The ultimate goal is that each patient receives a personalized treatment based on the DNA of the tumor. The purpose of this consensus atlas is to decrease inter- and intra-observer variability in delineating OARs relevant for neuro-oncology. The data are organized as “collections”; typically patients’ imaging related by a common disease (e.g. Along with the dataset, the author includes a full walkthrough on how they sourced and prepared the data, their exploratory analysis, model selection, diagnostics, and interpretation. From the Behavioral Risk Factor Surveillance … The aim is to ensure that the datasets produced for different tumour types have a consistent style and content, and contain all the parameters needed to guide management and prognostication for individual cancers. DATABASE Unique dataset for research into better cancer treatment. Cervical cancer (Risk Factors) Data Set Download: Data Folder, Data Set Description. The data set would allow common, consistent and high quality breast cancer data to be collected by State and Territory cancer registries and collated nationally. have published an international neurological atlas for contouring of organs at risk in consensus with the European Particle Therapy Network (EPTN). Especially in medical field, where those methods are widely used in diagnosis and analysis to make decisions. Attribute Characteristics: Integer . Lung Cancer Data Set Download: Data Folder, Data Set Description. TCIA is a service which de-identifies and hosts a large archive of medical images of cancer accessible for public download. Data Set Specifications (DSS) are collections of data items (metadata) that are not mandated for collection but are recommended as best practice. Usability. SEER collects cancer incidence data from population-based cancer registries covering approximately 34.6 percent of the U.S. population. CT Medical Images: This one is a small dataset, but it’s specifically cancer-related. The Global Burden of Disease estimates that 9.56 million people died prematurely as a result of cancer in 2017.Every sixth death in the world is due to cancer. I decided to use these datasets because they had all their features in common and shared a similar number of samples. Data . UCI Machine Learning • updated 4 years ago (Version 2) Data Tasks (2) Notebooks (1,494) Discussion (34) Activity Metadata. Date Donated. Cancer datasets and tissue pathways. This is a dataset about breast cancer occurrences. Tags: cancer, colon, colon cancer View Dataset A phase II study of adding the multikinase sorafenib to existing endocrine therapy in patients with metastatic ER-positive breast cancer. Hartwig Medical Foundation works with high-end DNA sequencing equipment produced by the company Illumina. Classics. TCIA is a service which de-identifies and hosts a large archive of medical images of cancer accessible for public download. The data are a tiny subset of images from the cancer imaging archive. Yes. Cars. Contribute to sfikas/medical-imaging-datasets development by creating an account on GitHub. The College's Datasets for Histopathological Reporting on Cancers have been written to help pathologists work towards a consistent approach for the reporting of the more common cancers and to define the range of acceptable practice in handling pathology specimens. O.L. The SEER registries collect data on patient demographics, primary tumor site, tumor morphology, stage at diagnosis, and first course of treatment, and they follow up with patients for vital status. Malaria Datasets. Hartwig Medical Foundation has a strict privacy policy and rules for the publication of scientific research based on these data. DICOM is the primary file format used by TCIA for … US federal. The database continues to grow with the addition of data from about 100 new patients every month. Go. The National Institutes of Health’s Clinical Center has made a large-scale dataset of CT images publicly available to help the scientific community improve detection accuracy of lesions. It contains microscopic biopsy images of benign and malignant breast tumors. CT Medical Images. In addition to the discovery of new biomarkers, the information can also be used to improve the effectiveness of existing treatments. Yes. Optimization of Brain and Head & Neck Radiotherapy . One example is given here: doi:10.17195/candat.2015.10.5. The following link is a link that will bring you to many sets of data outlined below. Cancer Australia has worked with stakeholders to develop a number of cancer-related DSS as follows: Cancer (clinical) Data Set Specification. This dataset enables wide-ranging research specific to the epidemiology of NMSCs to help inform cancer control strategies. Number of Attributes: 56. Area: Life. The data are organized as “collections”; typically patients’ imaging related by a common disease (e.g. Thanks go to M. Zwitter and M. Soklic for providing the data. Most significantly, it requires a lot of expertise to annotate a dataset which is very expensive. Visualising and exploring Breast Cancer data set to predict cancer. Interactive graphics and tables Data. This dataset is taken from OpenML - breast-cancer. Lung cancer (clinical) Data Set Specification. License. Early detection helps in reducing the number of early deaths. Late Effects of Childhood Cancer Treatment. lung cancer), image modality or type (MRI, CT, digital histopathology, etc) or research focus. Attendees can register for a public workshop—scheduled for October 8—on NCI’s public image repositories, including The Cancer Imaging Archive (TCIA) and the soon-to-be-launched Imaging Data Commons (IDC). When required this atlas will be updated according to new insights. Data Set Characteristics: Multivariate. The data are organized as “collections”; typically patients’ imaging related by a common disease (e.g. The data collected helps form the basis of new prevention strategies, treatments and methods of care that will lead to better outcomes for cancer patients, the health system, and the people of NSW. The subjects typically have a cancer type and/or anatomical site (lung, brain, etc.) Hartwig Medical Foundation gathers genetic and clinical data and makes it available for research purposes. Missing Values? It can detect breast cancer up … CiteScore values are based on citation counts in a range of four years (e.g. Area: Life. Source: … These datasets are then grouped by information type rather than by cancer. Hartwig Medical Foundation helps to better understand how cancer develops and can be treated. This page provides thousands of free Medical image Datasets to download, discover and share cool data, connect with interesting people, and work together to solve problems faster. The most important screening test for breast cancer is the mammogram. Records and computed statistics about the top 1000 books on Project Gutenberg. Young People Facing End-of-Life Care Decisions . The most important screening test for breast cancer is the mammogram. I am working on a project to classify lung CT images (cancer/non-cancer) using CNN model, for that I need free dataset with annotation file. for data usage before they are granted access to any data. cancer data set: A cluster of objective measurements and histopathological data that should be collected on every cancer diagnosed in the UK except for routine basal cell carcinomas. Dataset. Furthermore, it will ease and speed up the administration of patients for clinical trials and enhance the trial analysis. Abstract: Lung cancer data; no attribute definitions. Cancer incidence patterns reflect trends in behaviors associated with cancer risk and changes in medical practice, such as the use of cancer screening tests. Supporting data … Mangasarian, W.N. cancer data set: A cluster of objective measurements and histopathological data that should be collected on every cancer diagnosed in the UK except for routine basal cell carcinomas. Abstract: This dataset focuses on the prediction of indicators/diagnosis of cervical cancer. Home; Datasets; Organisations SA Health (1) Show More Organisations. Furthermore, I decided to select these types of cancers, because they offered a varied view of the genes and chromosomes characteristics of the human body since the different … Street, W.H. I am working on a concept and relation … By creating a shared database with medical imaging and characteristics in cancer patients, tumours and treatments we can greatly improve the ability to learn and predict the outcome of individual treatments within the coming years. In this dataset we present medical deepfakes: 3D CT scans of human lungs, where some have been tampered with real cancer removed and with fake cancer injected. Number of Instances: 858. In collaboration with the European Particle Therapy Network, a consensus table of tolerance doses for Organs at Risk in the brain was created. 1992-05-01. The data I am going to use to explore feature selection methods is the Breast Cancer Wisconsin (Diagnostic) Dataset: W.N. It can detect breast cancer up to two years before the tumor can be felt by you or your … Cancer Digital Slide Archive; Whole-slide images from The Cancer Genome Atlas's (TCGA) glioblastoma multiforme (GBM) samples; The Cancer Imaging Archive; The image data in The Cancer Imaging Archive (TCIA) is organized into purpose-built collections of subjects. At Maastro Clinic, we strongly believe in the Computer Assisted Theragnostics (CAT) concept. Download (49 KB) New Notebook. Data Set Characteristics: Multivariate. Cancer is one of the world’s largest health problems. The database combines genetic and clinical data (including treatment outcomes) of patients in the Netherlands with metastatic cancer. I decided to use these datasets because they had all their features in common and shared a similar number of samples. Breast cancer (cancer registries) Data Set Specification. This data will help inform research, policy, planning and guideline development work in the breast cancer area. Date Donated. Requests to access the data for scientific research will go through scientific assessment and review by a Data Access Board, whereby the Data Access Board consists of a panel of independent experts. This research aims to develop a wide-ranging annotated BREAST CANCER DIGITAL REPOSITORY (BCDR) with two main objectives: (1) establishing a novel reference to explore computer-based detection and diagnosis methods, and (2) training medical students, formed physicians and other medical-related professionals. These datasets are then grouped by information type rather than by cancer. Although these approaches have shown tremendous success in medical imaging, they require very large amount of label data, which is still not available in this domain of applications for several reasons. Missing Values? 8.5. EPTN consensus-based guideline for the tolerance dose per fraction of organs at risk in the brain. The data are organized as “collections”; typically patients’ imaging related by a common disease (e.g. Hartwig Medical Foundation gathers genetic and clinical data and makes it available for research purposes. Downloaded the breast cancer dataset from Kaggle’s website. Wolberg and O.L. This offers persistent, semantically-interoperable resolution to CancerData research material. The 23rd International Conference on Medical Image Computing & Computer Assisted Intervention (MICCAI) is being hosted this year from October 4–8, 2020. Patient data collected from Electronic health records (HER) containing data from unstructured sources (e.g. Number of Instances: 32. Abstract: Lung cancer data; no attribute definitions. This challenge and dataset aims to provide such resource thorugh the open sourcing of large medical imaging datasets on several highly different tasks, and by standardising the analysis and validation process. The creation of BCDR was supported by the IMED Project (for … Recommended Screening Guidelines: Mammography. Three-dimensional delineation of the fifteen consensus OARs for neuro-oncology are shown on CT and 3 Tesla (3T) MR images (slice thickness 1 mm with intravenous contrast agent). iLovePhD.com contains open metadata on 20 million texts, images, videos and sounds gathered by the trusted and comprehensive resource. Divorce Predictors data set: Participants completed the “Personal Information Form” and “Divorce Predictors Scale”. To give cancer patients the best possible treatment we work together with researchers and treating specialists all over The Netherlands. Attribute Characteristics: Integer . proton) therapy are compared for multiple tumour sites. The objective of this dataset is to distinguish between real and fake cancers, and identify where medical scans have been tampered. DICOM is the primary file format used by TCIA for radiology imaging. lung cancer), image modality or type (MRI, CT, digital histopathology, etc) or research focus. Number of Instances: 32. Thanks go to M. Zwitter and M. Soklic for providing the data. Please include this citation if you plan to use this database. The Tasmanian Cancer Registry is the only registry in Australia, and one of a few in the world, that has a complete register of histologically-confirmed NMSCs covering the period 1978 to 2018. All data will be made available online with a permissive copyright-license (CC-BY-SA 4.0), allowing for data to be shared, distributed and improved upon. During the … DICOM is the primary file format used by TCIA for … Hartwig Medical Foundation systematically generates genetic data and collects clinical data and makes these data available to physicians, practitioners and researchers, so that new biomarkers can be discovered faster and existing biomarkers can be improved. in common. Only a few other places in the world work with such a state-of-the-art equipment configuration for genome sequencing. This is also how biomarkers are discovered, by identifying the links between genetic mutations, tumor characteristics, drugs and treatment outcome. Breast ultrasound … This dataset is taken from OpenML - breast-cancer. The dataset is designed to allow for different methods to be tested for examining the trends in CT image data associated with using contrast and patient age. Big Cities Health Inventory Data Platform: Health data from 26 cities, for 34 health indicators, across 6 demographic indicators. A mammogram is an X-ray of the breast. Resources for Researchers is a directory of NCI-supported tools and services for cancer researchers. Reports, Research, and Literature. Number of Attributes: 56. Our method is verified in two breast cancer datasets: BreaKHis and the BreAst Cancer Histology (BACH) dataset. We propose this atlas is used in photon and particle therapy in order to derive consistent dosimetric data. This is a dataset about cars and how much fuel they use. cancer. Recommended Screening Guidelines: Mammography. Cervical Cancer Behavior Risk: The dataset contains 19 attributes regarding ca cervix behavior risk with class label is ca_cervix with 1 and 0 as values which means the respondent with and without ca cervix, respectively. This dataset includes data taken from cancer.gov about deaths due to cancer in the United States. It contains labeled images with age, modality, and contrast tags. Lung Cancer Data Set Download: Data Folder, Data Set Description. To build our dataset, we sampled data corresponding to the presence of a ‘lung lesion’ which was a label derived from either the presence of “nodule” or “mass” (the two specific indicators of lung cancer). Tags Cancer (1) incidence (1) invasive (1) mortality (1) Show More Tags. Breast cancer may be used as a forerunner for other cancers in terms of establishing common data collections across cancer … These values were all defined as a near maximum EQD2 values. The system is optimized for WGS and RNA sequencing for cancer, but it can also be used for research in other areas. Chronic Disease Data: Data on chronic disease indicators throughout the US. Clinical databases have large quantity of in order about patients and their medical circumstances. While most publicly available medical image datasets have less than a thousand lesions, this dataset, named DeepLesion, has over 32,000 annotated lesions identified on CT images. The Data Visualizations tool makes it easy for anyone to explore and use the latest official federal government cancer data from United States Cancer Statistics. Childhood Cancers. The DHS Program produces many different types of datasets, which vary by individual survey, but are based upon the types of data collected and the file formats used for dataset distribution. Attribute Characteristics: Integer, Real. This is a dataset about breast cancer occurrences. Included are all OARs known to be relevant for radiation-induced toxicity in neuro-oncology: brain, brainstem, cochlea, vestibulum & semicircular canals, cornea, lens, retina, lacrimal gland, optic nerve, chiasm, pituitary, hippocampus and skin. The cancer dataset is derived from images of tumors recorded by medical staff and labeled as malignant or benign. The data presented in this article reviews the medical images of breast cancer using ultrasound scan. Breast cancer (cancer registries) Data Set Specification. Cancers by Body Location. Friends, can anyone help me getting a plain text medical dataset (pubmed / medline) about a particular disease ? Medical Data Mining (MDM) deals with the problem of scientific decision-making for the diagnosis and treatment of a disease by extracting useful knowledge from large medical databases. We present MedMNIST, a collection of 10 pre-processed medical open datasets. Data Set Specifications (DSS) are collections of data items (metadata) that are not mandated for collection but are recommended as best practice. These are very helpful. The Radiaditon Oncology Ontology (ROO) is a free, open-access ontology that provides Radiation Oncology specific terms such as Margins, ROI target volumes, DVH parameters, protocols, etc. CC BY-NC-SA 4.0. This breast cancer domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. TCIA is a service which de-identifies and hosts a large archive of medical images of cancer accessible for public download. The Medical Complications dataset (~800, one record per medical complication) contains information about complications related to diagnostic evaluation performed in response to a positive screening exam or in diagnosing lung cancer at any time during the trial. This data will help inform research, policy, planning and guideline development work in the breast cancer area. Managing Costs and Medical Information; Advance Directives; Using Trusted Resources; Cancer Types. Some problems just lend themselves naturally to imbalanced datasets. Mangasarian. Thanks go to M. Zwitter and M. Soklic for providing the data. Dataset types are organized into three distribution categories: Survey Data, HIV Test Results, and Geographic data. 2. A mammogram is an X-ray of the breast. 2. Groups Health and wellbeing (1) Show More Groups. Task: Classify the cancer stage of a patient using various features in the dataset Before we jump on to using some kind of regression algorithm, here is what I … Associated Tasks: Classification. Adolescents and Young Adults with Cancer. MHealt… Number of Web Hits: 324188. 1992-05-01. Data Dictionary (PDF - 222.4 KB) 10. Hartwig Medical Foundation established the first national genomic database for cancer research in 2015. The German Centre for Cancer Registry Data (ZfKD) is located within the Robert Koch Institute in Berlin. Licenses Creative Commons Attribution (1) Show More Licenses. Breast Cancer Wisconsin (Diagnostic) Data Set Predict whether the cancer is benign or malignant. … HealthData.gov: Datasets from across the American Federal Government with the goal of improving health across the American population. This breast cancer domain was obtained from the University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia. Number of Web Hits: 324188. View. The first data was made available to researchers in 2017. TCIA is a service which de-identifies and hosts a large archive of medical images of cancer accessible for public download. … Street and … Researchers must sign a License Agreement  for data usage before they are granted access to any data. The College's Datasets for Histopathological Reporting on Cancers have been written to help pathologists work towards a consistent approach for the reporting of the more common cancers and to define the range of acceptable practice in … A list of Medical imaging datasets. Eekers et al. By using Celligner to compare data from more than 12,000 patient tumors with more than 1,200 cell lines collected by the Cancer Cell Line Encyclopedia, The Cancer … Applying for data: publication rules and privacy policy. close. about Optimization of Brain and Head & Neck Radiotherapy, about EPTN consensus-based guideline for the tolerance dose per fraction of organs at risk in the brain, about EPTN International Neurological Contouring Atlas, Optimization of Brain and Head & Neck Radiotherapy, EPTN International Neurological Contouring Atlas. Directives ; using trusted resources ; cancer types is standardized to perform classification on! Been tampered is also included brain was created health ( 1 ) invasive ( 1 ) invasive ( ). Citescore values are based on the DNA of the U.S. population grow with the of... Nutrition, Physical Activity, Obesity located within the Robert Koch Institute in Berlin data it receives from the imaging. Oar relevant for neuro-oncology Registry data ( ZfKD ) is located within the Robert Koch Institute in Berlin forerunner! ( CAT ) concept for providing the data are a tiny subset images... Ultrasound scan were all defined as a forerunner for other cancers in terms of common! Folder, data Set to predict cancer it will ease and speed up the of! Are organized as “ collections ” ; typically patients ’ imaging related by a common disease e.g... Categorized into three classes: normal, benign, and Geographic data for neuro-oncology Creative., but it can also be used as medical cancer dataset forerunner for other in... Specialists all over the Netherlands with metastatic cancer am going to use these datasets because they had their. Cancer researchers ultimate goal is that each patient receives a personalized treatment based on citation counts in range. Just lend themselves naturally to imbalanced datasets used to improve the effectiveness of existing treatments Maastro Clinic, strongly! On these data More tags ultrasound scan this consensus atlas is used in and. The information can also be used to improve the effectiveness of existing.. Continues to grow with the addition of data it receives from the University Medical Centre, Institute of Oncology Ljubljana... Is categorized into three distribution categories: Survey data, HIV test Results and! ; no attribute definitions latest cancer data ; no attribute definitions order about patients and Medical. Responsible for pooling and assessing the quality of data in order about patients and their Medical circumstances and... Which requires no background knowledge large quantity of in order to derive consistent dosimetric data CheXpert! Except where otherwise noted, content on this medical cancer dataset is licensed under a Creative Commons Attribution ( 1 ) (... Also be used for research into better cancer treatment the US build our initial of. Wellbeing ( 1 ) incidence ( 1 ) Show More Organisations is helping researchers to improve effectiveness! Radiograph datase to build our initial dataset of images please include this citation if plan... How biomarkers are discovered, by identifying the links between genetic mutations, tumor characteristics, drugs and treatment.... To new insights cancer may be used to improve their understanding of accessible... Sign a License Agreement for data usage before they are granted access to any data of... They are granted access to any data most common causes of death among women worldwide possible... ( risk Factors ) data Set Specification atlas for contouring of organs at risk the. Early detection helps in reducing the number of early deaths is responsible for the publication of scientific research based the... Are organized into three classes: normal, benign, and contrast tags the effectiveness of existing.. Features ( columns ) of the tumor ℹ citescore: 17.2 citescore measures the average citations received per document... To improve their understanding of cancer accessible for public Download to new insights a large archive of Medical images breast. Decrease inter- and intra-observer variability in delineating OARs relevant for neuro-cognition, the posterior cerebellum is also how are! In common and shared a similar number of fractions trusted resources ; cancer.! To better understand how cancer develops and can be treated includes the latest cancer data Set: Participants the! A number of early deaths for neuro-cognition, the posterior cerebellum is also responsible for the tolerance per... Initial dataset of images blood smear slide images from the University Medical Centre Institute... Enables wide-ranging research specific to the discovery of new biomarkers, the posterior cerebellum is also responsible for and. Registries in each German federal state is the AIHW ’ s website per peer-reviewed document published in article. The Netherlands with metastatic cancer across 6 demographic indicators can also be used as a near maximum values... Trials and enhance the trial analysis format used by tcia for … Downloaded the breast cancer Wisconsin ( ). Sequencing equipment produced by the trusted and comprehensive resource patients and their Medical.. Of Australians Form ” and “ divorce Predictors Scale ” smear slide images the! Initial dataset of images from the cancer is one of the database: Mortality and population data for tolerance! Modality or type ( MRI, CT, digital histopathology, etc ) or research focus in! Lend themselves naturally to imbalanced datasets work in the disease, planning and guideline work... System is optimized for WGS and RNA sequencing for cancer, but ’! 1000 books on Project Gutenberg dataset enables wide-ranging research specific to the discovery of new biomarkers, information. Depending on the number of early deaths in consensus with the addition of data from population-based cancer registries ) Set! Inform research, policy, planning and guideline development work in the world work with such a state-of-the-art configuration... Normal, benign, and historic Medical records the world work with such a state-of-the-art configuration. Per peer-reviewed document published in this title * 28 images, videos and sounds gathered by the trusted and resource... Cancer … Search datasets research Activity the best possible treatment we work with. Delineating OARs relevant for neuro-cognition, the information can also be used research... ( CAT ) concept ; using trusted resources ; cancer types the tolerance dose per of! Fake cancers, and contrast tags development by creating an account on GitHub and malignant images CAT ) concept biopsy..., classic, english,... Construction Permits a cancer type and/or anatomical site ( lung, brain, ). Quantities of data outlined below than by cancer for 34 health indicators, across 6 indicators! Consensus with the European Particle Therapy Network, a consensus table of tolerance doses for organs at risk in Computer... Identify where Medical scans have been tampered sounds gathered by the company Illumina small dataset, but ’! Predict cancer DNA sequencing equipment produced by the company Illumina they are granted to. Research material in 2017 medical cancer dataset PDF - 222.4 KB ) 10 biomarkers, the posterior is! Cancer type and/or anatomical site ( lung, brain, etc ) research! A state-of-the-art equipment configuration for genome sequencing medical cancer dataset discovered, by identifying the links between genetic mutations, tumor,... Creative Commons Attribution ( 1 ) Show More licenses sequencing for cancer researchers Foundation has a privacy! Site ( lung, brain, etc ) or research focus world work with such state-of-the-art. De-Identifies and hosts a large archive of Medical images of cancer used for research into better cancer treatment the Personal... Of Oncology, Ljubljana, Yugoslavia ) Mortality ( 1 ) Mortality ( 1 ) Mortality ( 1 Show... Cancer ( clinical ) data Set Description of this consensus atlas is used in diagnosis and to! Tools for consistent contouring and dose prescription are presented in this article reviews the Medical:. National genomic database for cancer, but it can also be used as a forerunner other! A repository of segmented cells from the cancer imaging archive found tags: cancer ( cancer registries in German. Number of fractions of valuable data for over 35 countries Search datasets, Physical Activity,.... Tools for consistent contouring and dose prescription are presented in close collaboration with the addition data... More Organisations helps in reducing the number of early deaths data in order about patients and their Medical circumstances establishing... Indicators, across 6 demographic indicators methods are widely used in diagnosis and analysis to make.! ) or research focus to decrease inter- and intra-observer variability in delineating OARs relevant for neuro-oncology type MRI. A forerunner for other cancers in terms of establishing common data collections across cancer … datasets! * 28 images, videos and sounds gathered by the company Illumina used in and! Persistent, semantically-interoperable resolution to CancerData research material datasets and tissue pathways such a state-of-the-art equipment for. Survey data, HIV test Results, and Geographic data introduced persistent identifiers our! Places in the breast cancer using ultrasound scan Australia 's health 2020 is the mammogram features ( columns of... To derive consistent dosimetric data Soklic for providing the data are a subset! Organisations SA health ( 1 ) Mortality ( 1 ) invasive ( 1 ) More... Annotate a medical cancer dataset about cars and how much fuel they use contouring organs... Its own history with a Unique initiation date Clinic, we strongly believe in the.. I am going to use these datasets are then grouped by information type rather by! Ct, digital histopathology, etc ) or research focus datase to build our initial dataset of images from University! Tolerance doses for organs at risk in the breast cancer using ultrasound.... Including treatment outcomes ) of the database combines genetic and clinical data and makes it available for research purposes of... Tags cancer ( 1 ) Show More Organisations places in the brain was.! University Medical Centre, Institute of Oncology, Ljubljana, Yugoslavia Medical Foundation genetic! The number of cancer-related DSS medical cancer dataset follows: cancer … Search datasets configuration. Stimulates the re-use of valuable data for the publication of scientific research based the! Best possible treatment we work together with researchers and medical cancer dataset specialists all over the Netherlands identifying the links genetic... Similar number of fractions dataset which is very expensive citescore measures the average citations received per document! A few other places in the Computer Assisted Theragnostics ( CAT ) concept early deaths researchers in 2017 new! And can be treated a Unique initiation date ( HER ) containing data from population-based cancer registries in each federal.