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Denisov S, Blinchevsky B, Friedman J, Gerbelli B, Ajeer A, Adams L, Greenwood C, Rogers K, Mourokh L, Lazarev P. Vitacrystallography: Structural Biomarkers of Breast Cancer Obtained by X-ray Scattering. Cancers (Basel) 2024; 16:2499. [PMID: 39061139 PMCID: PMC11275015 DOI: 10.3390/cancers16142499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2024] [Revised: 06/26/2024] [Accepted: 07/08/2024] [Indexed: 07/28/2024] Open
Abstract
With breast cancer being one of the most widespread causes of death for women, there is an unmet need for its early detection. For this purpose, we propose a non-invasive approach based on X-ray scattering. We measured samples from 107 unique patients provided by the Breast Cancer Now Tissue Biobank, with the total dataset containing 2958 entries. Two different sample-to-detector distances, 2 and 16 cm, were used to access various structural biomarkers at distinct ranges of momentum transfer values. The biomarkers related to lipid metabolism are consistent with those of previous studies. Machine learning analysis based on the Random Forest Classifier demonstrates excellent performance metrics for cancer/non-cancer binary decisions. The best sensitivity and specificity values are 80% and 92%, respectively, for the sample-to-detector distance of 2 cm and 86% and 83% for the sample-to-detector distance of 16 cm.
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Affiliation(s)
- Sergey Denisov
- Matur UK Ltd., 5 New Street Square, London EC4A 3TW, UK; (S.D.); (B.B.); (P.L.)
- Institut de Chimie Physique, UMR8000, CNRS, Université Paris-Saclay, Bât. 349, 91405 Orsay, France
| | - Benjamin Blinchevsky
- Matur UK Ltd., 5 New Street Square, London EC4A 3TW, UK; (S.D.); (B.B.); (P.L.)
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
| | - Jonathan Friedman
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
- Physics Department, Queens College, City University of New York, 65-30 Kissena Blvd, Flushing, NY 11367, USA
| | - Barbara Gerbelli
- School of Chemical and Physical Sciences, Keele University, Keele ST5 5BG, UK; (B.G.); (A.A.); (L.A.)
| | - Ash Ajeer
- School of Chemical and Physical Sciences, Keele University, Keele ST5 5BG, UK; (B.G.); (A.A.); (L.A.)
| | - Lois Adams
- School of Chemical and Physical Sciences, Keele University, Keele ST5 5BG, UK; (B.G.); (A.A.); (L.A.)
| | - Charlene Greenwood
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
- School of Chemical and Physical Sciences, Keele University, Keele ST5 5BG, UK; (B.G.); (A.A.); (L.A.)
| | - Keith Rogers
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
- Shrivenham Campus, Cranfield University, Swindon SN6 8LA, UK
| | - Lev Mourokh
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
- Physics Department, Queens College, City University of New York, 65-30 Kissena Blvd, Flushing, NY 11367, USA
| | - Pavel Lazarev
- Matur UK Ltd., 5 New Street Square, London EC4A 3TW, UK; (S.D.); (B.B.); (P.L.)
- EosDx, Inc., 1455 Adams Drive, Menlo Park, CA 94025, USA; (J.F.); (C.G.); (K.R.)
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Conceição ALC, Müller V, Burandt EC, Mohme M, Nielsen LC, Liebi M, Haas S. Unveiling breast cancer metastasis through an advanced X-ray imaging approach. Sci Rep 2024; 14:1448. [PMID: 38228854 PMCID: PMC10791658 DOI: 10.1038/s41598-024-51945-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2023] [Accepted: 01/11/2024] [Indexed: 01/18/2024] Open
Abstract
Breast cancer is a significant global health burden, causing a substantial number of deaths. Systemic metastatic tumour cell dissemination is a major cause of poor outcomes. Understanding the mechanisms underlying metastasis is crucial for effective interventions. Changes in the extracellular matrix play a pivotal role in breast cancer metastasis. In this work, we present an advanced multimodal X-ray computed tomography, by combining Small-angle X-ray Scattering Tensor Tomography (SAXS-TT) and X-ray Fluorescence Computed Tomography (XRF-CT). This approach likely brings out valuable information about the breast cancer metastasis cascade. Initial results from its application on a breast cancer specimen reveal the collective influence of key molecules in the metastatic mechanism, identifying a strong correlation between zinc accumulation (associated with matrix metalloproteinases MMPs) and highly oriented collagen. MMPs trigger collagen alignment, facilitating breast cancer cell intravasation, while iron accumulation, linked to angiogenesis and vascular endothelial growth factor VEGF, supports cell proliferation and metastasis. Therefore, these findings highlight the potential of the advanced multimodal X-ray computed tomography approach and pave the way for in-depth investigation of breast cancer metastasis, which may guide the development of novel therapeutic approaches and enable personalised treatment strategies, ultimately improving patient outcomes in breast cancer management.
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Affiliation(s)
- Andre L C Conceição
- Deutsches Elektronen-Synchrotron DESY, Notkestr. 85, 22607, Hamburg, Germany.
| | - Volkmar Müller
- Department of Gynecology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Eike-Christian Burandt
- Institute of Pathology, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Malte Mohme
- Department of Neurosurgery, University Medical Center Hamburg-Eppendorf, Martinistraße 52, 20246, Hamburg, Germany
| | - Leonard C Nielsen
- Department of Physics, Chalmers University of Technology, 41296, Gothenburg, Sweden
| | - Marianne Liebi
- Department of Physics, Chalmers University of Technology, 41296, Gothenburg, Sweden
- Photon Science Division, Paul Scherrer Institute, 5232, Villigen PSI, Switzerland
- Institute of Materials, Ecole Polytechnique Fédérale de Lausanne (EPFL), 1015, Lausanne, Switzerland
| | - Sylvio Haas
- Deutsches Elektronen-Synchrotron DESY, Notkestr. 85, 22607, Hamburg, Germany
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Lüchtenborg AM, Piazena H, Thomsen AR, Vaupel P. Key Biophysical and Physiological Properties Impacting the Oxygenation Status of Breast Cancers During Thermo-radiotherapy. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2024; 1463:293-299. [PMID: 39400838 DOI: 10.1007/978-3-031-67458-7_48] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/15/2024]
Abstract
Mild hyperthermia at 39-43 °C for 30-60 min is applied locoregionally to improve the oxygenation status of recurrent breast cancers, thus enhancing the efficacy of radio-, chemo-, and immunotherapy. In this context, estimated (or even conflicting) data are often used in computational modelling of tumour oxygenation and simulation of O2 transport. In this chapter, we present information that may help to improve adjuvant thermotherapy delivered immediately prior to radiotherapy of recurrent breast cancers. Data are preferentially derived from clinical investigations; in some cases, measurements in experimental breast cancers are included.The biophysical properties presented for healthy, mostly postmenopausal, human breast (composite glandular-adipose-fibrous tissue) measured under normothermic (NT) conditions and in therapeutically heated breast cancers include tissue water content and tissue density. In general, averaged values of parameters reported for NT conditions are higher in breast cancers than in normal breast tissue, i.e., all ratios breast cancer/normal breast are >1. Mean values observed in breast cancers during mild hyperthermia (mHT) are consistently higher than those in NT tumours. Parameters determining convective transports in healthy breast tissue and breast cancer include blood flow rates, blood volume, exchanging water space, arterio-venous shunt flow, interstitial fluid flow rate, interstitial fluid pressure, microvascular permeability, interstitial hydraulic conductivity, and interstitial flow velocity. In general, averaged values of parameters measured under NT conditions are higher in breast cancers than in healthy breast. Except for interstitial fluid pressure, these values increase upon mHT treatment of cancers. Prime factors determining and describing the oxygenation status of the healthy breast, and in NT- versus mHT-treated breast cancers, include: oxygen (O2) delivery rates, O2- extractions, O2- consumption rates, subepidermal microvascular HbO2, tissue oxygen solubility, oxygen diffusion coefficients, mean O2 partial pressures pO2, hypoxic fractions HF <5 mmHg, oxygen enhancement ratio, and mitochondrial ROS production. With the exception of the mean pO2, O2 extraction rate and tissue O2 saturation all parameters listed are distinctly higher in breast cancers under NT conditions compared to normal breast. Mild hyperthermia results in therapeutically relevant improvements of the oxygenation status of cancers and enhances mitochondrial ROS production, thus improving radiosensitivity. Note: The oxygenation status of the healthy (postmenopausal) breast is very similar to that of the normal human subcutis.
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Affiliation(s)
- A -M Lüchtenborg
- Department of Radiation Oncology, Medical Center - University of Freiburg, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site DKTK-Freiburg, Freiburg, Germany
| | - H Piazena
- Department of Anesthesiology and Intensive Care Medicine, Charité-University Medicine, Berlin, Germany
| | - A R Thomsen
- Department of Radiation Oncology, Medical Center - University of Freiburg, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site DKTK-Freiburg, Freiburg, Germany
| | - P Vaupel
- Department of Radiation Oncology, Medical Center - University of Freiburg, University of Freiburg, Freiburg, Germany
- German Cancer Consortium (DKTK), Partner Site DKTK-Freiburg, Freiburg, Germany
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Louis F, Sowa Y, Irie S, Higuchi Y, Kitano S, Mazda O, Matsusaki M. Injectable Prevascularized Mature Adipose Tissues (iPAT) to Achieve Long-Term Survival in Soft Tissue Regeneration. Adv Healthc Mater 2022; 11:e2201440. [PMID: 36103662 DOI: 10.1002/adhm.202201440] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 09/01/2022] [Indexed: 01/28/2023]
Abstract
Soft tissue regeneration remains a challenge in reconstructive surgery. So far, both autologous fat implantations and artificial implants methods used in clinical applications lead to various disadvantages and limited lifespan. To overcome these limitations and improve the graft volume maintenance, reproducing a mature adipose tissue already including vasculature structure before implantation can be the solution. Therefore, injectable prevascularized adipose tissues (iPAT) are made from physiological collagen microfibers mixed with human mature adipocytes, adipose-derived stem cells, and human umbilical vein endothelial cells, embedded in fibrin gel. Following murine subcutaneous implantation, the iPAT show a higher cell survival (84% ± 6% viability) and volume maintenance after 3 months (up to twice heavier) when compared to non-prevascularized balls and liposuctioned fat implanted controls. This higher survival can be explained by the greater amount of blood vessels found (up to 1.6-fold increase), with balanced host anastomosis (51% ± 1% of human/mouse lumens), also involving infiltration by the lymphatic and neural vasculature networks. Furthermore, with the cryopreservation possibility enabling their later reinjection, the iPAT technology has the merit to allow noninvasive soft tissue regeneration for long-term outcomes.
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Affiliation(s)
- Fiona Louis
- Joint Research Laboratory (TOPPAN) for Advanced Cell Regulatory Chemistry, Graduate School of Engineering, Osaka University, Suita, 565-0871, Japan
| | - Yoshihiro Sowa
- Department of Plastic and Reconstructive Surgery, Graduate School of Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan.,Department of Plastic and Reconstructive Surgery, Graduate School of Medicine, Kyoto University, Kyoto, 606-8501, Japan
| | - Shinji Irie
- Joint Research Laboratory (TOPPAN) for Advanced Cell Regulatory Chemistry, Graduate School of Engineering, Osaka University, Suita, 565-0871, Japan.,TOPPAN INC, Taito, Tokyo, 110-0016, Japan
| | - Yuriko Higuchi
- Department of Drug Delivery Research, Graduate School of Pharmaceutical Sciences, Kyoto University, Kyoto, 606-8501, Japan
| | - Shiro Kitano
- Joint Research Laboratory (TOPPAN) for Advanced Cell Regulatory Chemistry, Graduate School of Engineering, Osaka University, Suita, 565-0871, Japan.,TOPPAN INC, Taito, Tokyo, 110-0016, Japan
| | - Osam Mazda
- Department of Immunology, Graduate School of Medical Sciences, Kyoto Prefectural University of Medicine, Kyoto, 602-8566, Japan
| | - Michiya Matsusaki
- Joint Research Laboratory (TOPPAN) for Advanced Cell Regulatory Chemistry, Graduate School of Engineering, Osaka University, Suita, 565-0871, Japan.,Department of Applied Chemistry, Graduate School of Engineering, Osaka University, Suita, 565-0871, Japan
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Conceição ALC, Perlich J, Haas S, Funari SS. SAXS-CT: a nanostructure resolving microscopy for macroscopic biologic specimens. Biomed Phys Eng Express 2020; 6:035012. [DOI: 10.1088/2057-1976/ab7cad] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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