Company uses AWS, genomics and machine learning to develop a blood test for early cancer detection – TechRepublic
Hospitals and businesses use cloud computing, machine learning and voice-controlled devices to personalize healthcare for patients.
Image: 3dreams/Shutterstock
Personalizing healthcare requires the power of cloud computing whether the challenge is screening for cancer, reducing the paperwork load for doctors or making decisions about care, according to speakers at the AWS Healthcare and Life Sciences Virtual Symposium.
Wilson To, the worldwide head of healthcare at AWS, hosted the event at the end of May. To and four guests discussed how cloud services can improve information management to personalize healthcare.
Josh Ofman, chief medical officer for Grail, said that his company is using cloud computing to detect cancer at earlier stages when it is easier to treat. The Galleri test uses a blood test to screen for multiple cancers at once.
Ofman said that genomics and machine learning are the foundation of the new early detection test. The test looks for epigenetic changes in a person's DNA that can be a warning sign for mutations caused by cancer.
According to the company, the test has a false positive rate of less than 0.5% and a positive predictive value of 44%.
Grail recommends the Galleri test for people 50 and older who are at a higher risk of cancer. The company also suggests that the test be used in addition to other screenings, not as a replacement for existing procedures. The company claims that the test can identify more than 50 types of cancer ranging from Hodgkin and non-Hodgkin lymphoma, melanoma and soft tissue sarcoma.
Grail started working with AWS in 2017 to ingest and analyze hundreds of thousands of records and genomic datasets. Grail migrated its core processing and analytical infrastructure from on-premises to a cloud platform at that time. Grail uses storage, compute and network services from AWS.
"This collaboration is powering our growth and will enable us to get to scale," Ofman said.
SEE: Cloud data storage policy (TechRepublic Premium)
Ofman said the company's data set will grow by orders of magnitude as researchers process all the samples they have today.
"It will enable us to continue to refine our test and develop new products in new disease areas," he said.
According to the National Cancer Institute, the most common cancers in men are prostate, lung and colorectal cancers, which make up about 43% of cancers diagnosed in men in 2020. For women, the types that represented 50% of all cancer diagnoses in 2020 were breast, lung and colorectal.
The retail cost of the test is $949. According to the company, the test is not covered by insurance.
Three other AWS customers spoke at the event, including Biogen, Cambia Health Solutions and Houston Methodist Hospital. Laurent Rotival, chief information officer and senior vice president at Cambia Health Solutions, said his company uses AWS to bring together data streams from disparate sources to create a coherent experience for customers.
Alisha Alaimo, president of Biogen's U.S. organization, explained how the company worked with Us Against Alzheimer's to develop a screening test. The idea was to make the test feel more personalized and less intimidating.
The brain health test can be taken by an individual with concerns for herself, or by a caregiver who is worried about a loved one. The screening is at Mybrainguide.org and is anonymous and available in English and Spanish.
Roberta Schwartz, chief innovation officer and executive vice president of Houston Methodist Hospital, described the health system's work with Alexa and voice commands to improve patient care. Schwartz also sees a need for more personalized healthcare services, a trend that the pandemic intensified. The hospital system used these guidelines to revamp the patient experience: Help me now, make it easy and remember me.
Another goal of the project was to let doctors have more face time than screen time when working with patients.
The hospital has Amazon Echos in every room and Schwartz said she has seen a new level of acceptance of the devices among patients and doctors.
"The devices were essential when patients couldn't have visitors," she said. "We are planning to hook our Alexas up to the nurse call system as well."
The hospital also plans to use the devices to reduce the time doctors have to spend transcribing patient information and to make it easier to pull up relevant information during a patient consultation.
During a 34-week pilot program, the hospital deployed 1,200 devices in its facilities and saw more than 600 daily interactions with Alexa and Avia, a virtual health assistant. Requests for music were the most popular request at 75% followed by knowledge searches, socializing, inquiries about the weather and general communication.
This is your go-to resource for XaaS, AWS, Microsoft Azure, Google Cloud Platform, cloud engineering jobs, and cloud security news and tips. Delivered Mondays
- Meta speeds up its hiring process for machine-learning engineers as it cuts thousands of 'low performers' - Business Insider - February 11th, 2025 [February 11th, 2025]
- AI vs. Machine Learning: The Key Differences and Why They Matter - Lifewire - February 11th, 2025 [February 11th, 2025]
- Unravelling single-cell DNA replication timing dynamics using machine learning reveals heterogeneity in cancer progression - Nature.com - February 11th, 2025 [February 11th, 2025]
- Climate change and machine learning the good, bad, and unknown - MIT Sloan News - February 11th, 2025 [February 11th, 2025]
- Theory, Analysis, and Best Practices for Sigmoid Self-Attention - Apple Machine Learning Research - February 11th, 2025 [February 11th, 2025]
- Yielding insights: Machine learning driven imputations to fill in agricultural data gaps in surveys - World Bank - February 11th, 2025 [February 11th, 2025]
- SKUtrak Promote tool taps machine learning powered analysis to shake up way brands run promotions - Retail Technology Innovation Hub - February 11th, 2025 [February 11th, 2025]
- Machine learning approaches for resilient modulus modeling of cement-stabilized magnetite and hematite iron ore tailings - Nature.com - February 11th, 2025 [February 11th, 2025]
- The Alignment Problem: Machine Learning and Human Values - Harvard Gazette - February 11th, 2025 [February 11th, 2025]
- Narrowing the gap between machine learning scoring functions and free energy perturbation using augmented data - Nature.com - February 11th, 2025 [February 11th, 2025]
- Analyzing the influence of manufactured sand and fly ash on concrete strength through experimental and machine learning methods - Nature.com - February 11th, 2025 [February 11th, 2025]
- Machine learning prediction of glaucoma by heavy metal exposure: results from the National Health and Nutrition Examination Survey 2005 to 2008 -... - February 11th, 2025 [February 11th, 2025]
- Correlation of rivaroxaban solubility in mixed solvents for optimization of solubility using machine learning analysis and validation - Nature.com - February 11th, 2025 [February 11th, 2025]
- Characterisation of cardiovascular disease (CVD) incidence and machine learning risk prediction in middle-aged and elderly populations: data from the... - February 11th, 2025 [February 11th, 2025]
- Unlock the Secrets of AI: How Mohit Pandey Makes Machine Learning Fun! - Mi Valle - February 11th, 2025 [February 11th, 2025]
- Machine learning-random forest model was used to construct gene signature associated with cuproptosis to predict the prognosis of gastric cancer -... - February 5th, 2025 [February 5th, 2025]
- Machine learning for predicting severe dengue in Puerto Rico - Infectious Diseases of Poverty - BioMed Central - February 5th, 2025 [February 5th, 2025]
- Panoramic radiographic features for machine learning based detection of mandibular third molar root and inferior alveolar canal contact - Nature.com - February 5th, 2025 [February 5th, 2025]
- AI and machine learning: revolutionising drug discovery and transforming patient care - Roche - February 5th, 2025 [February 5th, 2025]
- Development of a machine learning model related to explore the association between heavy metal exposure and alveolar bone loss among US adults... - February 5th, 2025 [February 5th, 2025]
- Identification of therapeutic targets for Alzheimers Disease Treatment using bioinformatics and machine learning - Nature.com - February 5th, 2025 [February 5th, 2025]
- A novel aggregated coefficient ranking based feature selection strategy for enhancing the diagnosis of breast cancer classification using machine... - February 5th, 2025 [February 5th, 2025]
- Performance prediction and optimization of a high-efficiency tessellated diamond fractal MIMO antenna for terahertz 6G communication using machine... - February 5th, 2025 [February 5th, 2025]
- How machine learning and AI can be harnessed for mission-based lending - ImpactAlpha - January 27th, 2025 [January 27th, 2025]
- Machine learning meta-analysis identifies individual characteristics moderating cognitive intervention efficacy for anxiety and depression symptoms -... - January 27th, 2025 [January 27th, 2025]
- Using robotics to introduce AI and machine learning concepts into the elementary classroom - George Mason University - January 27th, 2025 [January 27th, 2025]
- Machine learning to identify environmental drivers of phytoplankton blooms in the Southern Baltic Sea - Nature.com - January 27th, 2025 [January 27th, 2025]
- Why Most Machine Learning Projects Fail to Reach Production and How to Beat the Odds - InfoQ.com - January 27th, 2025 [January 27th, 2025]
- Exploring the intersection of AI and climate physics: Machine learning's role in advancing climate science - Phys.org - January 27th, 2025 [January 27th, 2025]
- 5 Questions with Jonah Berger: Using Artificial Intelligence and Machine Learning in Litigation - Cornerstone Research - January 27th, 2025 [January 27th, 2025]
- Modernizing Patient Support: Harnessing Advanced Automation, Artificial Intelligence and Machine Learning to Improve Efficiency and Performance of... - January 27th, 2025 [January 27th, 2025]
- Param Popat Leads the Way in Transforming Machine Learning Systems - Tech Times - January 27th, 2025 [January 27th, 2025]
- Research on noise-induced hearing loss based on functional and structural MRI using machine learning methods - Nature.com - January 27th, 2025 [January 27th, 2025]
- Machine learning is bringing back an infamous pseudoscience used to fuel racism - ZME Science - January 27th, 2025 [January 27th, 2025]
- How AI and Machine Learning are Redefining Customer Experience Management - Customer Think - January 27th, 2025 [January 27th, 2025]
- Machine Learning Data Catalog Software Market Strategic Insights and Key Innovations: Leading Companies and... - WhaTech - January 27th, 2025 [January 27th, 2025]
- How AI and Machine Learning Will Influence Fintech Frontend Development in 2025 - Benzinga - January 27th, 2025 [January 27th, 2025]
- The Nvidia AI interview: Inside DLSS 4 and machine learning with Bryan Catanzaro - Eurogamer - January 22nd, 2025 [January 22nd, 2025]
- The wide use of machine learning VFX techniques on Here - befores & afters - January 22nd, 2025 [January 22nd, 2025]
- .NET Core: Pioneering the Future of AI and Machine Learning - TechBullion - January 22nd, 2025 [January 22nd, 2025]
- Development and validation of a machine learning-based prediction model for hepatorenal syndrome in liver cirrhosis patients using MIMIC-IV and eICU... - January 22nd, 2025 [January 22nd, 2025]
- A comparative study on different machine learning approaches with periodic items for the forecasting of GPS satellites clock bias - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- Machine learning based prediction models for the prognosis of COVID-19 patients with DKA - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- A scoping review of robustness concepts for machine learning in healthcare - Nature.com - January 22nd, 2025 [January 22nd, 2025]
- How AI and machine learning led to mind blowing progress in understanding animal communication - WHYY - January 22nd, 2025 [January 22nd, 2025]
- 3 Predictions For Predictive AI In 2025 - The Machine Learning Times - January 22nd, 2025 [January 22nd, 2025]
- AI and Machine Learning - WEF report offers practical steps for inclusive AI adoption - SmartCitiesWorld - January 22nd, 2025 [January 22nd, 2025]
- Learnings from a Machine Learning Engineer Part 3: The Evaluation | by David Martin | Jan, 2025 - Towards Data Science - January 22nd, 2025 [January 22nd, 2025]
- Google AI Research Introduces Titans: A New Machine Learning Architecture with Attention and a Meta in-Context Memory that Learns How to Memorize at... - January 22nd, 2025 [January 22nd, 2025]
- Improving BrainMachine Interfaces with Machine Learning ... - eeNews Europe - January 22nd, 2025 [January 22nd, 2025]
- Powered by machine learning, a new blood test can enable early detection of multiple cancers - Medical Xpress - January 15th, 2025 [January 15th, 2025]
- Mapping the Edges of Mass Spectral Prediction: Evaluation of Machine Learning EIMS Prediction for Xeno Amino Acids - Astrobiology News - January 15th, 2025 [January 15th, 2025]
- Development of an interpretable machine learning model based on CT radiomics for the prediction of post acute pancreatitis diabetes mellitus -... - January 15th, 2025 [January 15th, 2025]
- Understanding the spread of agriculture in the Western Mediterranean (6th-3rd millennia BC) with Machine Learning tools - Nature.com - January 15th, 2025 [January 15th, 2025]
- "From 'Food Rules' to Food Reality: Machine Learning Unveils the Ultra-Processed Truth in Our Grocery Carts" - American Council on Science... - January 15th, 2025 [January 15th, 2025]
- AI and Machine Learning in Business Market is Predicted to Reach $190.5 Billion at a CAGR of 32% by 2032 - EIN News - January 15th, 2025 [January 15th, 2025]
- QT Imaging Holdings Introduces Machine Learning-Enabled Image Interpolation Algorithm to Substantially Reduce Scan Time - Business Wire - January 15th, 2025 [January 15th, 2025]
- Global Tiny Machine Learning (TinyML) Market to Reach USD 3.4 Billion by 2030 - Key Drivers and Opportunities | Valuates Reports - PR Newswire UK - January 15th, 2025 [January 15th, 2025]
- Machine learning in mental health getting better all the time - Nature.com - January 15th, 2025 [January 15th, 2025]
- Signature-based intrusion detection using machine learning and deep learning approaches empowered with fuzzy clustering - Nature.com - January 15th, 2025 [January 15th, 2025]
- Machine learning and multi-omics in precision medicine for ME/CFS - Journal of Translational Medicine - January 15th, 2025 [January 15th, 2025]
- Exploring the influence of age on the causes of death in advanced nasopharyngeal carcinoma patients undergoing chemoradiotherapy using machine... - January 15th, 2025 [January 15th, 2025]
- 3D Shape Tokenization - Apple Machine Learning Research - January 9th, 2025 [January 9th, 2025]
- Machine Learning Used To Create Scalable Solution for Single-Cell Analysis - Technology Networks - January 9th, 2025 [January 9th, 2025]
- Robotics: machine learning paves the way for intuitive robots - Hello Future - January 9th, 2025 [January 9th, 2025]
- Machine learning-based estimation of crude oil-nitrogen interfacial tension - Nature.com - January 9th, 2025 [January 9th, 2025]
- Machine learning Nomogram for Predicting endometrial lesions after tamoxifen therapy in breast Cancer patients - Nature.com - January 9th, 2025 [January 9th, 2025]
- Staying ahead of the automation, AI and machine learning curve - Creamer Media's Engineering News - January 9th, 2025 [January 9th, 2025]
- Machine Learning and Quantum Computing Predict Which Antibiotic To Prescribe for UTIs - Consult QD - January 9th, 2025 [January 9th, 2025]
- Machine Learning, Innovation, And The Future Of AI: A Conversation With Manoj Bhoyar - International Business Times UK - January 9th, 2025 [January 9th, 2025]
- AMD's FSR 4 will use machine learning but requires an RDNA 4 GPU, promises 'a dramatic improvement in terms of performance and quality' - PC Gamer - January 9th, 2025 [January 9th, 2025]
- Explainable artificial intelligence with UNet based segmentation and Bayesian machine learning for classification of brain tumors using MRI images -... - January 9th, 2025 [January 9th, 2025]
- Understanding the Fundamentals of AI and Machine Learning - Nairobi Wire - January 9th, 2025 [January 9th, 2025]
- Machine learning can help blood tests have a separate normal for each patient - The Hindu - January 1st, 2025 [January 1st, 2025]
- Artificial Intelligence and Machine Learning Programs Introduced this Spring - The Flash Today - January 1st, 2025 [January 1st, 2025]
- Virtual reality-assisted prediction of adult ADHD based on eye tracking, EEG, actigraphy and behavioral indices: a machine learning analysis of... - January 1st, 2025 [January 1st, 2025]
- Open source machine learning systems are highly vulnerable to security threats - TechRadar - December 22nd, 2024 [December 22nd, 2024]
- After the PS5 Pro's less dramatic changes, PlayStation architect Mark Cerny says the next-gen will focus more on CPUs, memory, and machine-learning -... - December 22nd, 2024 [December 22nd, 2024]
- Accelerating LLM Inference on NVIDIA GPUs with ReDrafter - Apple Machine Learning Research - December 22nd, 2024 [December 22nd, 2024]
- Machine learning for the prediction of mortality in patients with sepsis-associated acute kidney injury: a systematic review and meta-analysis - BMC... - December 22nd, 2024 [December 22nd, 2024]