|
|
| (6 intermediate revisions by one user not shown) |
| Line 1: |
Line 1: |
| | | | |
| − | | + | [[Healthcare Analytics and AI]] <br> |
| − | '''Types''' <br>
| + | [[Analytics Insight]] <br> |
| | + | [[Healthcare AI Use Cases]] |
| | + | ==Types== |
| | Virtual Health Assistants 'bots' | | Virtual Health Assistants 'bots' |
| | + | * Symptom Checkers |
| | | | |
| − | Medical Imaging <br> | + | Medical Imaging - Diagnosis <br> |
| | | | |
| − | Pathology <br> | + | Pathology - Diagnosis <br> |
| | | | |
| − | Clinical Decision Support and Predictive Analytics <br> | + | Clinical Decision Support <br> |
| − | | + | * Predictive Analytics |
| − | Natural Language Processing <br>
| + | |
| − | | + | |
| − | Diagnostic Testing <br>
| + | |
| − | * Genomics | + | |
| − | * Lab
| + | |
| − | * Medical Imaging
| + | |
| − | | + | |
| − | Clinical Decison Making <br>
| + | |
| | * Clinical Monitoring - Inpatient | | * Clinical Monitoring - Inpatient |
| | * Clinical Knowledge Insight | | * Clinical Knowledge Insight |
| | * Precision Treatment Options | | * Precision Treatment Options |
| | | | |
| | + | Natural Language Processing <br> |
| | | | |
| − | '''Users''' <br>
| + | Genomics <br> |
| − | Cybersecurity and Ransomware <br> | + | |
| | + | Operational Performance<br> |
| | + | * Patient Flow - Primary Care, ER, Ambulatory, Inpatient, Post Acute |
| | + | * Patient Quality & Safety |
| | + | * Revenue Cycle |
| | + | |
| | + | ==Users== |
| | + | IT <br> |
| | + | * Cybersecurity and Ransomware |
| | + | * AI & ML Platform |
| | + | * Care Coordination Platform |
| | + | * Remote Patient Monitoring |
| | + | * Symptom Checker |
| | + | * Wearable Integration |
| | | | |
| | Revenue Cycle <br> | | Revenue Cycle <br> |
| Line 30: |
Line 39: |
| | Population Health <br> | | Population Health <br> |
| | | | |
| − | [[Healthcare Analytics and AI]] <br>
| + | Chief Compliance Officer (CCO) <br> |
| − | [[Analytics Insight]]
| + | Oversees compliance with laws, regulatory requirements, policies and procedures. |
| | + | * Compliance Risk |
| | + | |
| | + | Physician Workflow <br> |
| | + | * EHR |
| | + | * Operational Performance Insight |
| | + | * Patient Flow Insight |
| | + | * Patient Safety |
| | + | * Process Automation |
| | + | * Revenue Cycle Automation & Insight |
| | + | |
| | + | Emergency Room <br> |
| | + | * Physicians |
| | + | |
| | + | Patient Engagement <br> |
| | + | |
| | + | IT Platform <br> |
| | + | * Care Coordination. |
| | + | * IT Services |
| | + | * Remote Patient Monitoring |
| | + | * Symptom Checker |
| | + | * Wearable Health Insight |
| | + | |
| | + | Primary Care & Population Health <br> |
| | + | * Care Management Insight |
| | + | * Clinical Predictive Analytics |
| | + | * Diabetes Management |
| | + | * Patient Insight |
| | + | * Pain Monitoring |
| | + | * Patient Relationship |
| | + | * Patient Risk and Cost |
| | + | * Patient Triage & Coordinated Care Bot |
| | + | * Social Determinats of Health |
| | + | |
| | + | Specialist Care <br> |
| | + | * Artificial Pancreas System |
| | + | * Chronic Kidney Disease Management |
| | + | * Dental Diagnosis & Practice Management |
| | + | * Home Health & Hospice |
| | + | * Mental Health - Virtual |
| | + | * Musculoskeletal Care |
| | + | * Oncology Insight |
| | + | * Perinatal Management |
| | + | * Stroke Care |
| | + | |
| | + | |
| | + | Patients <br> |
| | + | * Patient Communities <br> |
| | + | * Patient Social Network <br> |
| | + | |
| | + | Employers <br> |
| | + | * Benefit Decision Making |
| | + | |
| | + | Health Insurers <br> |
| | + | * Health Insurer Payment Integrity |
| | | | |
| − | AI & ML Platform
| |
| − | DataRobot
| |
| − | H2O.ai (Mountain View, Calif.). H2O.ai is the creator of the leading open source data science and machine learning platform, Driverless AI.
| |
| − | KenSci (Seattle). KenSci uses AI to help providers and payers intervene earlier and at lower costs. Its platform helps uncover clinical, operational and financial risks by aggregating data.
| |
| − | Pure Storage (Mountain View, Calif.). Pure Storage, a leading data storage company, allows its clients to efficiently deliver real-time secure data to perform operations.
| |
| − | QuartzClinical (Chicago). uses advanced technology to help users achieve better outcomes through more cost-efficient and effective measures. The software uses predictive models, financial insights and personal health records to help make better clinical decisions
| |
| − | Operational Performance
| |
| − | Compliance Risk
| |
| − | Theta Lake (Santa Barbara, Calif.). Theta Lake is a cloud-based communication compliance platform, using AI and deep learning to detect compliance risks in what was said, shared, and shown within modern communications. The platform also powers risk insights and workflow automation, while providing secure, compliant archiving for video, voice, and chat – all driving down the cost of compliance.
| |
| − | EHR Physician Workflow
| |
| − | TransformativeMed (Seattle). TransformativeMed pairs machine learning with mobile and voice communications so clinicians can interact with their EHR through smart messaging notifications and data in their handheld device or on their desktop. Directly within the clinician’s EHR workflow, TransformativeMed leverages machine learning for disease management to provide risk identification of patient deterioration, hypoglycemia and other conditions.
| |
| − | Operational Performance Insight
| |
| − | Ayasdi (Menlo Park, Calif.). Ayasdi designs applications and an enterprise-grade software platform that allows healthcare organizations to analyze and build predictive models in clinical variation management, population health and denials management. Also in Financial Services and Government.
| |
| − | CloudMedx (Palo Alto, Calif.). CloudMedx uses AI, data-driven models to improve clinical insights, revenue cycle management and patient care.
| |
| − | NextHealth Technologies (Denver). NextHealth's AI and machine learning analytics platform combines data-driven decision making into workflow to improve healthcare affordability.
| |
| − | VisiQuate (Santa Rosa, Calif.). VisiQuate’s business analytics integrate and simplify complex big data from multiple sources and present the information as meaningful insights, actionable workflows and prediction pathways by leveraging powerful artificial intelligence and machine learning capabilities.
| |
| − | Patient Flow Insight
| |
| − | Qventus (Mountain View, Calif.). Qventus uses artificial intelligence and machine learning to help healthcare organizations operate more efficiently and simply.
| |
| − | TAGNOS (Aliso Viejo, Calif.). TAGNOS’ AI application uses machine learning combined with real-time data capturing capabilities to provide a system that continually updates and adjusts its operational intelligence to provide sustained improvement of OR and ED patient flow, as well as asset and supply management.
| |
| − | Patient Safety
| |
| − | MedAware (Israel). MedAware's technology uses big data analytics and machine learning algorithms to analyze electronic medical records to learn how physicians treat patients to identify and eliminate a wide range of medication errors.
| |
| − | Process Automation
| |
| − | Olive (Columbus, Ohio). Olive is deploying the first digital workforce built specifically for healthcare, automating healthcare’s most robotic processes, so human employees don’t have to. Olive delivers healthcare organizations improved efficiency and speed while reducing costly administrative errors. Using the systems an organization already has in place, Olive operates as a digital employee intelligently routing information and data between systems automating repetitive, high-volume tasks and workflows, providing true interoperability.
| |
| − | Revenue Cycle
| |
| − | Change Healthcare (Nashville, Tenn.). Change Healthcare is a healthcare technology company delivering software, analytics and solutions to improve the healthcare system. The company includes artificial intelligence in several products, most recently unveiling Claims Lifecycle Artificial Intelligence in February.
| |
| − | Revenue Cycle Automation & Insight
| |
| − | Recondo Technology (now Waystar) (Denver). Recondo Technology’s revenue cycle content engine intelligently automates the healthcare revenue cycle using a combination of AI technologies that include robotic process automation, clinical language processing and machine learning models based on extensive domain expertise. Among the first companies to develop AI specifically for the healthcare revenue cycle, today Recondo’s accurate, automated and actionable solutions replace expensive manual communication between payers and providers with high volume, high speed transactions in over 900 organizations.
| |
| − | ReveKnow (Lake Forest, Calif.). ReveKnow provides low-cost access to advanced machine learning algorithms that can predict a patient’s propensity to pay a bill, calculate percentage to FPL for presumptive charity, or estimate the probability that a denied account can be overturned. All of these services are designed for smaller budget-conscious hospitals to optimize their limited resources and focus first on the accounts most likely to produce a positive outcome.
| |
| − | IT Platform
| |
| − | Care Coordination
| |
| − | HealthBI -platform for payers and providers across multiple specialties. Now care teams work together, with the same objective to improve outcomes for the most important entity in this equation–the patient
| |
| − | Healthcare Data Exchange
| |
| − | Myndshft Technologies (Mesa, Ariz.). Myndshft’s software-as-a-service automates and simplifies time-consuming healthcare administrative tasks using AI and blockchain. Myndshft works with leading providers, payers and health information exchanges.
| |
| − | IT Services
| |
| − | Sentrian (Australia). Sentrian provides organizations’ employees with the tools, skills and support to work technology. It provides the pieces for companies to build their IT system and grow their business.
| |
| − | Zingbox (Mountain View, Calif.). Zingbox delivers am AI powered cloud-based platform which provides healthcare organizations with visibility, tracking, management and cybersecurity capabilities for the Internet of Things (IoT). The company’s comprehensive solution enables service providers in healthcare to deliver uninterrupted and secure critical care and service to patients and customers and gain organization-wide operational efficiencies.
| |
| − | Remote Patient Monitoring
| |
| − | Somatix (New York City). Somatix is a provider of wearable-enabled RPM software platform for healthcare. It's solution uses patented gesture detection technology and machine learning algorithms to analyze user’s gesture data in real time. The algorithms remotely and passively detect physical and emotional indicators for generating insights on risk factors for adverse events, poor medical compliance, inactivity, falls, dehydration and more.
| |
| − | Symptom Checker
| |
| − | Buoy Health (Boston). Buoy is an artificial intelligence computational platform that allows ill users to understand their symptoms, get answers and form a treatment plan through chatting.
| |
| − | K Health (New York City). K Health developed K, the first personalized healthcare application that allows patients to check their symptoms, explore treatment options and chat with doctors for free.
| |
| − | Your.MD (London). Your.MD is a free mobile application that uses AI to give users health formation to help them make the best health choices.
| |
| − | Wearable Health Insight
| |
| − | Cyrcadia Health (Reno, Nev.). Cyrcadia Health designed a wearable, intelligent breast monitor device that uses breast patches that identify circadian patterns within breast cells to keep physicians aware of patients’ breast health.
| |
| − | Myia Labs (San Francisco). Myia Labs is an intelligent health monitoring platform that helps prevent illness, manages chronic conditions and redefines quality of life by transforming real-world data into clinical, objective insights.
| |
| − | Primary Care & Population Health
| |
| − | Care Management Insight
| |
| − | Digital Reasoning (Nashville, Tenn.). In healthcare, Digital Reasoning deploys AI-powered care management software within health systems to augment the care team and accelerate the entire care process, delivering a positive impact on clinical, financial and operational outcomes.
| |
| − | Insightin Health (Baltimore). Insightin Health created the only existing AI platform for members’ complete lifecycle. The platform delivers a personalized experience using health data and social determinants to identify the best ways to communicate with others.
| |
| − | Pearl (Columbus, Ohio). Pearl uses care management services and remote health, home monitoring technology to effectively and efficiently provide wider quality access. The company helps government agencies and commercial enterprises provide a wider access of quality healthcare to all populations.
| |
| − | Clinical Predictive Analytics
| |
| − | Biofourmis (Boston). Biofourmis offers a powerful patented AI-based platform for therapeutic decision support. It continuously analyzes data from medical-grade wearable sensors and other patient-generated data to create unique digital biomarkers reflecting the health status of an individual. These digital biomarkers have been assessed in several studies and have demonstrated the ability to help detect changes in an individual’s health status much earlier than previously possible.
| |
| − | Diabetes Management
| |
| − | DreaMed Diabetes (Petah Tikva, Israel). DreaMed Diabetes’ management platform uses unique cloud-based AI technology to provide patients with insulin treatment insights and plans. It simplifies the complexity of diabetes data.
| |
| − | Nutrition Management
| |
| − | FitGenie (Atlanta). FitGenie is an AI, nutrition application that aids people by providing tools and instructions for maintaining and optimizing nutritional health. More specifically, it is a smart calorie counter that tells users what to eat to reach their goals.
| |
| − | SmartPlate (Philadelphia). SmartPlate is the first intelligent wellbeing platform that uses advanced photo recognition and AI technology to identify, weigh and analyze anything users eat. The device instantly tracks calories by using a mobile application and a smart plate.
| |
| − | Patient Insight
| |
| − | AiCure (New York City). AiCure is an AI and advanced data analytics company that uses video, audio and behavioral data to better understand the connection between patients, disease and treatment. It allows physicians to have access to clinical and patient insights.
| |
| − | Pain Monitoring
| |
| − | Healint (Singapore). Healint designed the leading migraine application, Migraine Buddy, which tracks users’ migraines, understands triggers and shares migraine history with physicians to better treat and efficiently improve the invisible pain.
| |
| − | Medasense (Israel). Medasense's NOL Index is the first objective pain assessment index for accurate and personalized pain care.
| |
| − | Patient Relationship
| |
| − | Futurus Group (Irvine, Calif.). Futurus Group is the first AI machine-learning company to develop an algorithm to predict gratitude within a hospital’s grateful-patient program. Futurus Group’s patent-pending G2G (Gratitude to Give) algorithm leverages data within a hospitals EMR, donor CRM and patient satisfaction data to predict individuals most likely to make a gift to a hospital or medical center.
| |
| − | NarrativeDx (Austin, Texas). NarrativeDx uses AI to identify insights from patient hospital experience feedback to increase ranking, scores and referrals and reduce nurse turnover.
| |
| − | SymphonyRM (Palo Alto, Calif.). SymphonyRM’s AI-powered platform identifies next best actions for every consumer, patient, and provider. With prioritized and personalized next best actions, health care organizations can orchestrate meaningful relationships, while driving health system growth, loyalty, and quality.
| |
| − | Welltok (Denver). Welltok is a data-driven enterprise company that allows users to get actively involved in their health with the Consumer Activation Platform. It is a single platform for personalized health and wellbeing resources that powers growth and retention initiatives and improves healthcare value.
| |
| − | Patient Risk and Cost
| |
| − | Apixio is one of the best funded players in this space. Apixio’s HCC Profiler helps institutions with Medicare coding and compliance leveraging a variety of data sources including claims and other unstructured data.
| |
| − | Cedar Gate Technologies - is a value-based care performance management company that provides a set of core analytic and operating system functions that healthcare entities must perform to succeed under the new payment and delivery models. It serves the needs of providers
| |
| − | Health Fidelity (San Mateo, Calif.). Health Fidelity uses technology and expertise to allow organizations participating in Medicare Advantage, ACA commercial, Managed Medicaid or Medicare ACO programs to provide risk adjustment solutions.
| |
| − | HealthReveal (New York City). HealthReveal uses artificial intelligence to reduce costs, improve outcomes and quality of life and save lives for the chronically ill.
| |
| − | Jvion (Johns Creek, Ga.). Jvion uses prescriptive analytics to prevent harm and lower costs. Its technology identifies patients on a risk trajectory, determines if that trajectory can be changed and identifies possible interventions, if applicable.
| |
| − | Lumiata - Use of NLP to identify patient risk. Founded in 2013, Lumiata is already well capitalized to build its product and its marketing approach.
| |
| − | Medial EarlySign (Hod Hasharon, Israel). Medial EarlySign helps healthcare systems with their early detection and prevention of high-burden diseases. The company's machine learning-based software finds subtle, early signs of elevated patient risk trajectories in routine, existing EHR and lab data.
| |
| − | Prealize (Palo Alto, Calif.). Formerly Cardinal Analytx Solutions, an artificial intelligence-enabled health insights company, helps organizations predict and identify future health risks, improve patient outcomes and costs and develop an action plan for reducing such determinants.
| |
| − | Wellframe (Boston). Wellframe uses AI technology and user data to generate real-time insights for care teams to improve health quality and outcomes
| |
| − | Patient Triage & Coordinated Care Bot
| |
| − | Pager (New York City). Pager simplifies the healthcare experience by connecting patients and their care team in a single AI chat to make smarter and faster health decisions.
| |
| − | Social Determinats of Health
| |
| − | Socially Determined - driving actionable insights through SDOH analytics
| |
| − | Virtual Healthcare
| |
| − | Babylon Health (London). Babylon is a digital healthcare provider that aims to create an internationally accessible and affordable health system for all.
| |
| − | Specialist Care
| |
| − | Artificial Pancreas System
| |
| − | Bigfoot Biomedical (Milpitas, Calif.). Bigfoot Biomedical is the creator of the automated insulin delivery system. The company works to improve the health and safety of those suffering from Type 1 diabetes through the creation of smart devices.
| |
| − | Defymed
| |
| − | TypeZero Technologies - acquired by Dexcom
| |
| − | Dexcom
| |
| − | Insulet Corporation
| |
| − | Medtronic
| |
| − | see others
| |
| − | Chronic Kidney Disease Management
| |
| − | Renalytix AI (Cardiff, United Kingdom). Renalytix AI develops artificial intelligent clinical diagnostic solutions for kidney disease. Its products improve risk assessment, clinical care and patient stratification for drug clinical trials.
| |
| − | Dental Diagnosis & Practice Management
| |
| − | Pearl (Los Angeles). LA-based Pearl was founded on the notion that artificial intelligence can be the dental practitioner’s always-on assistant and the patient’s most trustworthy friend. Its founders have a uniquely personal connection to the dental industry’s intricacies, as well as the knowledge and education to actualize the full and practicable potential that AI has to offer.
| |
| − | Home Health & Hospice
| |
| − | Medalogix (Nashville, Tenn.). Medalogix is a pioneer data science company focusing on home health and hospice. Its technology identifies risk, creates action, improves patient outcomes and delivers ROI.
| |
| − | IVF Management
| |
| − | Univfy (Los Altos, Calif.). Univfy is dedicated to helping women and couples wanting to have a baby increase IVF access, success and affordability through an AI platform. The software allows physicians to form accurate, personalized IVF treatment prediction plans.
| |
| − | Mental Health - Virtual
| |
| − | Ginger (San Francisco). Ginger provides clients with an on-demand coach, therapist and psychiatrist for instant care.
| |
| − | Spring Health (New York City). Spring Health created and implements Precision Mental Healthcare, a method of accurately predicting the right treatment and accelerating mental health recovery by using the same scientific principles behind precision medicine.
| |
| − | Touchkin (Bengaluru, India). Touchkin's Wysa is a pioneer AI-driven empathetic, compassionate conversation coach that instantly helps users improve their mental health.
| |
| − | Woebot Labs (San Francisco). Woebot Labs aims to make mental health accessible to all with its Woebot application. It gives users daily lessons and check-ins and allows them to have conversations to think through situations and improve mental wellness.
| |
| − | Musculoskeletal Care
| |
| − | Risalto Health (New York City). Risalto Health’s AI platform uses big data to identify the best providers and advice on care for patients suffering from neck, knee and hip pain problems.
| |
| − | Oncology Insight
| |
| − | Flatiron Health (New York City). Flatiron Health developed OncoCloud, a shared technology platform that connects community, oncologists, academics, hospitals, life science researchers and regulators to better treat cancer. Investors including Google Ventures and Altos Solutions Inc. Almost 500 employees and with their solutions accessing two million active patient records for research Flatiron is one of the leaders in oncology
| |
| − | [https://www.inspirata.com/ Inspirata (Tampa, FL) - purchased Caradigm in 2018.
| |
| − | iCAD (Nashua, N.H.). iCAD is a global medical technology leader that uses artificial intelligence to provide cancer detection and therapy solutions so physicians can detect cancers earlier.
| |
| − | Massive Bio (New York City). Massive Bio is a marketplace that connects oncology patients and their treating oncologist to the cutting edge advanced care options and clinical trials while enabling enterprises to get access to patients and their information to enhance oncology research. Massive Bio resides at the intersection of patient acquisition, artificial intelligence based scalable pre-screening, operationalization support and real world data to connect patients to oncology trials.
| |
| − | Perinatal Management
| |
| − | PeriGen (Cary, N.C.). PeriGen’s AI-powered early warning system for labor and delivery assesses trends in fetal heart rate, contractions, maternal vitals and labor progress to provide bedside clinicians with real-time analytics that flag potential problems during labor for earlier interventions.
| |
| − | Stroke Care
| |
| − | Viz.ai (San Francisco). Viz.ai uses artificial intelligence-powered products to synchronize stroke care and improve access to life-saving therapies. It detects and alerts stroke teams and allows them to communicate in real time.
| |
| − | Teledermatology
| |
| − | SkinIO (Chicago). SkinIO is a mobile application that takes approximately five minutes to perform a full-body scan of moles or other concerning skin marks by using camera taken images. It also allows physicians to track any changes in skin condition.
| |
| − | SkinVision (Amsterdam). SkinVision's combined technology and knowledge helps users check their skin for signs of skin cancer with instant results on a smartphone.
| |
| − | Wound Management
| |
| − | Tissue Analytics (Baltimore). Tissue Analytics develops software solutions that use artificial intelligence to automatically and objectively extract high quality wound data from input and images. Through partnerships with the leading electronic medical record vendors, the extracted data can automatically be integrated into an institution’s EMR system to allow efficiency and improved workflows.
| |
| − | Care Management Provider - Platform
| |
| − | Geneia
| |
| − | GSI
| |
| − | Patient Communities
| |
| − | Patient Social Network
| |
| − | Belong.life (New York City). Belong's end-to-end patient engagement platform (PEP) for payers, providers, pharma and advocacy groups utilizes AI and machine learning to deliver hyper-personalized patient experiences. Additionally, the Belong “Beating Cancer Together” app unites 200,000 global cancer patients, caregivers and healthcare professionals, delivering AI-powered personalized news, peer support, direct access to doctors, clinical trial matching services and document management tools.
| |
| − | myhealthteams
| |
| − | patientslikeme
| |
| − | Employers
| |
| − | Benefit Decision Making
| |
| − | Picwell (Philadelphia). Picwell's technology simplifies the complex benefits decision-making process by matching users with their optimal plan.
| |
| − | Provider Decision Making
| |
| − | Embold Health - Walmart To Give Workers Financial Incentives To Use Higher-Quality Doctors (10-3-19)
| |
| − | Health Insurer
| |
| − | Health Insurer Payment Integrity
| |
| − | PrecisionGx (Philadelphia). PrecisionGx provides health insurers with payment and premium integrity AI solutions. PrecisionGx’s AI Engine is improving the detection of inappropriate billing patterns by greater than 35%, reducing time spent on unrecoverable claims, and automating over 50% of manual review processes. This year PrecisionGx is on pace to analyze and map relationships on more than 2.5 billion patient events for their customers.
| |
| | Research | | Research |
| − | Cancer Research | + | * Cancer Research <br> |
| − | Mendel.ai (San Jose, Calif.). Mendel is a network of research sites powered by AI and clinical insights that works to unlock the full potential of clinical data relevant to cancer research.
| + | |
| − | Life Sciences | + | Life Sciences <br> |
| − | Clinical Trials | + | * Clinical Trials <br> |
| − | Medable (Palo Alto, Calif.). Medable is pioneering a new category of life science technologies that replace the stagnant and siloed data of traditional ePRO, eCOA, EDC, and eSource with an intelligent and unified end-to-end (E2E) platform for clinical trial execution. Medable’s E2E platform connects patients, sites, CRO’s and sponsors to work together as a connected and empowered team in clinical research, to bring new medicines to patients faster.
| + | * Drug Discovery and Development <br> |
| − | TrialJectory (New York City). TrialJectory is an AI-based trial matching platform that uses cancer patients’ self-reported medical records to facilitate clinical trial search, matching and enrollment.
| + | * Genomic Editing Therapy |
| − | Drug Discovery and Development | + | * Life Sciences Data Sets |
| − | AtomWise (San Francisco). AtomWise developed AtomNet, a drug-designing technology based on convolutional neural networks. It aims to help its partners deliver better medicines faster.
| + | |
| − | BioXcel Therapeutics (New Haven, Conn.). BioXcel Therapeutics is a clinical stage biopharmaceutical company that uses AI to create medicines in neuroscience and immuno-oncology.
| + | Virtual Healthcare Providers <br> |
| − | Cloud Pharmaceuticals (Research Triangle Park, N.C.). Cloud Pharmaceuticals uses new, innovative cloud computing technology to accelerate the process of designing drugs and drug candidates. The process is called Quantum Molecular Design.
| + | |
| − | NuMedii (San Mateo, Calif.). NuMedii is a leader of using big data, AI and biology to accelerate the discovery of precision therapies and drugs.
| + | |
| − | Numerate (San Bruno, Calif.). Numerate uses AI technology to simplify the complex process of molecular drug design.
| + | |
| − | twoXAR (Mountain View, Calif.). twoXAR is an artificial intelligence-driven drug discovery company that uses its platforms to identify promising drug candidates, de-risk opportunities and progress drug candidates to clinics.
| + | |
| − | Verge Genomics (South San Francisco). Verge Genomics uses advanced machine learning, computational genomics and new insights into neuroscience to reduce the time and cost of drug discovery for patients suffering from neurodegenerative disease.
| + | |
| − | Genomic Editing Therapy | + | |
| − | Desktop Genetics (Cambridge, Mass.). Desktop Genetics works to discover and treat the root genetic causes of human disease and has emerged as a leader in genome editing technology. Its core technology is DESKGEN AI, which powers DESKGEN CRISPR that helps with drug discovery and functional genomics.
| + | |
| − | Life Sciences Data Sets | + | |
| − | Zephyr Health (Phoenix). Zephyr Health’s AI platform merges and analyzes public and private data sets for the Life Sciences industry. The company was acquired by Anju Software in 2018.
| + | |
