"Hacking the Software for Life" - Brad Perkins (Chief Medical Officer, Human Logevity, Inc.)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"The Future of Sleep with Neurotechnology" - Anant Sachetee (Rythm)Hyper Wellbeing
"The Future of Sleep with Neurotechnology" - Anant Sachetee (Rythm)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Optimizing your Health at Home using your Blood and your Smartphone" - Bob M...Hyper Wellbeing
"Optimizing your Health at Home using your Blood and your Smartphone" - Bob Messerschmidt (CEO, Cor)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
New Concepts in Micronutrient Adequacy and Health Optimization - Cady = May 1...Louis Cady, MD
In this presentation, Dr. Cady revisits the BioPhotonic Scanner and current concepts in lack of nutrient adequacy in the contemporary diet. The role of appropriate supplementation with vitamins, minerals, and antioxidants is reviewed.
"The Future of Sleep with Neurotechnology" - Anant Sachetee (Rythm)Hyper Wellbeing
"The Future of Sleep with Neurotechnology" - Anant Sachetee (Rythm)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Optimizing your Health at Home using your Blood and your Smartphone" - Bob M...Hyper Wellbeing
"Optimizing your Health at Home using your Blood and your Smartphone" - Bob Messerschmidt (CEO, Cor)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
New Concepts in Micronutrient Adequacy and Health Optimization - Cady = May 1...Louis Cady, MD
In this presentation, Dr. Cady revisits the BioPhotonic Scanner and current concepts in lack of nutrient adequacy in the contemporary diet. The role of appropriate supplementation with vitamins, minerals, and antioxidants is reviewed.
Machine Learning in Healthcare by Mehrdad YazdaniData Con LA
Abstract:- Using Machine Learning to Identify Major Shifts in Human Gut MicrobiomeProtein Family Abundance in Disease Inflammatory Bowel Disease (IBD) is an autoimmune condition that is observed to be associated with major alterations in the gut microbiome taxonomic composition. Here we classify major changes in microbiome protein family abundances between healthy subjects and IBD patients. We use machine learning to analyze results obtained previously from computing relative abundance of ~10,000 KEGG orthologous protein families in the gut microbiome of a set of healthy individuals and IBD patients. We develop a machine learning pipeline, involving the Kolomogorv-Smirnov test, to identify the 100 most statistically significant entries in the KEGG database. Then we use these 100 as a training set for a Random Forest classifier to determine ~5% the KEGGs which are best at separating disease and healthy states. Lastly, we developed a Natural Language Processing classifier of the KEGG description files to predict KEGG relative over- or under- abundance. As we expand our analysis from 10,000 KEGG protein families to one million proteins identified in the gut microbiome, scalable methods for quickly identifying such anomalies between health and disease states will be increasingly valuable for biological interpretation of sequence data.
A potential vision of the future "the ncecessary", developed for a presentation at to be provocative. The goal was to think about the near and far future and put it into context with some of the science happening now as well as disruptive steps happening in rare disease science funding. Several slides highlight 'the ideal situation'.
Atul Butte's presentation to the Association of Medical School Pediatric Department Chairs #AMSPDC on March 3, 2018.
Some pre-publication data slides have been removed from this deck.
Emma Ridley, ANZIC-RC, Monash University and Alfred Health
Emma leads the ICU Nutrition Research Program at the Australian and New Zealand Intensive Care Research Centre, Melbourne, Australia and has 13 years of clinical dietetic experience, including as a senior dietitian in the ICU at The Alfred Hospital, Melbourne. Emma’s research interests include the clinical application of indirect calorimetry, as well as the effect of optimal nutrition delivery on short and long-term outcomes in ICU patients. Emma was awarded a prestigious Churchill Fellowship in 2011 to investigate the role of indirect calorimetry internationally and regularly delivers invited national and international presentations. Emma is on the management committee for the TARGET trial (the largest blinded enteral nutrition trial conducted in critical care) and has been a named investigator on $6.2 million dollars of research funding, including a project based on findings from her PhD of $2.3 million dollars (NCT03292237).
Recognizing the Patterns Within: How Biomedical Data Can Reveal Health vs. Di...Larry Smarr
Keynote
Session on Challenges of Pattern Recognition in Biomedical Data
The Pacific Symposium on Biocomputing (PSB) 2018
Big Island, HI
January 6, 2018
"Enabling Access to Continuous Metabolic Data for Personalized Nutrition and ...Hyper Wellbeing
"Enabling Access to Continuous Metabolic Data for Personalized Nutrition and Wellbeing" - Ashwin Pushpala (CEO, Sano)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"From IA to AI in Healthcare" - Walter De Brouwer (CEO/Founder, doc.ai/Scanadu)Hyper Wellbeing
"From IA to AI in Healthcare" - Walter De Brouwer (CEO/Founder, doc.ai/Scanadu)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
Machine Learning in Healthcare by Mehrdad YazdaniData Con LA
Abstract:- Using Machine Learning to Identify Major Shifts in Human Gut MicrobiomeProtein Family Abundance in Disease Inflammatory Bowel Disease (IBD) is an autoimmune condition that is observed to be associated with major alterations in the gut microbiome taxonomic composition. Here we classify major changes in microbiome protein family abundances between healthy subjects and IBD patients. We use machine learning to analyze results obtained previously from computing relative abundance of ~10,000 KEGG orthologous protein families in the gut microbiome of a set of healthy individuals and IBD patients. We develop a machine learning pipeline, involving the Kolomogorv-Smirnov test, to identify the 100 most statistically significant entries in the KEGG database. Then we use these 100 as a training set for a Random Forest classifier to determine ~5% the KEGGs which are best at separating disease and healthy states. Lastly, we developed a Natural Language Processing classifier of the KEGG description files to predict KEGG relative over- or under- abundance. As we expand our analysis from 10,000 KEGG protein families to one million proteins identified in the gut microbiome, scalable methods for quickly identifying such anomalies between health and disease states will be increasingly valuable for biological interpretation of sequence data.
A potential vision of the future "the ncecessary", developed for a presentation at to be provocative. The goal was to think about the near and far future and put it into context with some of the science happening now as well as disruptive steps happening in rare disease science funding. Several slides highlight 'the ideal situation'.
Atul Butte's presentation to the Association of Medical School Pediatric Department Chairs #AMSPDC on March 3, 2018.
Some pre-publication data slides have been removed from this deck.
Emma Ridley, ANZIC-RC, Monash University and Alfred Health
Emma leads the ICU Nutrition Research Program at the Australian and New Zealand Intensive Care Research Centre, Melbourne, Australia and has 13 years of clinical dietetic experience, including as a senior dietitian in the ICU at The Alfred Hospital, Melbourne. Emma’s research interests include the clinical application of indirect calorimetry, as well as the effect of optimal nutrition delivery on short and long-term outcomes in ICU patients. Emma was awarded a prestigious Churchill Fellowship in 2011 to investigate the role of indirect calorimetry internationally and regularly delivers invited national and international presentations. Emma is on the management committee for the TARGET trial (the largest blinded enteral nutrition trial conducted in critical care) and has been a named investigator on $6.2 million dollars of research funding, including a project based on findings from her PhD of $2.3 million dollars (NCT03292237).
Recognizing the Patterns Within: How Biomedical Data Can Reveal Health vs. Di...Larry Smarr
Keynote
Session on Challenges of Pattern Recognition in Biomedical Data
The Pacific Symposium on Biocomputing (PSB) 2018
Big Island, HI
January 6, 2018
"Enabling Access to Continuous Metabolic Data for Personalized Nutrition and ...Hyper Wellbeing
"Enabling Access to Continuous Metabolic Data for Personalized Nutrition and Wellbeing" - Ashwin Pushpala (CEO, Sano)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"From IA to AI in Healthcare" - Walter De Brouwer (CEO/Founder, doc.ai/Scanadu)Hyper Wellbeing
"From IA to AI in Healthcare" - Walter De Brouwer (CEO/Founder, doc.ai/Scanadu)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Beyond Quantified Self: How Quantifying Everything Is Not Enough To Improve ...Hyper Wellbeing
"Beyond Quantified Self: How Quantifying Everything Is Not Enough To Improve Societal Wellbeing" - Carlos Rodarte (Founder, Volar Health)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"How Scientific Wellness will Drive The Future of Health" - Nathan Price (Pro...Hyper Wellbeing
"How Scientific Wellness will Drive The Future of Health" - Nathan Price (Professor, Institute of Systems Biology)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Alliances with Lifestyle Medicine for Wellness as a Service (WaaS)" - Ingrid...Hyper Wellbeing
"Alliances with Lifestyle Medicine for Wellness as a Service (WaaS)" - Ingrid Edshteyn (Associate Exec Director/Founder, ACLM/Valia Lifestyle)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Launching a New Industry – Scientific Wellness" - Mia Nease (Head of Commerc...Hyper Wellbeing
"Launching a New Industry – Scientific Wellness" - Mia Nease (Head of Commercial, Arivale)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Continuous Digital Biomarkers from Wearable Devices" - Brandon Ballinger (Co...Hyper Wellbeing
"Continuous Digital Biomarkers from Wearable Devices" - Brandon Ballinger (Co-Founder, Cardiogram)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Enabling Individual Wellness through Computational Systems Biology, Cloud An...Hyper Wellbeing
"Enabling Individual Wellness through Computational Systems Biology, Cloud Analytics, Wearables, Machine Learning and More" - Riaan Conradie (Co-Founder, LifeQ)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Future of Consumer Bio-Sensors" - Stanley Yang (CEO, NeuroSky)Hyper Wellbeing
"Future of Consumer Bio-Sensors" - Stanley Yang (CEO, NeuroSky)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Electronics for Behavioral Health" - Jim Doscher (GM Healthcare, Analog Devi...Hyper Wellbeing
"Electronics for Behavioral Health" - Jim Doscher (GM Healthcare, Analog Devices, Inc.)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Body Analytics for Triggering Healthier, Happier and more Productive Lives" ...Hyper Wellbeing
"Body Analytics for Triggering Healthier, Happier and more Productive Lives" - Joni Kettunen (CEO, Firstbeat)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Wearables, Biometrics and Mindfulness as Medicine" - Joe Burton (Founder/CEO...Hyper Wellbeing
"Wearables, Biometrics and Mindfulness as Medicine" - Joe Burton (Founder/CEO, whil)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Augmenting Human Decision Making: Machine Intelligence Could Help Eradicate ...Hyper Wellbeing
"Augmenting Human Decision Making: Machine Intelligence Could Help Eradicate Most Chronic Diseases" - Victor Chapela (Founder/CEO, Suggestic)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Empowering Consumer with Smart Devices and Smart Data for Proactive ‘Health ...Hyper Wellbeing
"Empowering Consumer with Smart Devices and Smart Data for Proactive ‘Health Care’" - Maryam Ziaei (Founder/CEO, iSono Health)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
"Bringing Clinically Accurate Data into the Hands of Consumers for the First ...Hyper Wellbeing
"Bringing Clinically Accurate Data into the Hands of Consumers for the First 1000 Days of Life" - Julien Penders (Co-Founder/COO, Bloom Technologies)
Delivered at the inaugural Hyper Wellbeing Summit, 14th November 2016, Mountain View, California.
For more information including details of subsequent events, please visit http://hyperwellbeing.com
The summit was created to foster a community around an emerging industry - Wellness as a Service (WaaS). Consumer technologies, in particular wearables and mobile, are powering a consumer revolution. A revolution to turn health and wellness into platform delivered services. A revolution enabling consumer data-driven disease risk reduction. A revolution extending health care past sick care towards consumer-led lifelong health, wellness and lifestyle optimization.
WaaS newsletter sign-up http://eepurl.com/b71fdr
@hyperwellbeing
The Foundation of P4 Medicine Keynote Presentation as presented by Leroy Hood, M.D., PhD, at the Ohio State University Personalized Health Care National Conference 2010.
Biomedical big data and research clinical application for obesityHyung Jin Choi
1. What is Biomedical Big Data?
2. Biomedical Big Data
1) Genetic Data
2) Electrical Health Records
3) National Healthcare Data
4) Medical Images
5) Sensor/Mobile Data
6) Data Integration
3. Biomedical Big Data + Artificial Intelligence
4. Research/Clinical Application for Obesity
Dr. Leroy Hood lectured to a group of Ohio State University College of Medicine students and faculty on May 13, 2010 in advance of an announcement of a partnership between the Ohio State University Medical Center and the Institute for Systems Biology. The partnership will be known as
- 의료 빅데이터 - 개념 입문과 임상의사가 할 수 있는 일
빅데이터 개념 입문과
의료와 관계된 빅데이터 종류와 활용 방법
진료와 연구에 활용할 수 있는 방법을
임상의사의 관점에서 다루었습니다.
1. What is Big Data?
2. Healthcare Big Data
1) Electrical Health Records (EHR) Structured/Unstructured Data
2) Medical Images
3) National Healthcare Data
4) Behavior/Sensor Data
5) Genetic Data
3. Clinical and Research Applications
The InSiGHT-Human Variome Project Collaboration - Finlay MacraeHuman Variome Project
The International Society for Gastrointestinal Hereditary Tumours and the Human Variome Project have had a long and fruitful collaboration. Finlay Macrae, InSiGHT's Secretary spoke at the 4th Biennial Meeting of the Human Variome Project Consortium to update delegates on the progress of the collaboration and to share some of the methods that InSiGHT has used to build their organisation and their database.
Functional Genomics Journal Club presentation on the following publication:
Kuzawa, C. W., Chugani, H. T., Grossman, L. I., Lipovich, L., Muzik, O., Hof, P. R., … Lange, N. (2014). Metabolic costs and evolutionary implications of human brain development. Proceedings of the National Academy of Sciences, 111(36), 13010–13015. https://doi.org/10.1073/pnas.1323099111
Similar to "Hacking the Software for Life" - Brad Perkins (Chief Medical Officer, Human Logevity, Inc.) (20)
"Impact of front-end architecture on development cost", Viktor TurskyiFwdays
I have heard many times that architecture is not important for the front-end. Also, many times I have seen how developers implement features on the front-end just following the standard rules for a framework and think that this is enough to successfully launch the project, and then the project fails. How to prevent this and what approach to choose? I have launched dozens of complex projects and during the talk we will analyze which approaches have worked for me and which have not.
UiPath Test Automation using UiPath Test Suite series, part 4DianaGray10
Welcome to UiPath Test Automation using UiPath Test Suite series part 4. In this session, we will cover Test Manager overview along with SAP heatmap.
The UiPath Test Manager overview with SAP heatmap webinar offers a concise yet comprehensive exploration of the role of a Test Manager within SAP environments, coupled with the utilization of heatmaps for effective testing strategies.
Participants will gain insights into the responsibilities, challenges, and best practices associated with test management in SAP projects. Additionally, the webinar delves into the significance of heatmaps as a visual aid for identifying testing priorities, areas of risk, and resource allocation within SAP landscapes. Through this session, attendees can expect to enhance their understanding of test management principles while learning practical approaches to optimize testing processes in SAP environments using heatmap visualization techniques
What will you get from this session?
1. Insights into SAP testing best practices
2. Heatmap utilization for testing
3. Optimization of testing processes
4. Demo
Topics covered:
Execution from the test manager
Orchestrator execution result
Defect reporting
SAP heatmap example with demo
Speaker:
Deepak Rai, Automation Practice Lead, Boundaryless Group and UiPath MVP
Key Trends Shaping the Future of Infrastructure.pdfCheryl Hung
Keynote at DIGIT West Expo, Glasgow on 29 May 2024.
Cheryl Hung, ochery.com
Sr Director, Infrastructure Ecosystem, Arm.
The key trends across hardware, cloud and open-source; exploring how these areas are likely to mature and develop over the short and long-term, and then considering how organisations can position themselves to adapt and thrive.
Builder.ai Founder Sachin Dev Duggal's Strategic Approach to Create an Innova...Ramesh Iyer
In today's fast-changing business world, Companies that adapt and embrace new ideas often need help to keep up with the competition. However, fostering a culture of innovation takes much work. It takes vision, leadership and willingness to take risks in the right proportion. Sachin Dev Duggal, co-founder of Builder.ai, has perfected the art of this balance, creating a company culture where creativity and growth are nurtured at each stage.
JMeter webinar - integration with InfluxDB and GrafanaRTTS
Watch this recorded webinar about real-time monitoring of application performance. See how to integrate Apache JMeter, the open-source leader in performance testing, with InfluxDB, the open-source time-series database, and Grafana, the open-source analytics and visualization application.
In this webinar, we will review the benefits of leveraging InfluxDB and Grafana when executing load tests and demonstrate how these tools are used to visualize performance metrics.
Length: 30 minutes
Session Overview
-------------------------------------------
During this webinar, we will cover the following topics while demonstrating the integrations of JMeter, InfluxDB and Grafana:
- What out-of-the-box solutions are available for real-time monitoring JMeter tests?
- What are the benefits of integrating InfluxDB and Grafana into the load testing stack?
- Which features are provided by Grafana?
- Demonstration of InfluxDB and Grafana using a practice web application
To view the webinar recording, go to:
https://www.rttsweb.com/jmeter-integration-webinar
Smart TV Buyer Insights Survey 2024 by 91mobiles.pdf91mobiles
91mobiles recently conducted a Smart TV Buyer Insights Survey in which we asked over 3,000 respondents about the TV they own, aspects they look at on a new TV, and their TV buying preferences.
Slack (or Teams) Automation for Bonterra Impact Management (fka Social Soluti...Jeffrey Haguewood
Sidekick Solutions uses Bonterra Impact Management (fka Social Solutions Apricot) and automation solutions to integrate data for business workflows.
We believe integration and automation are essential to user experience and the promise of efficient work through technology. Automation is the critical ingredient to realizing that full vision. We develop integration products and services for Bonterra Case Management software to support the deployment of automations for a variety of use cases.
This video focuses on the notifications, alerts, and approval requests using Slack for Bonterra Impact Management. The solutions covered in this webinar can also be deployed for Microsoft Teams.
Interested in deploying notification automations for Bonterra Impact Management? Contact us at sales@sidekicksolutionsllc.com to discuss next steps.
Epistemic Interaction - tuning interfaces to provide information for AI supportAlan Dix
Paper presented at SYNERGY workshop at AVI 2024, Genoa, Italy. 3rd June 2024
https://alandix.com/academic/papers/synergy2024-epistemic/
As machine learning integrates deeper into human-computer interactions, the concept of epistemic interaction emerges, aiming to refine these interactions to enhance system adaptability. This approach encourages minor, intentional adjustments in user behaviour to enrich the data available for system learning. This paper introduces epistemic interaction within the context of human-system communication, illustrating how deliberate interaction design can improve system understanding and adaptation. Through concrete examples, we demonstrate the potential of epistemic interaction to significantly advance human-computer interaction by leveraging intuitive human communication strategies to inform system design and functionality, offering a novel pathway for enriching user-system engagements.
Search and Society: Reimagining Information Access for Radical FuturesBhaskar Mitra
The field of Information retrieval (IR) is currently undergoing a transformative shift, at least partly due to the emerging applications of generative AI to information access. In this talk, we will deliberate on the sociotechnical implications of generative AI for information access. We will argue that there is both a critical necessity and an exciting opportunity for the IR community to re-center our research agendas on societal needs while dismantling the artificial separation between the work on fairness, accountability, transparency, and ethics in IR and the rest of IR research. Instead of adopting a reactionary strategy of trying to mitigate potential social harms from emerging technologies, the community should aim to proactively set the research agenda for the kinds of systems we should build inspired by diverse explicitly stated sociotechnical imaginaries. The sociotechnical imaginaries that underpin the design and development of information access technologies needs to be explicitly articulated, and we need to develop theories of change in context of these diverse perspectives. Our guiding future imaginaries must be informed by other academic fields, such as democratic theory and critical theory, and should be co-developed with social science scholars, legal scholars, civil rights and social justice activists, and artists, among others.
Let's dive deeper into the world of ODC! Ricardo Alves (OutSystems) will join us to tell all about the new Data Fabric. After that, Sezen de Bruijn (OutSystems) will get into the details on how to best design a sturdy architecture within ODC.
State of ICS and IoT Cyber Threat Landscape Report 2024 previewPrayukth K V
The IoT and OT threat landscape report has been prepared by the Threat Research Team at Sectrio using data from Sectrio, cyber threat intelligence farming facilities spread across over 85 cities around the world. In addition, Sectrio also runs AI-based advanced threat and payload engagement facilities that serve as sinks to attract and engage sophisticated threat actors, and newer malware including new variants and latent threats that are at an earlier stage of development.
The latest edition of the OT/ICS and IoT security Threat Landscape Report 2024 also covers:
State of global ICS asset and network exposure
Sectoral targets and attacks as well as the cost of ransom
Global APT activity, AI usage, actor and tactic profiles, and implications
Rise in volumes of AI-powered cyberattacks
Major cyber events in 2024
Malware and malicious payload trends
Cyberattack types and targets
Vulnerability exploit attempts on CVEs
Attacks on counties – USA
Expansion of bot farms – how, where, and why
In-depth analysis of the cyber threat landscape across North America, South America, Europe, APAC, and the Middle East
Why are attacks on smart factories rising?
Cyber risk predictions
Axis of attacks – Europe
Systemic attacks in the Middle East
Download the full report from here:
https://sectrio.com/resources/ot-threat-landscape-reports/sectrio-releases-ot-ics-and-iot-security-threat-landscape-report-2024/
PHP Frameworks: I want to break free (IPC Berlin 2024)Ralf Eggert
In this presentation, we examine the challenges and limitations of relying too heavily on PHP frameworks in web development. We discuss the history of PHP and its frameworks to understand how this dependence has evolved. The focus will be on providing concrete tips and strategies to reduce reliance on these frameworks, based on real-world examples and practical considerations. The goal is to equip developers with the skills and knowledge to create more flexible and future-proof web applications. We'll explore the importance of maintaining autonomy in a rapidly changing tech landscape and how to make informed decisions in PHP development.
This talk is aimed at encouraging a more independent approach to using PHP frameworks, moving towards a more flexible and future-proof approach to PHP development.
6. CONFIDENTIAL
NOT FOR DISTRIBUTION
6
Merging Genotype with Phenotype Data
to Interpret Our Genetic Code
BIOLOGICAL DATA
INSIGHTS AND OUTCOMES
Genomics Phenotype
Computation
Diagnostics
& Therapies
Medical Care
Models
Machine
Learning
7. CONFIDENTIAL
NOT FOR DISTRIBUTION
7
• Uncovered 150 million new single
nucleotide genetic variants (SNVs),
82 million of which were novel
• Each sequenced genome contributed
more than 8,500 novel variants
• Using billions of data points, the team
mapped the invariant sites in the
genome
8. CONFIDENTIAL
NOT FOR DISTRIBUTION
8
Single Gene (Mendelian) and Genome-Wide
Association Studies (GWAS)
5% to 10% of all
cancers result from
inherited
single gene defects
• Cancers occurring at younger ages than usual
• Uncommon types of cancer
• More than one type of cancer in a single person
• More than one childhood cancer in a set of siblings
• Multiple common genetic variants contribute to risk
• Size effects are comparable to environmental factors
(e.g. 2-5 fold)
• Strong support from GWAS on tens of thousands of
individuals
Heritable Cancer (Mendelian): Mechanistic
Common Cancers (GWAS): Epidemiologic
Cancer
Risk
9. CONFIDENTIAL
NOT FOR DISTRIBUTION
9
Human Microbiome: Early But Provocative Data
•Diabetes, Type 2
•Cardiovascular disease
•Cancer
•Inflammatory Bowel Disease
•Non-Alcoholic Fatty Liver Disease
(NAFLD)
•Obesity
•Autoimmune disorders
•Autism
13. CONFIDENTIAL
NOT FOR DISTRIBUTION
13
Age-Related Diseases are Leading Causes of
Pre-Mature Mortality in US Adults, 50-74 years
* Ages 50 – 74, 2013 in USA; Adapted from Institute of Health Metrics and Evaluation, University of Washington.
http://www.healthdata.org/results/data-visualizations
MALE
30%
RISK OF DEATH*
CARDIOVASCULAR
32%
CANCER
36%
FEMALE
20%
RISK OF DEATH*
CANCER
40%
CARDIOVASCULAR
25%
NEUROLOGIC
3%
CIRRHOSIS
3%
DIABETES
6%
RESPIRATORY
7%
OTHER
13%
RESPIRATORY
10%
DIABETES
10%
CIRRHOSIS
5%
NEUROLOGIC
5%OTHER
5%
14. CONFIDENTIAL
NOT FOR DISTRIBUTION
14
Approaches to Curative and Preventive Medicine
Curative Preventive
Identify pathology Identify risk
Restore health Decrease risk
Promote individual
service ethic
Responsibility is to the
population
Clinical intervention
predominates
Behavioral and social
interventions are
prominent, accompanied by
clinical interventions
Fineberg H. JAMA 2013; 310(1):85-90
15. CONFIDENTIAL
NOT FOR DISTRIBUTION
15
Health Nucleus: PROACTIVE Curative AND
Preventive Medicine
PROACTIVE Curative AND Preventive
Identify pathology and risk
Restore health and decrease risk
Promote individual (and family/community) service ethic
Clinical, behavioral, and social interventions
16. CONFIDENTIAL
NOT FOR DISTRIBUTION
16
Multi-Modality Data Gathering
Genomics Sciences, Historical Context, Quantitative Testing
Whole-genome (30x)
Microbiome
Metabolomics
Family & Med Hx
Social
Environmental
Nutrition/Exercise
Advanced Imaging (full
body MRI, Coronary CT)
Multi-Functional Testing
Exhaustive Labs
17. CONFIDENTIAL
NOT FOR DISTRIBUTION
17
HEALTH NUCLE I CASE STUDY
150GB
OVER AN 8 HOUR DAY
Collected
Heath Data
(6-8 hr visit)
1. WHOLE BODY
• MRI (Musculoskeletal/
Lipid Analysis)
• MRI (Organ Specific
RSI)
• DEXA Scan
• In Body Biometrics
• Over 70 Laboratory
Diagnostic Tests
• 3D Forensic Imaging
2. SEQUENCING
• Whole Genome
• Metabolome
• Microbiome
3. BRAIN
• NeuroQuant® Brain MRI
• 3D T2 Brain MRI
• Diffusion MRI
• Neurocognitive Testing
• Quant. Gait Analysis
4. PULMONOLOGY
• Pulmonary Function
• Testing
5. CARDIO-Vascular
• Echo (2D, 3D, 4D)
• ECG
• CT Scan (Coronary
Calcium Scoring)
• 2 Week Ambulatory
Rhythm Testing
2
1
3
4
5
19. CONFIDENTIAL
NOT FOR DISTRIBUTION
19
Magnetic Resonance-Based Restricted Spectrum
Imaging for Early Cancer Detection
Cellularity Index
Nathan S. White et al. Cancer Res 2014;74:4638-4652
restricted
Time1/2
Displacement
RSI Model
Time
10 ms 20 ms 60 ms
20. CONFIDENTIAL
NOT FOR DISTRIBUTION
20
HEALTH NUCLE I CASE STUDY
A DYNAMIC EXPERIENCE
THAT ALLOWS YOU TO
EXPLORE YOUR HEALTH
• Review your report with
you and your physician
• Develop a personalized
healthcare strategy
• Personal avatar and
healthcare record
The Living
Avatar Report
21. CONFIDENTIAL
NOT FOR DISTRIBUTION
21
Genomic & Phenotype Findings to Identify
Disease & Predict Risk (n=209)
Cardiovascular
Genomic Risk
Mendelian GWAS*
20 (10%) 79 (38%)
Cancer
Phenotype
Findings
151 (72%)
78 (37%)3 (1%) 5 (2%)
Metabolic
Neurodegenerative
27 (13%) 24 (11%) 91 (44%)
11 (5%) 26 (12%) 4 (2%)
*Genome-Wide Association Study
Other 64 (31%) 95 (46%) 6 (3%)
Reduced Sequencing Costs: Cost of full human genome sequencing dropped from $100M (2004) to ~$1000 (2014)1
Computational Power: Per Moore’s law, on average, price per unit of computing is halved every 24 months2
Machine Learning: Machine learning becomes mainstream due to quality breakthroughs and the exponential increase in data availability
Cellular Therapies: ~5% of newborns have their cord blood stem cells banked each year – with 5 new cell therapies approved in the same timeframe.4
HLI will enable people to live longer, healthier lives by creating the World’s best knowledge solution to help life sciences companies quickly unlock the power of integrated genomics data to accelerate the path to cure, physicians to practice every day precision medicine, and consumers to be empowered to make sense of their biology and identify new cures in real time.
1. http://www.forbes.com/sites/matthewherper/2014/01/14/the-1000-genome-arrives-for-real-this-time/
2. Mooreslaw.org
3. TBD
4. A Jain PharmaBiotech Report, Sept 2014 ( Cell Therapy Part II: Markets, Companies & Academic Institutions; Page Table 10:6)
It is esimated that by the end of 2014, over 228,000 full human genomes will be sequenced.4
4. Global Genomse Sequenced: source: http://www.technologyreview.com/news/531091/emtech-illumina-says-228000-human-genomes-will-be-sequenced-this-year/
Notice the limitations
Restriction Spectrum Imaging is an advanced diffusion MRI technique for probing tissue microstructure in vivo. At short diffusion times (< 10 ms), diffusion MRI signals are dominated by the intrinsic diffusion constants of intracellular / extracellular compartments. At long diffusion times relevant to typical clinical MRI systems (50-100 ms) water molecules probe much larger length scales and displacements reflect local geometry and characteristics of tissue compartments. RSI is a novel model-based diffusion method to separate diffusion compartments with different size scales and geometries. Shown here is the separation of hindered extracellular water from restricted water trapped within spherical cell bodies. The volume fraction of the spherically restricted water is used as a quantitative surrogate measure of tumor cellularity.
The methods are described in
http://www.ncbi.nlm.nih.gov/pubmed/23169482
http://www.ncbi.nlm.nih.gov/pubmed/25183788
