOI: 10.1098/rspa.2018.0592] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
In this paper, we present a novel reconstruction method for diffuse optical spectroscopic imaging with a commonly used tissue model of optical absorption and scattering. It is based on linearization and group sparsity, which allows the diffusion coefficient and absorption coefficient to be recovered simultaneously, provided that their spectral profiles are incoherent and a sufficient number of wavelengths are judiciously taken for the measurements. We also discuss the reconstruction for an imperfectly known boundary and show that, with multi-wavelength data, the method can reduce the influence of modelling errors and still recover the absorption coefficient. Extensive numerical experiments are presented to support our analysis.
Collapse
Affiliation(s)
- Habib Ammari
- Department of Mathematics, ETH Zürich, Rämistrasse 101, 8092 Zürich, Switzerland
| | - Bangti Jin
- Department of Computer Science, University College London, Gower Street, London WC1E 6BT, UK
| | - Wenlong Zhang
- Department of Mathematics, Southern University of Science and Technology, 1088 Shenzhen, Guangdong, People's Republic of China
| |
Collapse
|
17
|
Tran WT, Childs C, Probst H, Farhat G, Czarnota GJ. Imaging Biomarkers for Precision Medicine in Locally Advanced Breast Cancer. J Med Imaging Radiat Sci 2018; 49:342-351. [DOI: 10.1016/j.jmir.2017.09.006] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2017] [Accepted: 09/18/2017] [Indexed: 12/19/2022]
|
18
|
Yariv I, Duadi H, Fixler D. Optical method to extract the reduced scattering coefficient from tissue: theory and experiments. OPTICS LETTERS 2018; 43:5299-5302. [PMID: 30382992 DOI: 10.1364/ol.43.005299] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/18/2018] [Accepted: 09/24/2018] [Indexed: 06/08/2023]
Abstract
Tissues are considered challenging in terms of structure and composition analysis due to their tendency to multiple scatter the incident light. One of the most common theories for extracting optical properties of tissue is diffusion reflection (DR). In this Letter, we propose a new paradigm for estimating the reduced scattering coefficient of a medium from the reflected light phase. The technique is a modified DR theory wherein the phase is calculated by the product of the wavenumber and the average pathlength. This theory is supported by the reconstructed phase of tissue-like phantom experiments from an iterative algorithm.
Collapse
|
19
|
Cochran JM, Busch DR, Leproux A, Zhang Z, O’Sullivan TD, Cerussi AE, Carpenter PM, Mehta RS, Roblyer D, Yang W, Paulsen KD, Pogue B, Jiang S, Kaufman PA, Chung SH, Schnall M, Snyder BS, Hylton N, Carp SA, Isakoff SJ, Mankoff D, Tromberg BJ, Yodh AG. Tissue oxygen saturation predicts response to breast cancer neoadjuvant chemotherapy within 10 days of treatment. JOURNAL OF BIOMEDICAL OPTICS 2018; 24:1-11. [PMID: 30338678 PMCID: PMC6194199 DOI: 10.1117/1.jbo.24.2.021202] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2018] [Accepted: 08/30/2018] [Indexed: 05/20/2023]
Abstract
Ideally, neoadjuvant chemotherapy (NAC) assessment should predict pathologic complete response (pCR), a surrogate clinical endpoint for 5-year survival, as early as possible during typical 3- to 6-month breast cancer treatments. We introduce and demonstrate an approach for predicting pCR within 10 days of initiating NAC. The method uses a bedside diffuse optical spectroscopic imaging (DOSI) technology and logistic regression modeling. Tumor and normal tissue physiological properties were measured longitudinally throughout the course of NAC in 33 patients enrolled in the American College of Radiology Imaging Network multicenter breast cancer DOSI trial (ACRIN-6691). An image analysis scheme, employing z-score normalization to healthy tissue, produced models with robust predictions. Notably, logistic regression based on z-score normalization using only tissue oxygen saturation (StO2) measured within 10 days of the initial therapy dose was found to be a significant predictor of pCR (AUC = 0.92; 95% CI: 0.82 to 1). This observation suggests that patients who show rapid convergence of tumor tissue StO2 to surrounding tissue StO2 are more likely to achieve pCR. This early predictor of pCR occurs prior to reductions in tumor size and could enable dynamic feedback for optimization of chemotherapy strategies in breast cancer.
Collapse
Affiliation(s)
- Jeffrey M. Cochran
- University of Pennsylvania, Department of Physics and Astronomy, Philadelphia, Pennsylvania, United States
- Address all correspondence to: Jeffrey M. Cochran, E-mail:
| | - David R. Busch
- University of Texas Southwestern, Department of Anesthesiology and Pain Management, Dallas, Texas, United States
| | - Anaïs Leproux
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Zheng Zhang
- Brown University School of Public Health, Department of Biostatistics and Center for Statistical Sciences, Providence, Rhode Island, United States
| | - Thomas D. O’Sullivan
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Albert E. Cerussi
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Philip M. Carpenter
- University of Southern California, Keck School of Medicine, Department of Pathology, Los Angeles, California, United States
| | - Rita S. Mehta
- University of California Irvine, Department of Medicine, Irvine, California, United States
| | - Darren Roblyer
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Wei Yang
- University of Texas MD Anderson Cancer Center, Department of Diagnostic Radiology, Houston, Texas, United States
| | - Keith D. Paulsen
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, United States
| | - Brian Pogue
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, United States
| | - Shudong Jiang
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire, United States
| | - Peter A. Kaufman
- Dartmouth-Hitchcock Medical Center, Department of Hematology and Oncology, Lebanon, New Hampshire, United States
| | - So Hyun Chung
- University of Pennsylvania, Department of Physics and Astronomy, Philadelphia, Pennsylvania, United States
| | - Mitchell Schnall
- University of Pennsylvania, Department of Radiology, Philadelphia, Pennsylvania, United States
| | - Bradley S. Snyder
- Brown University School of Public Health, Center for Statistical Sciences, Providence, Rhode Island, United States
| | - Nola Hylton
- University of California, Department of Radiology, San Francisco, California, United States
| | - Stefan A. Carp
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Department of Radiology, Boston, Massachusetts, United States
| | - Steven J. Isakoff
- Massachusetts General Hospital, Department of Hematology and Oncology, Boston, Massachusetts, United States
| | - David Mankoff
- University of Pennsylvania, Division of Nuclear Medicine, Department of Radiology, Philadelphia, Pennsylvania, United States
| | - Bruce J. Tromberg
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Arjun G. Yodh
- University of Pennsylvania, Department of Physics and Astronomy, Philadelphia, Pennsylvania, United States
| |
Collapse
|
20
|
Deng B, Lundqvist M, Fang Q, Carp SA. Impact of errors in experimental parameters on reconstructed breast images using diffuse optical tomography. BIOMEDICAL OPTICS EXPRESS 2018; 9:1130-1150. [PMID: 29541508 PMCID: PMC5846518 DOI: 10.1364/boe.9.001130] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/26/2017] [Revised: 12/18/2017] [Accepted: 12/30/2017] [Indexed: 05/18/2023]
Abstract
Near-infrared diffuse optical tomography (NIR-DOT) is an emerging technology that offers hemoglobin based, functional imaging tumor biomarkers for breast cancer management. The most promising clinical translation opportunities are in the differential diagnosis of malignant vs. benign lesions, and in early response assessment and guidance for neoadjuvant chemotherapy. Accurate quantification of the tissue oxy- and deoxy-hemoglobin concentration across the field of view, as well as repeatability during longitudinal imaging in the context of therapy guidance, are essential for the successful translation of NIR-DOT to clinical practice. The ill-posed and ill-condition nature of the DOT inverse problem makes this technique particularly susceptible to model errors that may occur, for example, when the experimental conditions do not fully match the assumptions built into the image reconstruction process. To evaluate the susceptibility of DOT images to experimental errors that might be encountered in practice for a parallel-plate NIR-DOT system, we simulated 7 different types of errors, each with a range of magnitudes. We generated simulated data by using digital breast phantoms derived from five actual mammograms of healthy female volunteers, to which we added a 1-cm tumor. After applying each of the experimental error types and magnitudes to the simulated measurements, we reconstructed optical images with and without structural prior guidance and assessed the overall error in the total hemoglobin concentrations (HbT) and in the HbT contrast between the lesion and surrounding area vs. the best-case scenarios. It is found that slight in-plane probe misalignment and plate rotation did not result in large quantification errors. However, any out-of-plane probe tilting could result in significant deterioration in lesion contrast. Among the error types investigated in this work, optical images were the least likely to be impacted by breast shape inaccuracies but suffered the largest deterioration due to cross-talk between signal channels. However, errors in optical images could be effectively controlled when experimental parameters were properly estimated during data acquisition and accounted for in the image processing procedure. Finally, optical images recovered using structural priors were, in general, less susceptible to experimental errors; however, lesion contrasts were more sensitive to errors when tumor locations were used as a priori info. Findings in this simulation study can provide guidelines for system design and operation in optical breast imaging studies.
Collapse
Affiliation(s)
- Bin Deng
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA 02129, USA
| | - Mats Lundqvist
- Philips Healthcare, Torshamnsgatan 30A, 164 40 Kista, Sweden
| | - Qianqian Fang
- Department of Bioengineering, Northeastern University, Boston, MA 02115, USA
| | - Stefan A. Carp
- Massachusetts General Hospital, Athinoula A. Martinos Center for Biomedical Imaging, Charlestown, MA 02129, USA
| |
Collapse
|
21
|
Gunther JE, Lim EA, Kim HK, Flexman M, Altoé M, Campbell JA, Hibshoosh H, Crew KD, Kalinsky K, Hershman DL, Hielscher AH. Dynamic Diffuse Optical Tomography for Monitoring Neoadjuvant Chemotherapy in Patients with Breast Cancer. Radiology 2018; 287:778-786. [PMID: 29431574 DOI: 10.1148/radiol.2018161041] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Purpose To identify dynamic optical imaging features that associate with the degree of pathologic response in patients with breast cancer during neoadjuvant chemotherapy (NAC). Materials and Methods Of 40 patients with breast cancer who participated in a longitudinal study between June 2011 and March 2016, 34 completed the study. There were 13 patients who obtained a pathologic complete response (pCR) and 21 patients who did not obtain a pCR. Imaging data from six subjects were excluded from the study because either the patients dropped out of the study before it was finished or there was an instrumentation malfunction. Two weeks into the treatment regimen, three-dimensional images of both breasts during a breath hold were acquired by using dynamic diffuse optical tomography. Features from the breath-hold traces were used to distinguish between response groups. Receiver operating characteristic (ROC) curves and sensitivity analysis were used to determine the degree of association with 5-month treatment outcome. Results An ROC curve analysis showed that this method could identify patients with a pCR with a positive predictive value of 70.6% (12 of 17), a negative predictive value of 94.1% (16 of 17), a sensitivity of 92.3% (12 of 13), a specificity of 76.2% (16 of 21), and an area under the ROC curve of 0.85. Conclusion Several dynamic optical imaging features obtained within 2 weeks of NAC initiation were identified that showed statistically significant differences between patients with pCR and patients without pCR as determined 5 months after treatment initiation. If confirmed in a larger cohort prospective study, these dynamic imaging features may be used to predict treatment outcome as early as 2 weeks after treatment initiation. © RSNA, 2018 Online supplemental material is available for this article.
Collapse
Affiliation(s)
- Jacqueline E Gunther
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Emerson A Lim
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Hyun K Kim
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Molly Flexman
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Mirella Altoé
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Jessica A Campbell
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Hanina Hibshoosh
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Katherine D Crew
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Kevin Kalinsky
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Dawn L Hershman
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| | - Andreas H Hielscher
- From the Departments of Biomedical Engineering (J.E.G., M.F., M.A., A.H.H.) and Electrical Engineering (A.H.H.), Columbia University, 500 W 120th St, Mudd Bldg, ET351, MC 8904, New York, NY 10027; Department of Medicine, Division of Hematology/Oncology (E.A.L., J.A.C., K.D.C., K.K., D.L.H.), Department of Radiology (H.K.K., A.H.H.), Department of Pathology and Cell Biology (H.H.), and Department of Epidemiology (K.D.C., D.L.H.), Columbia University Medical Center, New York, NY
| |
Collapse
|
22
|
Vedantham S, Karellas A. Emerging Breast Imaging Technologies on the Horizon. Semin Ultrasound CT MR 2018; 39:114-121. [PMID: 29317033 DOI: 10.1053/j.sult.2017.09.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Early detection of breast cancers by mammography in conjunction with adjuvant therapy has contributed to reduction in breast cancer mortality. Mammography remains the "gold-standard" for breast cancer screening but is limited by tissue superposition. Digital breast tomosynthesis and more recently, dedicated breast computed tomography have been developed to alleviate the tissue superposition problem. However, all of these modalities rely upon x-ray attenuation contrast to provide anatomical images, and there are ongoing efforts to develop and clinically translate alternative modalities. These emerging modalities could provide for new contrast mechanisms and may potentially improve lesion detection and diagnosis. In this article, several of these emerging modalities are discussed with a focus on technologies that have advanced to the stage of in vivo clinical evaluation.
Collapse
Affiliation(s)
- Srinivasan Vedantham
- Department of Medical Imaging, University of Arizona College of Medicine, Banner University Medical Center, Tucson, AZ.
| | - Andrew Karellas
- Department of Medical Imaging, University of Arizona College of Medicine, Banner University Medical Center, Tucson, AZ
| |
Collapse
|
23
|
Shah A, Bush N, Box G, Eccles S, Bamber J. Value of combining dynamic contrast enhanced ultrasound and optoacoustic tomography for hypoxia imaging. PHOTOACOUSTICS 2017; 8:15-27. [PMID: 28932684 PMCID: PMC5596361 DOI: 10.1016/j.pacs.2017.08.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2017] [Revised: 08/01/2017] [Accepted: 08/08/2017] [Indexed: 05/09/2023]
Abstract
Optoacoustic imaging (OAI) can detect haemoglobin and assess its oxygenation. However, the lack of a haemoglobin signal need not indicate a lack of perfusion. This study uses a novel method to assist the co-registration of optoacoustic images with dynamic contrast enhanced ultrasound (DCE-US) images to demonstrate, in preclinical tumour models, the value of combining haemoglobin imaging with a perfusion imaging method, showing that a lack of a haemoglobin signal does not necessarily indicate an absence of perfusion. DCE-US was chosen for this particular experiment because US is extremely sensitive to microbubble contrast agents and because microbubbles, like red blood cells but unlike currently available optical contrast agents, do not extravasate. Significant spatial correlations were revealed between the DCE-US properties and tumour blood-oxygen saturation and haemoglobin, as estimated using OAI. It is speculated that DCE-US properties could be applied as surrogate biomarkers for hypoxia when planning clinical radiotherapy or chemotherapy.
Collapse
Affiliation(s)
- Anant Shah
- The Institute of Cancer Research and Royal Marsden NHS Foundation Trust, Joint Department of Physics and CRUK Cancer Imaging Centre in the Division of Radiotherapy and Imaging – Sutton, United Kingdom
| | - Nigel Bush
- The Institute of Cancer Research and Royal Marsden NHS Foundation Trust, Joint Department of Physics and CRUK Cancer Imaging Centre in the Division of Radiotherapy and Imaging – Sutton, United Kingdom
| | - Gary Box
- The Institute of Cancer Research, Division of Cancer Therapeutics – Sutton, United Kingdom
| | - Suzanne Eccles
- The Institute of Cancer Research, Division of Cancer Therapeutics – Sutton, United Kingdom
| | - Jeffrey Bamber
- The Institute of Cancer Research and Royal Marsden NHS Foundation Trust, Joint Department of Physics and CRUK Cancer Imaging Centre in the Division of Radiotherapy and Imaging – Sutton, United Kingdom
| |
Collapse
|
24
|
Peterson HM, Hoang BH, Geller D, Yang R, Gorlick R, Berger J, Tingling J, Roth M, Gill J, Roblyer D. In vivo, noninvasive functional measurements of bone sarcoma using diffuse optical spectroscopic imaging. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-9. [PMID: 29264893 DOI: 10.1117/1.jbo.22.12.121612] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/08/2017] [Accepted: 12/05/2017] [Indexed: 05/18/2023]
Abstract
Diffuse optical spectroscopic imaging (DOSI) is an emerging near-infrared imaging technique that noninvasively measures quantitative functional information in thick tissue. This study aimed to assess the feasibility of using DOSI to measure optical contrast from bone sarcomas. These tumors are rare and pose technical and practical challenges for DOSI measurements due to the varied anatomic locations and tissue depths of presentation. Six subjects were enrolled in the study. One subject was unable to be measured due to tissue contact sensitivity. For the five remaining subjects, the signal-to-noise ratio, imaging depth, optical properties, and quantitative tissue concentrations of oxyhemoglobin, deoxyhemoglobin, water, and lipids from tumor and contralateral normal tissues were assessed. Statistical differences between tumor and contralateral normal tissue were found in chromophore concentrations and optical properties for four subjects. Low signal-to-noise was encountered during several subject's measurements, suggesting increased detector sensitivity will help to optimize DOSI for this patient population going forward. This study demonstrates that DOSI is capable of measuring optical properties and obtaining functional information in bone sarcomas. In the future, DOSI may provide a means to stratify treatment groups and monitor chemotherapy response for this disease.
Collapse
Affiliation(s)
- Hannah M Peterson
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| | - Bang H Hoang
- Monefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - David Geller
- Monefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Rui Yang
- Monefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Richard Gorlick
- MD Anderson Cancer Center, Division of Pediatrics, Houston, Texas, United States
| | - Jeremy Berger
- Monefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Janet Tingling
- Monefiore Medical Center, Department of Orthopaedic Surgery, Bronx, New York, United States
| | - Michael Roth
- Monefiore Medical Center, Department of Pediatrics, Bronx, New York, United States
| | - Jonathon Gill
- Monefiore Medical Center, Department of Pediatrics, Bronx, New York, United States
| | - Darren Roblyer
- Boston University, Department of Biomedical Engineering, Boston, Massachusetts, United States
| |
Collapse
|
25
|
Anderson PG, Kalli S, Sassaroli A, Krishnamurthy N, Makim SS, Graham RA, Fantini S. Optical Mammography in Patients with Breast Cancer Undergoing Neoadjuvant Chemotherapy: Individual Clinical Response Index. Acad Radiol 2017; 24:1240-1255. [PMID: 28532642 DOI: 10.1016/j.acra.2017.03.020] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2017] [Revised: 03/21/2017] [Accepted: 03/22/2017] [Indexed: 12/28/2022]
Abstract
RATIONALE AND OBJECTIVES We present an optical mammography study that aims to develop quantitative measures of pathologic response to neoadjuvant chemotherapy (NAC) in patients with breast cancer. Such quantitative measures are based on the concentrations of oxyhemoglobin ([HbO2]), deoxyhemoglobin ([Hb]), total hemoglobin ([HbT]), and hemoglobin saturation (SO2) in breast tissue at the tumor location and at sequential time points during chemotherapy. MATERIALS AND METHODS Continuous-wave, spectrally resolved optical mammography was performed in transmission and parallel-plate geometry on 10 patients before treatment initiation and at each NAC administration (mean number of optical mammography sessions: 12, range: 7-18). Data on two patients were discarded for technical reasons. The patients were categorized as responders (R, >50% decrease in tumor size), or nonresponders (NR, <50% decrease in tumor size) based on imaging and histopathology results. RESULTS At 50% completion of the NAC regimen (therapy midpoint), R (6/8) demonstrated significant decreases in SO2 (-27% ± 4%) and [HbT] (-35 ± 4 µM) at the tumor location with respect to baseline values. By contrast, NR (2/8) showed nonsignificant changes in SO2 and [HbT] at therapy midpoint. We introduce a cumulative response index as a quantitative measure of the individual patient's response to therapy. At therapy midpoint, the SO2-based cumulative response index had a sensitivity of 100% and a specificity of 100% for the identification of R. CONCLUSIONS These results show that optical mammography is a promising tool to assess individual response to NAC at therapy midpoint to guide further decision making for neoadjuvant therapy.
Collapse
Affiliation(s)
- Pamela G Anderson
- Department of Biomedical Engineering, Tufts University, 4 Colby Street, Medford, MA 02155
| | - Sirishma Kalli
- Department of Radiology, Tufts Medical Center, Boston, Massachusetts
| | - Angelo Sassaroli
- Department of Biomedical Engineering, Tufts University, 4 Colby Street, Medford, MA 02155
| | - Nishanth Krishnamurthy
- Department of Biomedical Engineering, Tufts University, 4 Colby Street, Medford, MA 02155
| | - Shital S Makim
- Department of Radiology, Tufts Medical Center, Boston, Massachusetts
| | - Roger A Graham
- Department of Surgery, Tufts Medical Center, Boston, Massachusetts
| | - Sergio Fantini
- Department of Biomedical Engineering, Tufts University, 4 Colby Street, Medford, MA 02155.
| |
Collapse
|
26
|
O’Sullivan TD, No K, Matlock A, Warren RV, Hill B, Cerussi AE, Tromberg BJ. Vertical-cavity surface-emitting laser sources for gigahertz-bandwidth, multiwavelength frequency-domain photon migration. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-8. [PMID: 28986966 PMCID: PMC5629456 DOI: 10.1117/1.jbo.22.10.105001] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/05/2017] [Accepted: 09/15/2017] [Indexed: 05/15/2023]
Abstract
Frequency-domain photon migration (FDPM) uses modulated laser light to measure the bulk optical properties of turbid media and is increasingly applied for noninvasive functional medical imaging in the near-infrared. Although semiconductor edge-emitting laser diodes have been traditionally used as miniature light sources for this application, we show that vertical-cavity surface-emitting lasers (VCSELs) exhibit output power and modulation performance characteristics suitable for FDPM measurements of tissue optical properties at modulation frequencies exceeding 1 GHz. We also show that an array of multiple VCSEL devices can be coherently modulated at frequencies suitable for FDPM and can improve optical power. In addition, their small size and simple packaging make them an attractive choice as components in wearable sensors and clinical FDPM-based optical spectroscopy systems. We demonstrate the benefits of VCSEL technology by fabricating and testing a unique, compact VCSEL-based optical probe with an integrated avalanche photodiode. We demonstrate sensitivity of the VCSEL-based probe to subcutaneous tissue hemodynamics that was induced during an arterial cuff occlusion of the upper arm in a human subject.
Collapse
Affiliation(s)
- Thomas D. O’Sullivan
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
- University of Notre Dame, Department of Electrical Engineering, Notre Dame, Indiana, United States
| | - Keunsik No
- Infit and Co. Inc., Seocho-gu, Seoul, Republic of Korea
| | - Alex Matlock
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
| | - Robert V. Warren
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
| | - Brian Hill
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
| | - Albert E. Cerussi
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
| | - Bruce J. Tromberg
- University of California Irvine, Beckman Laser Institute and Medical Clinic, Laser Microbeam and Medical Program, Irvine, California, United States
| |
Collapse
|
27
|
Sorace AG, Harvey S, Syed A, Yankeelov TE. Imaging Considerations and Interprofessional Opportunities in the Care of Breast Cancer Patients in the Neoadjuvant Setting. Semin Oncol Nurs 2017; 33:425-439. [PMID: 28927763 DOI: 10.1016/j.soncn.2017.08.008] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
OBJECTIVE To discuss standard-of-care and emerging imaging techniques employed for screening and detection, diagnosis and staging, monitoring response to therapy, and guiding cancer treatments. DATA SOURCES Published journal articles indexed in the National Library of Medicine database and relevant websites. CONCLUSION Imaging plays a fundamental role in the care of cancer patients and specifically, breast cancer patients in the neoadjuvant setting, providing an excellent opportunity for interprofessional collaboration between oncologists, researchers, radiologists, and oncology nurses. Quantitative imaging strategies to assess cellular, molecular, and vascular characteristics within the tumor is needed to better evaluate initial diagnosis and treatment response. IMPLICATIONS FOR NURSING PRACTICE Nurses caring for patients in all settings must continue to seek education on emerging imaging techniques. Oncology nurses provide education about the test, ensure the patient has appropriate pre-testing instructions, and manage patient expectations about timing of results availability.
Collapse
|
28
|
Robbins CM, Raghavan G, Antaki JF, Kainerstorfer JM. Feasibility of spatial frequency-domain imaging for monitoring palpable breast lesions. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:1-9. [PMID: 28831792 PMCID: PMC5997013 DOI: 10.1117/1.jbo.22.12.121605] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2017] [Accepted: 07/27/2017] [Indexed: 05/04/2023]
Abstract
In breast cancer diagnosis and therapy monitoring, there is a need for frequent, noninvasive disease progression evaluation. Breast tumors differ from healthy tissue in mechanical stiffness as well as optical properties, which allows optical methods to detect and monitor breast lesions noninvasively. Spatial frequency-domain imaging (SFDI) is a reflectance-based diffuse optical method that can yield two-dimensional images of absolute optical properties of tissue with an inexpensive and portable system, although depth penetration is limited. Since the absorption coefficient of breast tissue is relatively low and the tissue is quite flexible, there is an opportunity for compression of tissue to bring stiff, palpable breast lesions within the detection range of SFDI. Sixteen breast tissue-mimicking phantoms were fabricated containing stiffer, more highly absorbing tumor-mimicking inclusions of varying absorption contrast and depth. These phantoms were imaged with an SFDI system at five levels of compression. An increase in absorption contrast was observed with compression, and reliable detection of each inclusion was achieved when compression was sufficient to bring the inclusion center within ∼12 mm of the phantom surface. At highest compression level, contrasts achieved with this system were comparable to those measured with single source-detector near-infrared spectroscopy.
Collapse
Affiliation(s)
- Constance M. Robbins
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Guruprasad Raghavan
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - James F. Antaki
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
| | - Jana M. Kainerstorfer
- Carnegie Mellon University, Department of Biomedical Engineering, Pittsburgh, Pennsylvania, United States
- Address all correspondence to: Jana M. Kainerstorfer, E-mail:
| |
Collapse
|
29
|
Tran WT, Gangeh MJ, Sannachi L, Chin L, Watkins E, Bruni SG, Rastegar RF, Curpen B, Trudeau M, Gandhi S, Yaffe M, Slodkowska E, Childs C, Sadeghi-Naini A, Czarnota GJ. Predicting breast cancer response to neoadjuvant chemotherapy using pretreatment diffuse optical spectroscopic texture analysis. Br J Cancer 2017; 116:1329-1339. [PMID: 28419079 PMCID: PMC5482739 DOI: 10.1038/bjc.2017.97] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/07/2017] [Revised: 03/16/2017] [Accepted: 03/17/2017] [Indexed: 12/11/2022] Open
Abstract
Background: Diffuse optical spectroscopy (DOS) has been demonstrated capable of monitoring response to neoadjuvant chemotherapy (NAC) in locally advanced breast cancer (LABC) patients. In this study, we evaluate texture features of pretreatment DOS functional maps for predicting LABC response to NAC. Methods: Locally advanced breast cancer patients (n=37) underwent DOS breast imaging before starting NAC. Breast tissue parametric maps were constructed and texture analyses were performed based on grey-level co-occurrence matrices for feature extraction. Ground truth labels as responders (R) or non-responders (NR) were assigned to patients based on Miller–Payne pathological response criteria. The capability of DOS textural features computed on volumetric tumour data before the start of treatment (i.e., ‘pretreatment’) to predict patient responses to NAC was evaluated using a leave-one-out validation scheme at subject level. Data were analysed using a logistic regression, naive Bayes, and k-nearest neighbour classifiers. Results: Data indicated that textural characteristics of pretreatment DOS parametric maps can differentiate between treatment response outcomes. The HbO2 homogeneity resulted in the highest accuracy among univariate parameters in predicting response to chemotherapy: sensitivity (%Sn) and specificity (%Sp) were 86.5% and 89.0%, respectively, and accuracy was 87.8%. The highest predictors using multivariate (binary) combination features were the Hb-contrast+HbO2-homogeneity, which resulted in a %Sn/%Sp=78.0/81.0% and an accuracy of 79.5%. Conclusions: This study demonstrated that the pretreatment DOS texture features can predict breast cancer response to NAC and potentially guide treatments.
Collapse
Affiliation(s)
- William T Tran
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Centre for Health and Social Care Research, Sheffield Hallam University, 32 Collegiate Crescent, Sheffield S10 2BP, UK
| | - Mehrdad J Gangeh
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Lakshmanan Sannachi
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Department of Medical Biophysics, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Lee Chin
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Elyse Watkins
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Silvio G Bruni
- Department of Medical Imaging, Sunnybrook Hospital, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Rashin Fallah Rastegar
- Department of Medical Imaging, Sunnybrook Hospital, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Belinda Curpen
- Department of Medical Imaging, Sunnybrook Hospital, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Maureen Trudeau
- Division of Medical Oncology, Department of Medicine, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, ON M4N 3M5, Canada
| | - Sonal Gandhi
- Division of Medical Oncology, Department of Medicine, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, ON M4N 3M5, Canada
| | - Martin Yaffe
- Physical Sciences Platform, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Elzbieta Slodkowska
- Department of Anatomic Pathology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Charmaine Childs
- Centre for Health and Social Care Research, Sheffield Hallam University, 32 Collegiate Crescent, Sheffield S10 2BP, UK
| | - Ali Sadeghi-Naini
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Department of Medical Biophysics, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Physical Sciences Platform, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Department of Radiation Oncology, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| | - Gregory J Czarnota
- Department of Radiation Oncology, Sunnybrook Health Sciences Centre, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Department of Medical Biophysics, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Physical Sciences Platform, Sunnybrook Research Institute, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada.,Department of Radiation Oncology, University of Toronto, 2075 Bayview Avenue, Toronto, Ontario M4N 3M5, Canada
| |
Collapse
|
30
|
Cochran JM, Chung SH, Leproux A, Baker WB, Busch DR, DeMichele AM, Tchou J, Tromberg BJ, Yodh AG. Longitudinal optical monitoring of blood flow in breast tumors during neoadjuvant chemotherapy. Phys Med Biol 2017; 62:4637-4653. [PMID: 28402286 DOI: 10.1088/1361-6560/aa6cef] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
We measure tissue blood flow markers in breast tumors during neoadjuvant chemotherapy and investigate their correlation to pathologic complete response in a pilot longitudinal patient study (n = 4). Tumor blood flow is quantified optically by diffuse correlation spectroscopy (DCS), and tissue optical properties, blood oxygen saturation, and total hemoglobin concentration are derived from concurrent diffuse optical spectroscopic imaging (DOSI). The study represents the first longitudinal DCS measurement of neoadjuvant chemotherapy in humans over the entire course of treatment; it therefore offers a first correlation between DCS flow indices and pathologic complete response. The use of absolute optical properties measured by DOSI facilitates significant improvement of DCS blood flow calculation, which typically assumes optical properties based on literature values. Additionally, the combination of the DCS blood flow index and the tissue oxygen saturation from DOSI permits investigation of tissue oxygen metabolism. Pilot results from four patients suggest that lower blood flow in the lesion-bearing breast is correlated with pathologic complete response. Both absolute lesion blood flow and lesion flow relative to the contralateral breast exhibit potential for characterization of pathological response. This initial demonstration of the combined optical approach for chemotherapy monitoring provides incentive for more comprehensive studies in the future and can help power those investigations.
Collapse
Affiliation(s)
- J M Cochran
- Department of Physics and Astronomy, University of Pennsylvania, 209 S 33rd St, Philadelphia, PA 19104, United States of America
| | | | | | | | | | | | | | | | | |
Collapse
|
31
|
Yazdi HS, O’Sullivan TD, Leproux A, Hill B, Durkin A, Telep S, Lam J, Yazdi SS, Police AM, Carroll RM, Combs FJ, Strömberg T, Yodh AG, Tromberg BJ. Mapping breast cancer blood flow index, composition, and metabolism in a human subject using combined diffuse optical spectroscopic imaging and diffuse correlation spectroscopy. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:45003. [PMID: 28384703 PMCID: PMC5381696 DOI: 10.1117/1.jbo.22.4.045003] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/23/2016] [Accepted: 03/13/2017] [Indexed: 05/18/2023]
Abstract
Diffuse optical spectroscopic imaging (DOSI) and diffuse correlation spectroscopy (DCS) are model-based near-infrared (NIR) methods that measure tissue optical properties (broadband absorption, ? a , and reduced scattering, ? s ? ) and blood flow (blood flow index, BFI), respectively. DOSI-derived ? a values are used to determine composition by calculating the tissue concentration of oxy- and deoxyhemoglobin ( HbO 2 , HbR), water, and lipid. We developed and evaluated a combined, coregistered DOSI/DCS handheld probe for mapping and imaging these parameters. We show that uncertainties of 0.3 ?? mm ? 1 (37%) in ? s ? and 0.003 ?? mm ? 1 (33%) in ? a lead to ? 53 % and 9% errors in BFI, respectively. DOSI/DCS imaging of a solid tissue-simulating flow phantom and
Collapse
MESH Headings
- Adult
- Carcinoma, Ductal, Breast/blood supply
- Carcinoma, Ductal, Breast/diagnostic imaging
- Carcinoma, Ductal, Breast/drug therapy
- Diffusion
- Female
- Hemoglobins/analysis
- Humans
- Lipids/blood
- Models, Theoretical
- Neoadjuvant Therapy
- Oxyhemoglobins/analysis
- Phantoms, Imaging
- Spectrophotometry/methods
- Spectroscopy, Near-Infrared/methods
- Tomography, Optical/methods
Collapse
Affiliation(s)
- Hossein S. Yazdi
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Thomas D. O’Sullivan
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Anais Leproux
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Brian Hill
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Amanda Durkin
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Seraphim Telep
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Jesse Lam
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Siavash S. Yazdi
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
| | - Alice M. Police
- University of California, Chao Family Comprehensive Cancer Center, Orange, California, United States
| | - Robert M. Carroll
- University of California, Chao Family Comprehensive Cancer Center, Orange, California, United States
| | - Freddie J. Combs
- University of California, Chao Family Comprehensive Cancer Center, Orange, California, United States
| | - Tomas Strömberg
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
- Linköping University, Department of Biomedical Engineering, Linköping, Sweden
| | - Arjun G. Yodh
- University of Pennsylvania, Department of Physics and Astronomy, Philadelphia, Pennsylvania, United States
| | - Bruce J. Tromberg
- University of California, Beckman Laser Institute and Medical Clinic, Irvine, California, United States
- Address all correspondence to: Bruce J. Tromberg, E-mail:
| |
Collapse
|
32
|
Sajjadi AY, Isakoff SJ, Deng B, Singh B, Wanyo CM, Fang Q, Specht MC, Schapira L, Moy B, Bardia A, Boas DA, Carp SA. Normalization of compression-induced hemodynamics in patients responding to neoadjuvant chemotherapy monitored by dynamic tomographic optical breast imaging (DTOBI). BIOMEDICAL OPTICS EXPRESS 2017; 8:555-569. [PMID: 28270967 PMCID: PMC5330555 DOI: 10.1364/boe.8.000555] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/22/2016] [Revised: 11/04/2016] [Accepted: 12/05/2016] [Indexed: 05/03/2023]
Abstract
We characterize novel breast cancer imaging biomarkers for monitoring neoadjuvant chemotherapy (NACT) and predicting outcome. Specifically, we recruited 30 patients for a pilot study in which NACT patients were imaged using dynamic tomographic optical breast imaging (DTOBI) to quantify the hemodynamic changes due to partial mammographic compression. DTOBI scans were obtained pre-treatment (referred to as day 0), as well as 7 and 30 days into therapy on female patients undergoing NACT. We present data for the 13 patients who participated in both day 0 and 7 measurements and had evaluable data, of which 7 also returned for day 30 measurements. We acquired optical images over 2 minutes following 4-8 lbs (18-36 N) of compression. The timecourses of tissue-volume averaged total hemoglobin (HbT), as well as hemoglobin oxygen saturation (SO2) in the tumor vs. surrounding tissues were compared. Outcome prediction metrics based on the differential behavior in tumor vs. normal areas for responders (>50% reduction in maximum diameter) vs. non-responders were analyzed for statistical significance. At baseline, all patients exhibit an initial decrease followed by delayed recovery in HbT, and SO2 in the tumor area, in contrast to almost immediate recovery in surrounding tissue. At day 7 and 30, this contrast is maintained in non-responders; however, in responders, the contrast in hemodynamic time-courses between tumor and normal tissue starts decreasing at day 7 and substantially disappears at day 30. At day 30 into NACT, responding tumors demonstrate "normalization" of compression induced hemodynamics vs. surrounding normal tissue whereas non-responding tumors did not. This data suggests that DTOBI imaging biomarkers, which are governed by the interplay between tissue biomechanics and oxygen metabolism, may be suitable for guiding NACT by offering early predictions of treatment outcome.
Collapse
Affiliation(s)
- Amir Y Sajjadi
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA; Department of Radiology, Harvard Medical School, Charlestown, MA 02129, USA; These authors contributed equally to this work;
| | - Steven J Isakoff
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02114, USA; These authors contributed equally to this work;
| | - Bin Deng
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA; Department of Radiology, Harvard Medical School, Charlestown, MA 02129, USA
| | - Bhawana Singh
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA; Department of Radiology, Harvard Medical School, Charlestown, MA 02129, USA
| | - Christy M Wanyo
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA
| | - Qianqian Fang
- Department of Bioengineering, Northeastern University, Boston, MA 0211, USA
| | - Michelle C Specht
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA; Department of Surgery, Harvard Medical School, Boston, MA 02114, USA
| | - Lidia Schapira
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Beverly Moy
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - Aditya Bardia
- Massachusetts General Hospital Cancer Center, Boston, MA 02114, USA; Department of Medicine, Harvard Medical School, Boston, MA 02114, USA
| | - David A Boas
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA; Department of Radiology, Harvard Medical School, Charlestown, MA 02129, USA
| | - Stefan A Carp
- Optics Division, Athinoula A. Martinos Center for Biomedical Imaging, Massachusetts General Hospital, Charlestown, MA 02129, USA; Department of Radiology, Harvard Medical School, Charlestown, MA 02129, USA
| |
Collapse
|
33
|
Teng F, Cormier T, Sauer-Budge A, Chaudhury R, Pera V, Istfan R, Chargin D, Brookfield S, Ko NY, Roblyer DM. Wearable near-infrared optical probe for continuous monitoring during breast cancer neoadjuvant chemotherapy infusions. JOURNAL OF BIOMEDICAL OPTICS 2017; 22:14001. [PMID: 28114449 PMCID: PMC5289133 DOI: 10.1117/1.jbo.22.1.014001] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2016] [Accepted: 12/21/2016] [Indexed: 05/04/2023]
Abstract
We present a new continuous-wave wearable diffuse optical probe aimed at investigating the hemodynamic response of locally advanced breast cancer patients during neoadjuvant chemotherapy infusions. The system consists of a flexible printed circuit board that supports an array of six dual wavelength surface-mount LED and photodiode pairs. The probe is encased in a soft silicone housing that conforms to natural breast shape. Probe performance was evaluated using tissue-simulating phantoms and in vivo normal volunteer measurements. High SNR (71 dB), low source-detector crosstalk ( ? 60 ?? dB ), high measurement precision (0.17%), and good thermal stability (0.22% V rms / ° C ) were achieved in phantom studies. A cuff occlusion experiment was performed on the forearm of a healthy volunteer to demonstrate the ability to track rapid hemodynamic changes. Proof-of-principle normal volunteer measurements were taken to demonstrate the ability to collect continuous in vivo breast measurements. This wearable probe is a first of its kind tool to explore prognostic hemodynamic changes during chemotherapy in breast cancer patients.
Collapse
Affiliation(s)
- Fei Teng
- Boston University, Department of Electrical and Computer Engineering and Photonics Center, 8 Saint Mary’s Street, Boston, Massachusetts 02215, United States
| | - Timothy Cormier
- Boston University, Fraunhofer Center for Manufacturing Innovation, 15 Saint Mary’s Street, Brookline, Massachusetts 02446, United States
| | - Alexis Sauer-Budge
- Boston University, Fraunhofer Center for Manufacturing Innovation, 15 Saint Mary’s Street, Brookline, Massachusetts 02446, United States
| | - Rachita Chaudhury
- Boston University, Department of Biomedical Engineering, 44 Cummington Mall, Boston, Massachusetts 02215, United States
| | - Vivian Pera
- Boston University, Department of Biomedical Engineering, 44 Cummington Mall, Boston, Massachusetts 02215, United States
| | - Raeef Istfan
- Boston University, Department of Biomedical Engineering, 44 Cummington Mall, Boston, Massachusetts 02215, United States
| | - David Chargin
- Boston University, Fraunhofer Center for Manufacturing Innovation, 15 Saint Mary’s Street, Brookline, Massachusetts 02446, United States
| | - Samuel Brookfield
- Boston University, Fraunhofer Center for Manufacturing Innovation, 15 Saint Mary’s Street, Brookline, Massachusetts 02446, United States
| | - Naomi Yu Ko
- Boston Medical Center, Section of Hematology and Oncology, Women’s Health Unit, 801 Massachusetts Avenue, First Floor, Boston, Massachusetts 02118, United States
| | - Darren M. Roblyer
- Boston University, Department of Biomedical Engineering, 44 Cummington Mall, Boston, Massachusetts 02215, United States
- Address all correspondence to: Darren M. Roblyer, E-mail:
| |
Collapse
|
34
|
Anderson PG, Sassaroli A, Kainerstorfer JM, Krishnamurthy N, Kalli S, Makim SS, Graham RA, Fantini S. Optical mammography: bilateral breast symmetry in hemoglobin saturation maps. JOURNAL OF BIOMEDICAL OPTICS 2016; 21:101403. [PMID: 26849841 PMCID: PMC4742791 DOI: 10.1117/1.jbo.21.10.101403] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/15/2015] [Accepted: 01/13/2016] [Indexed: 06/05/2023]
Abstract
We present a study of the bilateral symmetry of human breast hemoglobin saturation maps measured with a broadband optical mammography instrument. We have imaged 21 patients with unilateral breast cancer, 32 patients with unilateral benign lesions, and 27 healthy patients. An image registration process was applied to the bilateral hemoglobin saturation (SO 2 SO2 ) images by assigning each pixel to the low, middle, or high range of SO 2 SO2 values, where the thresholds for the categories were the 15th and 85th percentiles of the individual saturation range. The Dice coefficient, which is a measure of similarity, was calculated for each patient’s pair of right and left breast SO 2 SO2 images. The invasive cancer patients were found to have an average Dice coefficient value of 0.55±0.07 0.55±0.07 , which was significantly lower than the benign and healthy groups (0.61±0.11 0.61±0.11 and 0.62±0.12 0.62±0.12 , respectively). Although differences were seen in a group analysis, the healthy patient Dice coefficients spanned a wide range, limiting the diagnostic capabilities of this SO 2 SO2 symmetry analysis on an individual basis. Our results suggest that for assessing the SO 2 SO2 contrast of breast lesions, it may be better to select a reference tissue in the ipsilateral rather than the contralateral breast.
Collapse
Affiliation(s)
- Pamela G. Anderson
- Tufts University, Department of Biomedical Engineering, 4 Colby Street, Medford, Massachusetts 02155, United States
| | - Angelo Sassaroli
- Tufts University, Department of Biomedical Engineering, 4 Colby Street, Medford, Massachusetts 02155, United States
| | - Jana M. Kainerstorfer
- Tufts University, Department of Biomedical Engineering, 4 Colby Street, Medford, Massachusetts 02155, United States
| | - Nishanth Krishnamurthy
- Tufts University, Department of Biomedical Engineering, 4 Colby Street, Medford, Massachusetts 02155, United States
| | - Sirishma Kalli
- Tufts Medical Center, Department of Radiology, 800 Washington Street, Boston, Massachusetts 02111, United States
| | - Shital S. Makim
- Tufts Medical Center, Department of Radiology, 800 Washington Street, Boston, Massachusetts 02111, United States
| | - Roger A. Graham
- Tufts Medical Center, Department of Surgery, 800 Washington Street, Boston, Massachusetts 02111, United States
| | - Sergio Fantini
- Tufts University, Department of Biomedical Engineering, 4 Colby Street, Medford, Massachusetts 02155, United States
| |
Collapse
|
35
|
Ramirez G, Proctor AR, Jung KW, Wu TT, Han S, Adams RR, Ren J, Byun DK, Madden KS, Brown EB, Foster TH, Farzam P, Durduran T, Choe R. Chemotherapeutic drug-specific alteration of microvascular blood flow in murine breast cancer as measured by diffuse correlation spectroscopy. BIOMEDICAL OPTICS EXPRESS 2016; 7:3610-3630. [PMID: 27699124 PMCID: PMC5030036 DOI: 10.1364/boe.7.003610] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/01/2016] [Revised: 08/16/2016] [Accepted: 08/17/2016] [Indexed: 05/08/2023]
Abstract
The non-invasive, in vivo measurement of microvascular blood flow has the potential to enhance breast cancer therapy monitoring. Here, longitudinal blood flow of 4T1 murine breast cancer (N=125) under chemotherapy was quantified with diffuse correlation spectroscopy based on layer models. Six different treatment regimens involving doxorubicin, cyclophosphamide, and paclitaxel at clinically relevant doses were investigated. Treatments with cyclophosphamide increased blood flow as early as 3 days after administration, whereas paclitaxel induced a transient blood flow decrease at 1 day after administration. Early blood flow changes correlated strongly with the treatment outcome and distinguished treated from untreated mice individually for effective treatments.
Collapse
Affiliation(s)
- Gabriel Ramirez
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Ashley R. Proctor
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Ki Won Jung
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Tong Tong Wu
- Department of Biostatistics and Computational Biology, University of Rochester Medical Center, Rochester, NY 14642,
USA
| | - Songfeng Han
- The Institute of Optics, University of Rochester, Rochester, NY 14627,
USA
| | - Russell R. Adams
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Jingxuan Ren
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Daniel K. Byun
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Kelley S. Madden
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Edward B. Brown
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
| | - Thomas H. Foster
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
- The Institute of Optics, University of Rochester, Rochester, NY 14627,
USA
- Department of Imaging Sciences, University of Rochester Medical Center, Rochester, NY 14642,
USA
| | - Parisa Farzam
- ICFO- Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology, 08860 Castelldefels (Barcelona),
Spain
| | - Turgut Durduran
- ICFO- Institut de Ciències Fotòniques, The Barcelona Institute of Science and Technology, 08860 Castelldefels (Barcelona),
Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), 08015 Barcelona,
Spain
| | - Regine Choe
- Department of Biomedical Engineering, University of Rochester, Rochester, NY 14627,
USA
- Department of Electrical and Computer Engineering, University of Rochester, Rochester, NY 14627,
USA
| |
Collapse
|
36
|
Michaelsen KE, Krishnaswamy V, Shi L, Vedantham S, Karellas A, Pogue BW, Paulsen KD, Poplack SP. Effects of breast density and compression on normal breast tissue hemodynamics through breast tomosynthesis guided near-infrared spectral tomography. JOURNAL OF BIOMEDICAL OPTICS 2016; 21:91316. [PMID: 27677170 PMCID: PMC5038925 DOI: 10.1117/1.jbo.21.9.091316] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/06/2016] [Accepted: 08/30/2016] [Indexed: 06/06/2023]
Abstract
Optically derived tissue properties across a range of breast densities and the effects of breast compression on estimates of hemoglobin, oxygen metabolism, and water and lipid concentrations were obtained from a coregistered imaging system that integrates near-infrared spectral tomography (NIRST) with digital breast tomosynthesis (DBT). Image data were analyzed from 27 women who underwent four IRB approved NIRST/DBT exams that included fully and mildly compressed breast acquisitions in two projections—craniocaudal (CC) and mediolateral-oblique (MLO)—and generated four data sets per patient (full and moderate compression in CC and MLO views). Breast density was correlated with HbT (r=0.64, p=0.001), water (r=0.62, p=0.003), and lipid concentrations (r=?0.74, p<0.001), but not oxygen saturation. CC and MLO views were correlated for individual subjects and demonstrated no statistically significant differences in grouped analysis. Comparison of compressed and uncompressed imaging demonstrated a significant decrease in oxygen saturation under compression (58% versus 50%, p=0.04). Mammographic breast density categorization was correlated with measured optically derived properties.
Collapse
Affiliation(s)
- Kelly E. Michaelsen
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire 03755, United States
| | - Venkataramanan Krishnaswamy
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire 03755, United States
| | - Linxi Shi
- Georgia Institute of Technology, School of Mechanical Engineering, 801 Ferst Drive, Atlanta, Georgia 30332, United States
| | - Srinivasan Vedantham
- University of Massachusetts Medical School, Department of Radiology, 55 Lake Avenue North, Worcester, Massachusetts 01655, United States
| | - Andrew Karellas
- University of Massachusetts Medical School, Department of Radiology, 55 Lake Avenue North, Worcester, Massachusetts 01655, United States
| | - Brian W. Pogue
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire 03755, United States
| | - Keith D. Paulsen
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire 03755, United States
| | - Steven P. Poplack
- Washington University School of Medicine, Mallinckrodt Institute of Radiology, 4921 Parkview Place, St. Louis, Missouri 63110, United States
| |
Collapse
|
37
|
Tromberg BJ, Zhang Z, Leproux A, O'Sullivan TD, Cerussi AE, Carpenter PM, Mehta RS, Roblyer D, Yang W, Paulsen KD, Pogue BW, Jiang S, Kaufman PA, Yodh AG, Chung SH, Schnall M, Snyder BS, Hylton N, Boas DA, Carp SA, Isakoff SJ, Mankoff D. Predicting Responses to Neoadjuvant Chemotherapy in Breast Cancer: ACRIN 6691 Trial of Diffuse Optical Spectroscopic Imaging. Cancer Res 2016; 76:5933-5944. [PMID: 27527559 DOI: 10.1158/0008-5472.can-16-0346] [Citation(s) in RCA: 74] [Impact Index Per Article: 9.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2016] [Accepted: 07/03/2016] [Indexed: 02/03/2023]
Abstract
The prospective multicenter ACRIN 6691 trial was designed to evaluate whether changes from baseline to mid-therapy in a diffuse optical spectroscopic imaging (DOSI)-derived imaging endpoint, the tissue optical index (TOI), predict pathologic complete response (pCR) in women undergoing breast cancer neoadjuvant chemotherapy (NAC). DOSI instruments were constructed at the University of California, Irvine (Irvine, CA), and delivered to six institutions where 60 subjects with newly diagnosed breast tumors (at least 2 cm in the longest dimension) were enrolled over a 2-year period. Bedside DOSI images of the tissue concentrations of deoxy-hemoglobin (ctHHb), oxy-hemoglobin (ctHbO2), water (ctH2O), lipid, and TOI (ctHHb × ctH2O/lipid) were acquired on both breasts up to four times during NAC treatment: baseline, 1-week, mid-point, and completion. Of the 34 subjects (mean age 48.4 ± 10.7 years) with complete, evaluable data from both normal and tumor-containing breast, 10 (29%) achieved pCR as determined by central pathology review. The percent change in tumor-to-normal TOI ratio (%TOITN) from baseline to mid-therapy ranged from -82% to 321%, with a median of -36%. Using pCR as the reference standard and ROC curve methodology, %TOITN AUC was 0.60 (95% CI, 0.39-0.81). In the cohort of 17 patients with baseline tumor oxygen saturation (%StO2) greater than the 77% population median, %TOITN AUC improved to 0.83 (95% CI, 0.63-1.00). We conclude that the combination of baseline functional properties and dynamic optical response shows promise for clinical outcome prediction. Cancer Res; 76(20); 5933-44. ©2016 AACR.
Collapse
Affiliation(s)
- Bruce J Tromberg
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California.
| | - Zheng Zhang
- Department of Biostatistics and Center for Statistical Sciences, Brown University School of Public Health, Providence, Rhode Island
| | - Anaïs Leproux
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | - Thomas D O'Sullivan
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | - Albert E Cerussi
- Beckman Laser Institute and Medical Clinic, University of California Irvine, Irvine, California
| | | | - Rita S Mehta
- Department of Medicine, University of California Irvine, Irvine, California
| | - Darren Roblyer
- Department of Biomedical Engineering, Boston University, Boston, Massachusetts
| | - Wei Yang
- Department of Diagnostic Radiology, University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Keith D Paulsen
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire
| | - Brian W Pogue
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire
| | - Shudong Jiang
- Thayer School of Engineering, Dartmouth College, Hanover, New Hampshire
| | - Peter A Kaufman
- Section of Hematology and Oncology, Dartmouth-Hitchcock Medical Center, Norris Cotton Cancer Center, Lebanon, New Hampshire
| | - Arjun G Yodh
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania
| | - So Hyun Chung
- Department of Physics and Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Mitchell Schnall
- Department of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania
| | - Bradley S Snyder
- Center for Statistical Sciences, Brown University School of Public Health, Providence, Rhode Island
| | - Nola Hylton
- Department of Radiology, University of California, San Francisco, California
| | - David A Boas
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Stefan A Carp
- Department of Radiology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - Steven J Isakoff
- Hematology Oncology, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts
| | - David Mankoff
- Department of Radiology, University of Pennsylvania, Philadelphia, Pennsylvania
| | | |
Collapse
|
38
|
Interplay between up-regulation of cytochrome-c-oxidase and hemoglobin oxygenation induced by near-infrared laser. Sci Rep 2016; 6:30540. [PMID: 27484673 PMCID: PMC4971496 DOI: 10.1038/srep30540] [Citation(s) in RCA: 130] [Impact Index Per Article: 16.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/14/2016] [Accepted: 07/06/2016] [Indexed: 01/11/2023] Open
Abstract
Photobiomodulation, also known as low-level laser/light therapy (LLLT), refers to the use of red-to-near-infrared light to stimulate cellular functions for physiological or clinical benefits. The mechanism of LLLT is assumed to rely on photon absorption by cytochrome c oxidase (CCO), the terminal enzyme in the mitochondrial respiratory chain that catalyzes the reduction of oxygen for energy metabolism. In this study, we used broadband near-infrared spectroscopy (NIRS) to measure the LLLT-induced changes in CCO and hemoglobin concentrations in human forearms in vivo. Eleven healthy participants were administered with 1064-nm laser and placebo treatments on their right forearms. The spectroscopic data were analyzed and fitted with wavelength-dependent, modified Beer-Lambert Law. We found that LLLT induced significant increases of CCO concentration (Δ[CCO]) and oxygenated hemoglobin concentration (Δ[HbO]) on the treated site as the laser energy dose accumulated over time. A strong linear interplay between Δ[CCO] and Δ[HbO] was observed for the first time during LLLT, indicating a hemodynamic response of oxygen supply and blood volume closely coupled to the up-regulation of CCO induced by photobiomodulation. These results demonstrate the tremendous potential of broadband NIRS as a non-invasive, in vivo means to study mechanisms of photobiomodulation and perform treatment evaluations of LLLT.
Collapse
|
39
|
Leproux A, Kim YM, Min JW, McLaren CE, Chen WP, O’Sullivan TD, Lee SH, Chung PS, Tromberg BJ. Differential diagnosis of breast masses in South Korean premenopausal women using diffuse optical spectroscopic imaging. JOURNAL OF BIOMEDICAL OPTICS 2016; 21:74001. [PMID: 27436049 PMCID: PMC4951543 DOI: 10.1117/1.jbo.21.7.074001] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2016] [Accepted: 06/28/2016] [Indexed: 05/03/2023]
Abstract
Young patients with dense breasts have a relatively low-positive biopsy rate for breast cancer (∼1 in 7). South Korean women have higher breast density than Westerners. We investigated the benefit of using a functional and metabolic imaging technique, diffuse optical spectroscopic imaging (DOSI), to help the standard of care imaging tools to distinguish benign from malignant lesions in premenopausal Korean women. DOSI uses near-infrared light to measure breast tissue composition by quantifying tissue concentrations of water (ctH2O), bulk lipid (ctLipid), deoxygenated (ctHHb), and oxygenated (ctHbO2) hemoglobin. DOSI spectral signatures specific to abnormal tissue and absent in healthy tissue were also used to form a malignancy index. This study included 19 premenopausal subjects (average age 41±9), corresponding to 11 benign and 10 malignant lesions. Elevated lesion to normal ratio of ctH2O, ctHHb, ctHbO2, total hemoglobin (THb=ctHHb+ctHbO2), and tissue optical index (ctHHb×ctH2O/ctLipid) were observed in the malignant lesions compared to the benign lesions (p<0.02). THb and malignancy index were the two best single predictors of malignancy, with >90% sensitivity and specificity. Malignant lesions showed significantly higher metabolism and perfusion than benign lesions. DOSI spectral features showed high discriminatory power for distinguishing malignant and benign lesions in dense breasts of the Korean population.
Collapse
Affiliation(s)
- Anaïs Leproux
- University of California Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road, Irvine, California 92612, United States
| | - You Me Kim
- Dankook University College of Medicine, Beckman Laser Institute Korea, 119 Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
- Dankook University College of Medicine, Department of Radiology, Dankook University Hospital, 201 Manghyang-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
| | - Jun Won Min
- Dankook University College of Medicine, Beckman Laser Institute Korea, 119 Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
- Dankook University College of Medicine, Department of Surgery, 119 Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
| | - Christine E. McLaren
- University of California Irvine, Department of Epidemiology, 1 Medical Plaza Drive, Irvine, California 92697-7550, United States
- University of California Irvine, Chao Family Comprehensive Cancer Center, Irvine Medical Center, 101 The City Drive South, Orange, California 92868, United States
| | - Wen-Pin Chen
- University of California Irvine, Chao Family Comprehensive Cancer Center, Irvine Medical Center, 101 The City Drive South, Orange, California 92868, United States
| | - Thomas D. O’Sullivan
- University of California Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road, Irvine, California 92612, United States
| | - Seung-ha Lee
- Dankook University College of Medicine, Beckman Laser Institute Korea, 119 Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
- Dankook University College of Medicine, Department of Biomedical Engineering, 119, Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
| | - Phil-Sang Chung
- Dankook University College of Medicine, Beckman Laser Institute Korea, 119 Dandae-ro, Dongnam-gu, Cheonan-si, Chungnam 31116, Republic of Korea
- Dankook University College of Medicine, Department of Otolaryngology-Head and Neck Surgery, 29-1 Anseo-dong, Cheonan-si, Chungnam 330-714, Republic of Korea
| | - Bruce J. Tromberg
- University of California Irvine, Beckman Laser Institute and Medical Clinic, 1002 Health Sciences Road, Irvine, California 92612, United States
- Address all correspondence to: Bruce J. Tromberg, E-mail:
| |
Collapse
|
40
|
Ueda S, Saeki T, Takeuchi H, Shigekawa T, Yamane T, Kuji I, Osaki A. In vivo imaging of eribulin-induced reoxygenation in advanced breast cancer patients: a comparison to bevacizumab. Br J Cancer 2016; 114:1212-8. [PMID: 27140309 PMCID: PMC4891505 DOI: 10.1038/bjc.2016.122] [Citation(s) in RCA: 70] [Impact Index Per Article: 8.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/04/2016] [Revised: 03/31/2016] [Accepted: 04/07/2016] [Indexed: 11/24/2022] Open
Abstract
Background: Eribulin mesylate (eribulin) is a first-in-class halichondrin B-based microtubule dynamics inhibitor. To compare the anti-angiogenic activity of eribulin to that of bevacizumab, we compared tumour vessel remodelling and reoxygenation between the two agents. Methods: Patients with advanced breast cancer with stage III/IV were eligible for the study. Patients were assigned to receive either eribulin or single-agent bevacizumab. Tissue concentrations of oxyhaemoglobin (O2Hb) and deoxyhaemoglobin (HHb), and oxygen saturation (SO2) of breast tumours before and day 7 after the first infusion were repeatedly measured using diffuse optical spectroscopic imaging (DOSI). A pair of blood samples was collected for multiplex biomarker studies. Results: Baseline DOSI measurement of all 29 patients (eribulin, n=14 and bevacizumab, n=15) revealed significantly higher tumour concentrations of O2Hb and HHb than that in the normal breast tissue. After eribulin treatment, DOSI revealed a significant decrease in HHb concentration and increased SO2 during the observation period. This trend was not observed for bevacizumab. Instead, bevacizumab significantly decreased the concentration of O2Hb. The multiplex biomarker study revealed that both eribulin and bevacizumab decreased plasma concentrations of VEGF and bFGF, but only eribulin treatment suppressed the plasma concentration of TGF-β1. Conclusions: Eribulin, but not bevacizumab, treatment increased tumour SO2. Suppression of TGF-β1 by eribulin could have a favourable anti-angiogenic effect. Our results suggest that differences in vascular remodelling between these two agents may account for their different effects on tumour reoxygenation.
Collapse
Affiliation(s)
- Shigeto Ueda
- Department of Breast Oncology, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Toshiaki Saeki
- Department of Breast Oncology, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Hideki Takeuchi
- Department of Breast Oncology, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Takashi Shigekawa
- Department of Breast Oncology, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Tomohiko Yamane
- Department of Nuclear Medicine, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Ichiei Kuji
- Department of Nuclear Medicine, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| | - Akihiko Osaki
- Department of Breast Oncology, International Medical Center, Saitama Medical University, 1371-1 Yamane, Hidaka, Saitama 350-1298, Japan
| |
Collapse
|
41
|
Tran WT, Childs C, Chin L, Slodkowska E, Sannachi L, Tadayyon H, Watkins E, Wong SL, Curpen B, Kaffas AE, Al-Mahrouki A, Sadeghi-Naini A, Czarnota GJ. Multiparametric monitoring of chemotherapy treatment response in locally advanced breast cancer using quantitative ultrasound and diffuse optical spectroscopy. Oncotarget 2016; 7:19762-80. [PMID: 26942698 PMCID: PMC4991417 DOI: 10.18632/oncotarget.7844] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2015] [Accepted: 02/05/2016] [Indexed: 11/25/2022] Open
Abstract
PURPOSE This study evaluated pathological response to neoadjuvant chemotherapy using quantitative ultrasound (QUS) and diffuse optical spectroscopy imaging (DOSI) biomarkers in locally advanced breast cancer (LABC). MATERIALS AND METHODS The institution's ethics review board approved this study. Subjects (n = 22) gave written informed consent prior to participating. US and DOSI data were acquired, relative to the start of neoadjuvant chemotherapy, at weeks 0, 1, 4, 8 and preoperatively. QUS parameters including the mid-band fit (MBF), 0-MHz intercept (SI), and the spectral slope (SS) were determined from tumor ultrasound data using spectral analysis. In the same patients, DOSI was used to measure parameters relating to tumor hemoglobin and composition. Discriminant analysis and receiver-operating characteristic (ROC) analysis was used to classify clinical and pathological response during treatment and to estimate the area under the curve (AUC). Additionally, multivariate analysis was carried out for pairwise QUS/DOSI parameter combinations using a logistic regression model. RESULTS Individual QUS and DOSI parameters, including the (SI), oxy-hemoglobin (HbO2), and total hemoglobin (HbT) were significant markers for response after one week of treatment (p < 0.01). Multivariate (pairwise) combinations increased the sensitivity, specificity and AUC at this time; the SI + HbO2 showed a sensitivity/specificity of 100%, and an AUC of 1.0. CONCLUSIONS QUS and DOSI demonstrated potential as coincident markers for treatment response and may potentially facilitate response-guided therapies. Multivariate QUS and DOSI parameters increased the sensitivity and specificity of classifying LABC patients as early as one week after treatment.
Collapse
Affiliation(s)
- William T. Tran
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
- Centre for Health and Social Care Research, Sheffield Hallam University, Sheffield, UK
| | - Charmaine Childs
- Centre for Health and Social Care Research, Sheffield Hallam University, Sheffield, UK
| | - Lee Chin
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
| | | | - Lakshmanan Sannachi
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Hadi Tadayyon
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| | - Elyse Watkins
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
| | | | - Belinda Curpen
- Division of Radiology, Sunnybrook Hospital, Toronto, Canada
| | - Ahmed El Kaffas
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
| | - Azza Al-Mahrouki
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
| | - Ali Sadeghi-Naini
- Department of Radiation Oncology, Sunnybrook Hospital, Toronto, Canada
| | - Gregory J. Czarnota
- Department of Radiation Oncology, University of Toronto, Toronto, Canada
- Department of Medical Biophysics, University of Toronto, Toronto, Canada
| |
Collapse
|
42
|
Multiparametric magnetic resonance imaging for predicting pathological response after the first cycle of neoadjuvant chemotherapy in breast cancer. Invest Radiol 2015; 50:195-204. [PMID: 25360603 DOI: 10.1097/rli.0000000000000100] [Citation(s) in RCA: 110] [Impact Index Per Article: 12.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/25/2023]
Abstract
OBJECTIVES The purpose of this study was to determine whether multiparametric magnetic resonance imaging (MRI) using dynamic contrast-enhanced MRI (DCE-MRI) and diffusion-weighted MRI (DWI), obtained before and after the first cycle of neoadjuvant chemotherapy (NAC), is superior to single-parameter measurements for predicting pathologic complete response (pCR) in patients with breast cancer. MATERIALS AND METHODS Patients with stage II/III breast cancer were enrolled in an institutional review board-approved study in which 3-T DCE-MRI and DWI data were acquired before (n = 42) and after 1 cycle (n = 36) of NAC. Estimates of the volume transfer rate (K), extravascular extracellular volume fraction (ve), blood plasma volume fraction (vp), and the efflux rate constant (kep = K/ve) were generated from the DCE-MRI data using the Extended Tofts-Kety model. The apparent diffusion coefficient (ADC) was estimated from the DWI data. The derived parameter kep/ADC was compared with single-parameter measurements for its ability to predict pCR after the first cycle of NAC. RESULTS The kep/ADC after the first cycle of NAC discriminated patients who went on to achieve a pCR (P < 0.001) and achieved a sensitivity, specificity, positive predictive value, and area under the receiver operator curve (AUC) of 0.92, 0.78, 0.69, and 0.88, respectively. These values were superior to the single parameters kep (AUC, 0.76) and ADC (AUC, 0.82). The AUCs between kep/ADC and kep were significantly different on the basis of the bootstrapped 95% confidence intervals (0.018-0.23), whereas the AUCs between kep/ADC and ADC trended toward significance (-0.11 to 0.24). CONCLUSIONS The multiparametric analysis of DCE-MRI and DWI was superior to the single-parameter measurements for predicting pCR after the first cycle of NAC.
Collapse
|
43
|
Cheng JX, Xie XS. Vibrational spectroscopic imaging of living systems: An emerging platform for biology and medicine. Science 2015; 350:aaa8870. [PMID: 26612955 DOI: 10.1126/science.aaa8870] [Citation(s) in RCA: 397] [Impact Index Per Article: 44.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Vibrational spectroscopy has been extensively applied to the study of molecules in gas phase, in condensed phase, and at interfaces. The transition from spectroscopy to spectroscopic imaging of living systems, which allows the spectrum of biomolecules to act as natural contrast, is opening new opportunities to reveal cellular machinery and to enable molecule-based diagnosis. Such a transition, however, involves more than a simple combination of spectrometry and microscopy. We review recent efforts that have pushed the boundary of the vibrational spectroscopic imaging field in terms of spectral acquisition speed, detection sensitivity, spatial resolution, and imaging depth. We further highlight recent applications in functional analysis of single cells and in label-free detection of diseases.
Collapse
Affiliation(s)
- Ji-Xin Cheng
- Weldon School of Biomedical Engineering and Department of Chemistry, Purdue University, West Lafayette, IN 47907, USA.
| | - X Sunney Xie
- Department of Chemistry and Chemical Biology, Harvard University, Cambridge, MA 02138, USA.
| |
Collapse
|
44
|
Piao D, Barbour RL, Graber HL, Lee DC. On the geometry dependence of differential pathlength factor for near-infrared spectroscopy. I. Steady-state with homogeneous medium. JOURNAL OF BIOMEDICAL OPTICS 2015; 20:105005. [PMID: 26465613 PMCID: PMC4881291 DOI: 10.1117/1.jbo.20.10.105005] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/23/2015] [Accepted: 08/28/2015] [Indexed: 05/03/2023]
Abstract
This work analytically examines some dependences of the differential pathlength factor (DPF) for steady-state photon diffusion in a homogeneous medium on the shape, dimension, and absorption and reduced scattering coefficients of the medium. The medium geometries considered include a semi-infinite geometry, an infinite-length cylinder evaluated along the azimuthal direction, and a sphere. Steady-state photon fluence rate in the cylinder and sphere geometries is represented by a form involving the physical source, its image with respect to the associated extrapolated half-plane, and a radius-dependent term, leading to simplified formula for estimating the DPFs. With the source-detector distance and medium optical properties held fixed across all three geometries, and equal radii for the cylinder and sphere, the DPF is the greatest in the semi-infinite and the smallest in the sphere geometry. When compared to the results from finite-element method, the DPFs analytically estimated for 10 to 25 mm source–detector separations on a sphere of 50 mm radius with μa=0.01 mm(−1) and μ′s=1.0 mm(−1) are on average less than 5% different. The approximation for sphere, generally valid for a diameter≥20 times of the effective attenuation pathlength, may be useful for rapid estimation of DPFs in near-infrared spectroscopy of an infant head and for short source–detector separation.
Collapse
Affiliation(s)
- Daqing Piao
- Oklahoma State University, School of Electrical and Computer Engineering, Stillwater, Oklahoma 74078, United States
- Address all correspondence to: Daqing Piao, E-mail:
| | - Randall L. Barbour
- SUNY Downstate Medical Center, Department of Pathology, Brooklyn, New York 11203, United States
- NIRx Medical Technologies LLC, Glen Head, New York 11545, United States
| | - Harry L. Graber
- NIRx Medical Technologies LLC, Glen Head, New York 11545, United States
| | - Daniel C. Lee
- University of Oklahoma College of Medicine, Department of Surgery, Oklahoma City, Oklahoma 73104, United States
| |
Collapse
|
45
|
Broadband optical mammography: chromophore concentration and hemoglobin saturation contrast in breast cancer. PLoS One 2015; 10:e0117322. [PMID: 25781469 PMCID: PMC4363570 DOI: 10.1371/journal.pone.0117322] [Citation(s) in RCA: 42] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2014] [Accepted: 12/23/2014] [Indexed: 12/15/2022] Open
Abstract
This study reports the optical characterization and quantitative oximetry of human breast cancer using spectrally-resolved images collected with a broadband, continuous-wave optical mammography instrument. On twenty-six cancer patients, we collected two-dimensional optical mammograms and created maps of the concentrations of hemoglobin, water, and lipids, as well as the oxygen saturation of hemoglobin. For each cancerous breast, we analyzed the difference between the tumor region (as identified by x-ray and optical mammography) and the remainder of breast tissue. With respect to the surrounding tissue, we found that cancer regions have significantly higher concentrations of total hemoglobin (+2.4±0.4 μM) and water (+7±1% v/v), and significantly lower lipid concentration (8±2% v/v) and oxygen saturation of hemoglobin (5±1%). We also found a significant correlation between the tumor optical contrast and the grade of breast cancer as quantified by the Nottingham histologic score; this demonstrates how optical signatures may be representative of metabolic and morphological features, as well as the aggressive potential of the tumor.
Collapse
|
46
|
Liao D, Tlsty TD. Evolutionary game theory for physical and biological scientists. II. Population dynamics equations can be associated with interpretations. Interface Focus 2014; 4:20140038. [PMID: 25097752 PMCID: PMC4071514 DOI: 10.1098/rsfs.2014.0038] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
The use of mathematical equations to analyse population dynamics measurements is being increasingly applied to elucidate complex dynamic processes in biological systems, including cancer. Purely 'empirical' equations may provide sufficient accuracy to support predictions and therapy design. Nevertheless, interpretation of fitting equations in terms of physical and biological propositions can provide additional insights that can be used both to refine models that prove inconsistent with data and to understand the scope of applicability of models that validate. The purpose of this tutorial is to assist readers in mathematically associating interpretations with equations and to provide guidance in choosing interpretations and experimental systems to investigate based on currently available biological knowledge, techniques in mathematical and computational analysis and methods for in vitro and in vivo experiments.
Collapse
Affiliation(s)
- David Liao
- Department of Pathology , University of California San Francisco , San Francisco, CA 94143 , USA
| | - Thea D Tlsty
- Department of Pathology , University of California San Francisco , San Francisco, CA 94143 , USA
| |
Collapse
|
47
|
Choe R, Putt ME, Carlile PM, Durduran T, Giammarco JM, Busch DR, Jung KW, Czerniecki BJ, Tchou J, Feldman MD, Mies C, Rosen MA, Schnall MD, DeMichele A, Yodh AG. Optically measured microvascular blood flow contrast of malignant breast tumors. PLoS One 2014; 9:e99683. [PMID: 24967878 PMCID: PMC4072684 DOI: 10.1371/journal.pone.0099683] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/17/2014] [Accepted: 05/16/2014] [Indexed: 02/03/2023] Open
Abstract
Microvascular blood flow contrast is an important hemodynamic and metabolic parameter with potential to enhance in vivo breast cancer detection and therapy monitoring. Here we report on non-invasive line-scan measurements of malignant breast tumors with a hand-held optical probe in the remission geometry. The probe employs diffuse correlation spectroscopy (DCS), a near-infrared optical method that quantifies deep tissue microvascular blood flow. Tumor-to-normal perfusion ratios are derived from thirty-two human subjects. Mean (95% confidence interval) tumor-to-normal ratio using surrounding normal tissue was 2.25 (1.92–2.63); tumor-to-normal ratio using normal tissues at the corresponding tumor location in the contralateral breast was 2.27 (1.94–2.66), and using normal tissue in the contralateral breast was 2.27 (1.90–2.70). Thus, the mean tumor-to-normal ratios were significantly different from unity irrespective of the normal tissue chosen, implying that tumors have significantly higher blood flow than normal tissues. Therefore, the study demonstrates existence of breast cancer contrast in blood flow measured by DCS. The new, optically accessible cancer contrast holds potential for cancer detection and therapy monitoring applications, and it is likely to be especially useful when combined with diffuse optical spectroscopy/tomography.
Collapse
Affiliation(s)
- Regine Choe
- Department of Biomedical Engineering, University of Rochester, Rochester, New York, United States of America
- * E-mail:
| | - Mary E. Putt
- Department of Biostatistics & Epidemiology, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Peter M. Carlile
- Department of Biomedical Engineering, University of Rochester, Rochester, New York, United States of America
| | - Turgut Durduran
- ICFO- Institut de Ciències Fotòniques, Castelldefels (Barcelona), Spain
| | - Joseph M. Giammarco
- Department of Astronomy & Physics, Eastern University, St. Davids, Pennsylvania, United States of America
| | - David R. Busch
- Department of Physics & Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
- The Children's Hospital of Philadelphia, Philadelphia, Pennsylvania, United States of America
| | - Ki Won Jung
- Department of Biomedical Engineering, University of Rochester, Rochester, New York, United States of America
| | - Brian J. Czerniecki
- Department of Surgery, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Julia Tchou
- Department of Surgery, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Michael D. Feldman
- Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Carolyn Mies
- Department of Pathology and Laboratory Medicine, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Mark A. Rosen
- Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Mitchell D. Schnall
- Department of Radiology, Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Angela DeMichele
- Department of Medicine (Hematology/Oncology), Hospital of the University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| | - Arjun G. Yodh
- Department of Physics & Astronomy, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America
| |
Collapse
|
48
|
Mastanduno MA, El-Ghussein F, Jiang S, Diflorio-Alexander R, Junqing X, Hong Y, Pogue BW, Paulsen KD. Adaptable near-infrared spectroscopy fiber array for improved coupling to different breast sizes during clinical MRI. Acad Radiol 2014; 21:141-50. [PMID: 24439327 DOI: 10.1016/j.acra.2013.09.025] [Citation(s) in RCA: 19] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/16/2013] [Revised: 09/11/2013] [Accepted: 09/12/2013] [Indexed: 11/19/2022]
Abstract
RATIONALE AND OBJECTIVES Near-infrared spectroscopy (NIRS) of breast can provide functional information on the vascular and structural compartments of tissues in regions identified during simultaneous magnetic resonance imaging (MRI). NIRS can be acquired during dynamic contrast-enhanced MRI (DCE-MRI) to accomplish image-guided spectroscopy of the enhancing regions, potentially increasing the diagnostic specificity of the examination and reducing the number of biopsies performed as a result of inconclusive MRI breast imaging studies. MATERIALS AND METHODS We combine synergistic attributes of concurrent DCE-MRI and NIRS with a new design of the clinical NIRS breast interface that couples to a standard MR breast coil and allows imaging of variable breast sizes. Spectral information from healthy volunteers and cancer patients is recovered, providing molecular information in regions defined by the segmented MR image volume. RESULTS The new coupling system significantly improves examination utility by allowing improved coupling of the NIR fibers to breasts of all cup sizes and lesion locations. This improvement is demonstrated over a range of breast sizes (cup size A through D) and normal tissue heterogeneity using a group of eight healthy volunteers and two cancer patients. Lesions located in the axillary region and medial-posterior breast are now accessible to NIRS optodes. Reconstructed images were found to have biologically plausible hemoglobin content, oxygen saturation, and water and lipid fractions. CONCLUSIONS In summary, a new NIRS/MRI breast interface was developed to accommodate the variation in breast sizes and lesion locations that can be expected in clinical practice. DCE-MRI-guided NIRS quantifies total hemoglobin, oxygenation, and scattering in MR-enhancing regions, increasing the diagnostic information acquired from MR examinations.
Collapse
Affiliation(s)
- Michael A Mastanduno
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH 03755.
| | - Fadi El-Ghussein
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH 03755
| | - Shudong Jiang
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH 03755
| | | | - Xu Junqing
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, Shannxi, China
| | - Yin Hong
- Department of Radiology, Xijing Hospital, Fourth Military Medical University, Xi'an, Shannxi, China
| | - Brian W Pogue
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH 03755
| | - Keith D Paulsen
- Thayer School of Engineering, Dartmouth College, 14 Engineering Dr., Hanover, NH 03755; Department of Diagnostic Radiology, Dartmouth Medical School, Lebanon, NH
| |
Collapse
|
49
|
Michaelsen KE, Krishnaswamy V, Shenoy A, Jordan E, Pogue BW, Paulsen KD. Anthropomorphic breast phantoms with physiological water, lipid, and hemoglobin content for near-infrared spectral tomography. JOURNAL OF BIOMEDICAL OPTICS 2014; 19:026012. [PMID: 24549438 PMCID: PMC3925848 DOI: 10.1117/1.jbo.19.2.026012] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/26/2013] [Accepted: 01/13/2014] [Indexed: 05/03/2023]
Abstract
Breast mimicking tissue optical phantoms with sufficient structural integrity to be deployed as stand-alone imaging targets are developed and successfully constructed with biologically relevant concentrations of water, lipid, and blood. The results show excellent material homogeneity and reproducibility with inter- and intraphantom variability of 3.5 and 3.8%, respectively, for water and lipid concentrations ranging from 15 to 85%. The phantoms were long-lasting and exhibited water and lipid fractions that were consistent to within 5% of their original content when measured 2 weeks after creation. A breast-shaped three-compartment model of adipose, fibroglandular, and malignant tissues was created with water content ranging from 30% for the adipose simulant to 80% for the tumor. Mean measured water content ranged from 30% in simulated adipose to 73% in simulated tumor with the higher water localized to the tumor-like material. This novel heterogeneous phantom design is composed of physiologically relevant concentrations of the major optical absorbers in the breast in the near-infrared wavelengths that should significantly improve imaging system characterization and optimization because the materials have stand-alone structural integrity and can be readily molded into the sizes and shapes of tissues commensurate with clinical breast imaging.
Collapse
Affiliation(s)
- Kelly E. Michaelsen
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire, 03755
- Address all correspondence to: Kelly E. Michaelsen, E-mail:
| | | | - Adele Shenoy
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire, 03755
| | - Emily Jordan
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire, 03755
| | - Brian W. Pogue
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire, 03755
| | - Keith D. Paulsen
- Dartmouth College, Thayer School of Engineering, 14 Engineering Drive, Hanover, New Hampshire, 03755
| |
Collapse
|
50
|
Speicher PJ, Beasley GM, Jiang B, Lidsky ME, Palmer GM, Scarbrough PM, Mosca PJ, Dewhirst MW, Tyler DS. Hypoxia in melanoma: using optical spectroscopy and EF5 to assess tumor oxygenation before and during regional chemotherapy for melanoma. Ann Surg Oncol 2013; 21:1435-40. [PMID: 23982250 DOI: 10.1245/s10434-013-3222-0] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2013] [Indexed: 12/11/2022]
Abstract
BACKGROUND There is increasing evidence that tumor hypoxia plays a significant role in the chemoresistance of melanoma, but to our knowledge, real-time tumor oxygenation during isolated limb infusion (ILI) has not been studied. We sought to demonstrate the feasibility of measuring real-time alterations in tissue oxygenation. METHODS Consecutive patients with histologically confirmed in-transit melanoma were enrolled onto a prospective single-arm pilot study and administered the hypoxia marker drug EF5. All patients were treated with ILI. Optical spectroscopy readings were obtained at three locations: two discrete target lesions and one normal skin control. Measurements were taken at 11 predefined time points during ILI. RESULTS A total of six patients were enrolled onto this pilot study. Intratumor and normal skin optical spectroscopy readings were found to have discrete inflection points throughout the duration of therapy, corresponding with established time points. Baseline hypoxia as measured by both optical spectroscopy and EF5 immunofluorescence was variable, but on the basis of optical spectra, tumors appeared to become more hypoxic compared to normal skin after tourniquet application. The optical hypoxia signature was variable between patients while hemoglobin absorption increased. CONCLUSIONS To our knowledge, this is the first use of real-time optical spectroscopy to evaluate oxygenation and perfusion within melanoma lesions during regional chemotherapy. We report our development of this new noninvasive means of assessing tumor vascular function, which has the potential to be a powerful tool for noninvasive examination of the melanoma tumor microenvironment.
Collapse
Affiliation(s)
- Paul J Speicher
- Department of Surgery, Duke University Medical Center, Durham, NC, USA,
| | | | | | | | | | | | | | | | | |
Collapse
|