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Breast Cancer
Breast cancer is the most common type of cancer among women, the risk of breast cancer increases with age, it is most common after the age of 50. Each breast has 15- 20 sections (lobes), each of which has many smaller sections (lobules). The lobes and lobules are connected by thin tubes (ducts). The most frequent type of breast cancer is that starting in the ducts (ductal cancer), other types include cancer beginning in the lobes or lobules (lobular carcinoma), less common is Inflammatory breast cancer which causes the breast to be red, and swollen. The incidence of breast cancer has been increasing in Western countries, the rate of increase has been faster in younger women, however, the cause of most breast cancers remains unknown.
In the UK about 50,000 women and 400 men are diagnosed with breast cancer each year. (Source: Cancer Research UK)
This page shows only UK resources. For a more extensive list of resources from around the world see CancerIndex: Breast Cancer Information for Patients and the Public
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Statistics for the UK, including incidence, mortality, survival, risk factors and stats related to treatment and symptom relief.
Breast Cancer - Module 1: Breast Anatomy
NHS / ASKVisualScience
An animated video about the anatomy of the breast - part of a series of videos about breast cancer aimed at general practitioners and their patients.
Breast Cancer - Module 2: Malignant Transformation and Growth
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An animated video about how cancer can develop in the breasts - part of a series of videos about breast cancer aimed at general practitioners and their patients.
Breast Cancer - Module 3: Tumour Staging
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An animated video about breast cancer staging - part of a series of videos about breast cancer aimed at general practitioners and their patients.
Breast Cancer - Module 4: Signs, Symptoms and Surgery
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An animated video about the signs and symptoms of breast cancer and surgery for breast cancer - part of a series of videos about breast cancer aimed at general practitioners and their patients.
Spot breast cancer early
Cancer Research UK
Dr Sarah Jarvis describes the signs and symptoms of breast cancer. (2012)
Information for Health Professionals / Researchers (4 links)
- PubMed search for publications about Breast Cancer - Limit search to: [Reviews]
PubMed Central search for free-access publications about Breast Cancer
MeSH term: Breast Neoplasms
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Latest Research Publications
Showing publications with corresponding authors from the UK (Source: PubMed).
Safety of radioactive sentinel node biopsy for breast cancer and the pregnant surgeon - A review.
Int J Surg. 2016; 36(Pt A):298-304 [PubMed] Related Publications
METHODS: A search of indexed citations from PUBMED and Cochrane databases for studies assessing the radiation exposure to the primary surgeon during sentinel node biopsy was undertaken. Due to the variability of melanoma location in relation to nodal basins, we have focused on sentinel node biopsy for breast cancer where surgeon positioning, radiopharmaceutical injection and nodal dissection sites are consistent.
RESULTS: From the eleven studies totalling 344 procedures, exposure doses to the abdomens and fingers of surgeons undertaking sentinel node biopsy were within the guideline maximum recommended exposure limit of 1 mSv as set out by the International Committee on Radiation Protection (ICRP) 107 recommendations as long as fewer than one hundred procedures are performed throughout the duration of the pregnancy. Of note the radiation doses in the newer studies were much lower and used more sensitive instruments to detect radiation exposure.
CONCLUSIONS: Providing the numbers of procedures are within defined limits, the radiation risks posed to pregnant surgeons undertaking sentinel node procedures are limited and within the regulatory guidelines for pregnancy.
Trabectedin as a chemotherapy option for patients with BRCA deficiency.
Cancer Treat Rev. 2016; 50:175-182 [PubMed] Related Publications
The Role of 18F-Sodium Fluoride PET/CT Bone Scans in the Diagnosis of Metastatic Bone Disease from Breast and Prostate Cancer.
J Nucl Med Technol. 2016; 44(4):217-222 [PubMed] Related Publications
Decreased Usage of Specific Scrib Exons Defines a More Malignant Phenotype of Breast Cancer With Worsened Survival.
EBioMedicine. 2016; 8:150-8 [PubMed] Free Access to Full Article Related Publications
Heterodyne frequency-domain multispectral diffuse optical tomography of breast cancer in the parallel-plane transmission geometry.
Med Phys. 2016; 43(7):4383 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
METHODS: The instrument utilizes a CCD-based heterodyne detection scheme that permits massively parallel detection of diffuse photon density wave amplitude and phase for a large number of source-detector pairs (10(6)). The stand-alone clinical DOT instrument thus offers high spatial resolution with reduced crosstalk between absorption and scattering. Other novel features include a fringe profilometry system for breast boundary segmentation, real-time data normalization, and a patient bed design which permits both axial and sagittal breast measurements.
RESULTS: The authors validated the instrument using tissue simulating phantoms with two different chromophore-containing targets and one scattering target. The authors also demonstrated the instrument in a case study breast cancer patient; the reconstructed 3D image of endogenous chromophores and scattering gave tumor localization in agreement with MRI.
CONCLUSIONS: Imaging with a novel parallel-plate DOT breast imager that employs highly parallel, high-resolution CCD detection in the frequency-domain was demonstrated.
Refining Breast Cancer Risk Stratification: Additional Genes, Additional Information.
Am Soc Clin Oncol Educ Book. 2016; 35:44-56 [PubMed] Related Publications
The value of adjuvant radiotherapy on survival and recurrence in triple-negative breast cancer: A systematic review and meta-analysis of 5507 patients.
Cancer Treat Rev. 2016; 47:12-21 [PubMed] Related Publications
METHODS: Four electronic databases were searched from January 2000 to November 2015 (PubMed, MEDLINE, EMBASE and Web of Science). Studies investigating overall survival and/or recurrence in TNBC patients according to radiotherapy administration were included. A random effects meta-analysis was conducted using mastectomy only patients as the reference.
RESULTS: Twelve studies were included. The pooled hazard ratio (HR) for locoregional recurrence comparing BCT and PMRT to mastectomy only was 0.61 (95% confidence interval [CI] 0.41-0.90) and 0.62 (95% CI 0.44-0.86), respectively. Adjuvant radiotherapy was not significantly associated with distant recurrence. The pooled HR for overall survival comparing BCT and PMRT to mastectomy only was 0.57 (95% CI 0.36-0.88) and HR 1.12 (95% CI 0.75, 1.69). Comparing PMRT to mastectomy only, tests for interaction were not significant for stage (p=0.98) or age at diagnosis (p=0.85). However, overall survival was improved in patients with late-stage disease (T3-4, N2-3) pooled HR 0.53 (95% CI 0.32-0.86), and women <40years, pooled HR 0.30 (95% CI 0.11-0.82).
CONCLUSIONS: Adjuvant radiotherapy was associated with a significantly lower risk of locoregional recurrence in TNBC patients, irrespective of the type of surgery. While radiotherapy was not consistently associated with an overall survival gain, benefits may be obtained in women with late-stage disease and younger patients.
Effect of Using the Same vs Different Order for Second Readings of Screening Mammograms on Rates of Breast Cancer Detection: A Randomized Clinical Trial.
JAMA. 2016; 315(18):1956-65 [PubMed] Related Publications
OBJECTIVE: To determine the effect of changing the order for the second film reader of batches of screening mammograms on rates of breast cancer detection.
DESIGN, SETTING, AND PARTICIPANTS: A multicenter, double-blind, cluster randomized clinical trial conducted at 46 specialized breast screening centers from the National Health Service Breast Screening Program in England for 1 year (all between December 20, 2012, and November 3, 2014). Three hundred sixty readers participated (mean, 7.8 readers per center)-186 radiologists, 143 radiography advanced practitioners, and 31 breast clinicians, all fully qualified to report mammograms in the NHS breast screening program.
INTERVENTIONS: The 2 readers examined each batch of digital mammograms in the same order in the control group and in the opposite order to one another in the intervention group.
MAIN OUTCOMES AND MEASURES: The primary outcome was cancer detection rate; secondary outcomes were rates of recall and disagreements between readers.
RESULTS: Among 1,194,147 women (mean age, 59.3; SD, 7.49) who had screening mammograms (596,642 in the intervention group; 597,505 in the control group), the images were interpreted in 37,688 batches (median batch size, 35; interquartile range [IQR]; 16-46), with each reader interpreting a median of 176 batches (IQR, 96-278). After completion of all subsequent diagnostic tests, a total of 10,484 cases (0.88%) of breast cancer were detected. There was no significant difference in cancer detection rate with 5272 cancers (0.88%) detected in the intervention group vs 5212 cancers (0.87%) detected in the control group (difference, 0.01% points; 95% CI, -0.02% to 0.04% points; recall rate, 24,681 [4.14%] vs 24,894 [4.17%]; difference, -0.03% points; 95% CI, -0.10% to 0.04% points; or rate of reader disagreements, 20,471 [3.43%] vs 20,793 [3.48%]; difference, -0.05% points; 95% CI, -0.11% to 0.02% points).
CONCLUSIONS AND RELEVANCE: Interpretation of batches of mammograms by qualified screening mammography readers using a different order vs the same order for the second reading resulted in no significant difference in rates of detection of breast cancer.
TRIAL REGISTRATION: isrctn.org Identifier: ISRCTN46603370.
Long term results of treatment of breast cancer without axillary surgery - Predicting a SOUND approach?
Eur J Surg Oncol. 2016; 42(7):942-8 [PubMed] Related Publications
METHODS: Women with invasive breast cancer that did not undergo any axillary surgery were identified. Patients were censored when an event or death occurred or at last follow-up at breast clinic or with their General Practitioner.
RESULTS: Between 05/01/1995-20/11/2006, 194 patients (199 tumours) were operated upon without axillary surgery. Median follow-up was 10.4 years. 128 patients met low-risk criteria and 71 did not (patient choice = 42, medical fitness = 29). In the 'low risk' cohort there were two axillary recurrences, with a cumulative incidence of 0.8% and 1.9% at 5 and 10 years respectively. DDFS was 99.2% (94.1-99.9%), and 97% (90.0-99%) at 5 and 10 years respectively and DFS was 96.6% (91.1-98.7%) and 91.2% (82.6-95.6%). OS was 90.3% (95% CI: 83.6-94.4) and 75.5% (95% CI: 65.9-82.8) at 5 and 10 years respectively.
CONCLUSION: Axillary recurrence and DDFS in this low-risk cohort is favourable. In the modern era of breast cancer management it is possible to define a group of women in whom axillary surgery can be omitted.
Multiplex PCB-based electrochemical detection of cancer biomarkers using MLPA-barcode approach.
Biosens Bioelectron. 2016; 82:224-32 [PubMed] Related Publications
Quantification of the smoking-associated cancer risk with rate advancement periods: meta-analysis of individual participant data from cohorts of the CHANCES consortium.
BMC Med. 2016; 14:62 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
METHODS: This is a meta-analysis of 19 population-based prospective cohort studies with individual participant data for 897,021 European and American adults. For each cohort we calculated hazard ratios (HRs) for the association of smoking exposure with cancer outcomes using Cox regression adjusted for a common set of the most important potential confounding variables. RAPs (in years) were calculated as the ratio of the logarithms of the HRs for a given smoking exposure variable and age. Meta-analyses were employed to summarize cohort-specific HRs and RAPs.
RESULTS: Overall, 140,205 subjects had a first incident cancer, and 53,164 died from cancer, during an average follow-up of 12 years. Current smoking advanced the overall risk of developing and dying from cancer by eight and ten years, respectively, compared with never smokers. The greatest advancements in cancer risk and mortality were seen for lung cancer and the least for breast cancer. Smoking cessation was statistically significantly associated with delays in the risk of cancer development and mortality compared with continued smoking.
CONCLUSIONS: This investigation shows that smoking, even among older adults, considerably advances, and cessation delays, the risk of developing and dying from cancer. These findings may be helpful in more effectively communicating the harmful effects of smoking and the beneficial effect of smoking cessation.
Early Adaptation and Acquired Resistance to CDK4/6 Inhibition in Estrogen Receptor-Positive Breast Cancer.
Cancer Res. 2016; 76(8):2301-13 [PubMed] Related Publications
DIEAP flap for safe definitive autologous breast reconstruction.
Breast. 2016; 26:59-66 [PubMed] Related Publications
METHODS: 1036 DIEAP flap breast reconstructions carried out at the University Hospital, Gent (five year period) and at the Sana Kliniken, Düsseldorf (three year period) were included prospectively. Comorbid factors like chemotherapy, radiotherapy, patient age >65 years, BMI >30 and smoking were recorded. Outcomes were evaluated over a mean follow up of 2 years.
RESULTS: Overall complication rate related to the reconstructed breast and donor abdominal area was 6.8 percent. Total flap loss was seen in only 0.8 percent. The mean operating time was less than five hours. Older age, higher BMI, chemotherapy and radiotherapy did not have a significant influence on complication rates, however smoking resulted in significant delay in wound healing in the breast (p = 0.025) and abdominal wounds (p = 0.019).
CONCLUSION: The DIEAP flap is an excellent option for breast reconstruction, with a low level of donor site morbidity and complications. It is an autologous reconstruction that provides a stable long term result.
Comparison of Dixon Sequences for Estimation of Percent Breast Fibroglandular Tissue.
PLoS One. 2016; 11(3):e0152152 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
METHODS: Ten female volunteers (median age: 31 yrs, range: 23-50 yrs) gave informed consent following Research Ethics Committee approval. Each volunteer was scanned twice following repositioning to enable an estimation of measurement repeatability from high-resolution gradient-echo (GRE) proton-density (PD)-weighted Dixon sequences. Differences in measures of %FGT attributable to resolution, T1 weighting and sequence type were assessed by comparison of this Dixon sequence with low-resolution GRE PD-weighted Dixon data, and against gradient-echo (GRE) or spin-echo (SE) based T1-weighted Dixon datasets, respectively.
RESULTS: %FGT measurement from high-resolution PD-weighted Dixon sequences had a coefficient of repeatability of ±4.3%. There was no significant difference in %FGT between high-resolution and low-resolution PD-weighted data. Values of %FGT from GRE and SE T1-weighted data were strongly correlated with that derived from PD-weighted data (r = 0.995 and 0.96, respectively). However, both sequences exhibited higher mean %FGT by 2.9% (p < 0.0001) and 12.6% (p < 0.0001), respectively, in comparison with PD-weighted data; the increase in %FGT from the SE T1-weighted sequence was significantly larger at lower breast densities.
CONCLUSION: Although measurement of %FGT at low resolution is feasible, T1 weighting and sequence type impact on the accuracy of Dixon-based %FGT measurements; Dixon MRI protocols for %FGT measurement should be carefully considered, particularly for longitudinal or multi-centre studies.
Information on 'Overdiagnosis' in Breast Cancer Screening on Prominent United Kingdom- and Australia-Oriented Health Websites.
PLoS One. 2016; 11(3):e0152279 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
DESIGN: Cross-sectional study.
SETTING: Websites identified through Google searches in England (United Kingdom) and New South Wales (Australia) for "breast cancer screening" and further websites included based on our prior knowledge of relevant organisations.
MAIN OUTCOMES: Content analysis was used to determine whether information on overdiagnosis or DCIS existed on each site, how the concepts were described, and what statistics were used to quantify overdiagnosis.
RESULTS: After exclusions, ten UK websites and eight Australian websites were considered relevant and evaluated. They originated from charities, health service providers, government agencies, and an independent health organisation. Most contained some information on overdiagnosis (and/or DCIS). Descriptive information was similar across websites. Among UK websites, statistical information was often based on estimates from the Independent UK Panel on Breast Cancer Screening; the most commonly provided statistic was the ratio of breast cancer deaths prevented to overdiagnosed cases (1:3). A range of other statistics was included, such as the yearly number of overdiagnosed cases and the proportion of women screened who would be overdiagnosed. Information on DCIS and statistical information was less common on the Australian websites.
CONCLUSIONS: Online information about overdiagnosis has become more widely available in 2015-16 compared with the limited accessibility indicated by older research. However, there may be scope to offer more information on DCIS and overdiagnosis statistics on Australian websites. Moreover, the variability in how estimates are presented across UK websites may be confusing for the general public.
Importance of margin width in breast-conserving treatment of early breast cancer.
J Surg Oncol. 2016; 113(6):609-15 [PubMed] Related Publications
RESULTS: The median follow-up was 4.9 years. The cumulative incidence of IBTR at 5 and 9 years was 2.4% and 5.9%, respectively. A final positive margin increased the risk of IBTR (HR 2.51; 95% CI 1.02-6.23). No decrease in IBTR with a wider negative margin compared to a narrow but negative margin was observed in the adjusted analysis of margin width (>0 to <2 mm vs. ≥2 to <5 mm vs. ≥5 mm (reference): HR 1.54 (CI 95% 0.81-2.93) vs. 0.95 (CI 95% 0.56-1.62) vs. 1). However, few patients had narrow margins. The factors associated with increased IBTR were young age (P < 0.001), >4 positive lymph nodes (P = 0.008) and re-excision (P = 0.003). A reduced risk of IBTR was observed with chemotherapy (P < 0.001), boost radiation (P = 0.023) and ER positivity (P < 0.001).
CONCLUSION: An overall low rate of IBTR was observed. A final positive margin was associated with a more than twofold risk of IBTR. There was no evidence for better local control with wider margins, but the data were insufficient to show whether narrow margins were as good as wider negative margins in terms of local control. J. Surg. Oncol. 2016;113:609-615. © 2016 Wiley Periodicals, Inc.
Male breast cancer is not congruent with the female disease.
Crit Rev Oncol Hematol. 2016; 101:119-24 [PubMed] Related Publications
The use of onestep nucleic acid amplification (OSNA) and tumour related factors in the treatment of axillary breast cancer: A predictive model.
Eur J Surg Oncol. 2016; 42(5):641-9 [PubMed] Related Publications
METHODS: Patients due to have (SNB) at our institution for breast cancer as well as patients with high grade ductal carcinoma in situ with pre-operative negative assessment of the axilla were included. Alternate slices of each node were sent for assessment by either OSNA or histopathology. Immediate ANC was performed if OSNA was positive. The CK19 mRNA nodal copy number, the total tumour load (TTL) measured by summation of mRNA copy numbers of all positive nodes, the nodal status at ANC and tumour characteristics for each patient were recorded. A model of risk probability was constructed using TTL and tumour related factors.
RESULTS: 664 nodes were analysed from 425 patients who had SNB performed between 2011 and 2014. ANC was performed on 105 of these patients. The concordance between OSNA and histology was 91.4% and negative predictive value (NPV) was 97%. TTL (p = 0.003) and LVI (p = 0.04) were identified as risk factors for non-sentinel nodal involvement. The risk probability model identified all patients with pN2 disease for ANC.
CONCLUSION: In the future a decision to perform ANC will be based on a risk stratification model based on TTL and tumour related factors.
Multi-parametric MRI in the early prediction of response to neo-adjuvant chemotherapy in breast cancer: Value of non-modelled parameters.
Eur J Radiol. 2016; 85(4):837-42 [PubMed] Related Publications
MATERIALS AND METHODS: Thirty-two women (median age 52 years; range 32-71 years) with biopsy proven breast cancer due to receive neo-adjuvant anthracycline and/or taxane-based chemotherapy were prospectively recruited following local research ethics committee approval and written informed consent. Breast MRI was performed prior to and after two cycles of NAC and pCR was assessed after surgery. The enhancement fraction (EF), tumour volume, initial area under the gadolinium curve (IAUGC), pharmacokinetic parameters (K(trans), kep and ve), the apparent diffusion coefficient (ADC) and R2* values, along with the percentage change in these parameters after two cycles were evaluated according to pCR status using an independent samples t-test. The area under the receiver operating characteristics curve (AUC) was calculated for each parameter. Linear discriminant analysis (LDA) determined the most important parameter in predicting pCR.
RESULTS: A reduction in the EF (-41% ± 38%) and tumour volume (-80% ± 25%) after 2 cycles of NAC were significantly greater in those achieving pCR (p=0.025, p=0.011 respectively). A reduction in the EF of 7% after 2 cycles of NAC identified those more likely to achieve pCR (AUC 0.76). AUC changes in other parameters were tumour volume (0.77), IAUGC (0.64), K(trans) (0.60), kep (0.68), ve (0.58), ADC (0.69) and R2* (0.41).
CONCLUSION: In a multi-parametric MRI model, the decrease in a non-model based vascular parameter the enhancement fraction as well as the tumour volume are the most important early predictors of pCR in breast cancer.
7-Substituted umbelliferone derivatives as androgen receptor antagonists for the potential treatment of prostate and breast cancer.
Bioorg Med Chem Lett. 2016; 26(8):2000-4 [PubMed] Related Publications
Cytochrome P450 Allele CYP3A7*1C Associates with Adverse Outcomes in Chronic Lymphocytic Leukemia, Breast, and Lung Cancer.
Cancer Res. 2016; 76(6):1485-93 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
Metformin Decouples Phospholipid Metabolism in Breast Cancer Cells.
PLoS One. 2016; 11(3):e0151179 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
METHODS: MDA-MB-468, BT474 and SKBr3 breast cancer cell lines were treated with metformin and [3H-methyl]choline and [14C(U)]glucose incorporation and lipid accumulation determined in the presence and absence of lipase inhibitors. Activities of choline kinase (CK), CTP:phosphocholine cytidylyl transferase (CCT) and PtdCho-phospholipase C (PLC) were also measured. [3H] Radiolabelled metabolites were determined using thin layer chromatography.
RESULTS: Metformin-treated cells exhibited decreased formation of [3H]phosphocholine but increased accumulation of [3H]choline by PtdCho. CK and PLC activities were decreased and CCT activity increased by metformin-treatment. [14C] incorporation into fatty acids was decreased and into glycerol was increased in breast cancer cells treated with metformin incubated with [14C(U)]glucose.
CONCLUSION: This is the first study to show that treatment of breast cancer cells with metformin induces profound changes in phospholipid metabolism.
Selection of a Relevant In Vitro Blood-Brain Barrier Model to Investigate Pro-Metastatic Features of Human Breast Cancer Cell Lines.
PLoS One. 2016; 11(3):e0151155 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
A combination of trastuzumab and BAG-1 inhibition synergistically targets HER2 positive breast cancer cells.
Oncotarget. 2016; 7(14):18851-64 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
Uncertainties in estimating heart doses from 2D-tangential breast cancer radiotherapy.
Radiother Oncol. 2016; 119(1):71-6 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
MATERIAL AND METHODS: Three tangential radiotherapy regimens were reconstructed using CT-based planning scans for 40 patients with left-sided and 10 with right-sided breast cancer. Setup errors and organ motion were simulated using estimated uncertainties. For left-sided patients, mean heart dose was related to maximum heart distance in the medial field.
RESULTS: For left-sided breast cancer, mean heart dose estimated from individual CT-scans varied from <1Gy to >8Gy, and maximum dose from 5 to 50Gy for all three regimens, so that estimates based only on regimen had substantial uncertainty. When maximum heart distance was taken into account, the uncertainty was reduced and was comparable to the uncertainty of estimates based on individual CT-scans. For right-sided breast cancer patients, mean heart dose based on individual CT-scans was always <1Gy and maximum dose always <5Gy for all three regimens.
CONCLUSIONS: The use of stored individual simulator films provides a method for estimating heart doses in left-tangential radiotherapy for breast cancer that is almost as accurate as estimates based on individual CT-scans.
Do postoperative NSAIDs improve breast cancer outcomes? A Best Evidence Topic.
Int J Surg. 2016; 28:173-8 [PubMed] Related Publications
Use of beta-blockers, angiotensin-converting enzyme inhibitors and angiotensin receptor blockers and breast cancer survival: Systematic review and meta-analysis.
Int J Cancer. 2016; 139(1):212-9 [PubMed] Related Publications
Unbiased Prediction and Feature Selection in High-Dimensional Survival Regression.
J Comput Biol. 2016; 23(4):279-90 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
Mass Spectrometry Imaging of the Hypoxia Marker Pimonidazole in a Breast Tumor Model.
Anal Chem. 2016; 88(6):3107-14 [PubMed] Related Publications
Microenvironmental Heterogeneity Parallels Breast Cancer Progression: A Histology-Genomic Integration Analysis.
PLoS Med. 2016; 13(2):e1001961 [PubMed] Article available free on PMC after 01/07/2017 Related Publications
METHODS AND FINDINGS: We developed a quantitative measure of microenvironmental heterogeneity along three spatial dimensions (3-D) in solid tumors, termed the tumor ecosystem diversity index (EDI), using fully automated histology image analysis coupled with statistical measures commonly used in ecology. This measure was compared with disease-specific survival, key mutations, genome-wide copy number, and expression profiling data in a retrospective study of 510 breast cancer patients as a test set and 516 breast cancer patients as an independent validation set. In high-grade (grade 3) breast cancers, we uncovered a striking link between high microenvironmental heterogeneity measured by EDI and a poor prognosis that cannot be explained by tumor size, genomics, or any other data types. However, this association was not observed in low-grade (grade 1 and 2) breast cancers. The prognostic value of EDI was superior to known prognostic factors and was enhanced with the addition of TP53 mutation status (multivariate analysis test set, p = 9 × 10-4, hazard ratio = 1.47, 95% CI 1.17-1.84; validation set, p = 0.0011, hazard ratio = 1.78, 95% CI 1.26-2.52). Integration with genome-wide profiling data identified losses of specific genes on 4p14 and 5q13 that were enriched in grade 3 tumors with high microenvironmental diversity that also substratified patients into poor prognostic groups. Limitations of this study include the number of cell types included in the model, that EDI has prognostic value only in grade 3 tumors, and that our spatial heterogeneity measure was dependent on spatial scale and tumor size.
CONCLUSIONS: To our knowledge, this is the first study to couple unbiased measures of microenvironmental heterogeneity with genomic alterations to predict breast cancer clinical outcome. We propose a clinically relevant role of microenvironmental heterogeneity for advanced breast tumors, and highlight that ecological statistics can be translated into medical advances for identifying a new type of biomarker and, furthermore, for understanding the synergistic interplay of microenvironmental heterogeneity with genomic alterations in cancer cells.
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