DETECTALL SEMX WITH RULES AND REGULATIONS
- 1. Detect-ALL .
- 2. . According to the World Health Organization (WHO), there are over 200,000 new cases of acute lymphoblastic leukemia (ALL) worldwide each year with the recovery rate dropping to more than 40% due to high relapse rate and delayed diagnosis. (Cancer.org) Problem Statement
- 3. Problem Solution Revolutionize leukemia detection and treatment with our ML-based app. Improve accuracy and accessibility with sequencing analysis for personalized treatment options, all secured with blockchain technology.
- 4. Use of ML in ALL detection Bulk data can be analyzed easily and a trained machine can identify patterns not immediately recognizable by pathologists Quick and Precise Reduces Subjectivity It reduces the chances of cancer based false positives, or variabilities in results. Accuracy and Priority Using techniques like imaging, followed by DE analysis increases the accuracy, and doctors can be given a priority list based on which patient should be treated first.
- 5. Workflow of our system
- 6. The DETECT-ALL Application 94% Accuracy The app returns a high accuracy against test images Stages Can detect 4 different stages of ALL External Factors The app will change the predictions based on factors like age and smoking $DALL Each test report requires a certain number of coins ($DALL) Mainstream Rather than complex tests, this app can work with simple blood smears Integration It can be integrated with a microscope camera for real time detection
- 7. The DETECT- ALL Application Here are some screenshots of the application
- 8. The DETECT-ALL RNA-Seq (EasyGuard) application DE Analysis This app will process the data from biopsies and give a list of DE genes. Thorough Analysis The app can analyze in a detailed form using the DNASeq 2 or bayplyr packages Visualization Heatmap, Principal Component Analysis, MA plots, and Correlation Plots to make data visualization easy ID Swap The app can swap different IDs from different databases to the real gene names. Orthology We can find and compare orthologous genes Data Retrieval All the normalized data or any other graphical data can be received in the csv format
- 9. EasyGuard Application Here are some screenshots of the application
- 10. Market Outlook . 9.5% USD 9.5 billion USD 20.77 billion CAGR ( Compound Annual Growth Rate) In 2022, the global leukemia diagnostic market size Expected projection by 2026 https://www.businesswire.com/news/home/20220912005443/en/Leukemia-Therapeutics-Global-Market-Repor t-2022-A-20-Billion-Market-in-2026---Long-term-Forecast-to-2031---ResearchAndMarkets.com#:~:text=The%20 global%20leukemia%20therapeutics%20market,at%20a%20CAGR%20of%207.99%25
- 11. Painful conventional method, costly Time-consuming Rapid Test Painless, Cost effective Easy to access and use Higher true positive results High accuracy of 94% Greater accessibility, Simplified system interface Data Collection
- 12. Target Audience Hospitals We are only targeting the B2B marketing Diagnostic Centres Clinics
- 13. Competitors . Companies Disease Diagnosis Panakeia Breast cancer MultiplAI Health Cardiovascular disorders Biotome Stomach cancer More-Than-Mild Although, there are few companies which focuses on early detection of diseases using ML, yet OUR IDEA, early detection of Acute Lymphoblastic Leukemia (ALL) using ML, is one of its kind.
- 14. Validation & Feasibility Accuracy: We trained using 10,000+ datasets and got an accuracy of 94% Availability of data: We used data from a wide range of patients suffering from ALL and healthy people to recognize patterns in different populations. Cost of Developing and Maintaining the App: $10 per month for domain charges. Variable prices for maintenance/updates
- 15. Timeline Identify the problem Design a solution Gather data Design a solution Develop a ML model Train and evaluate the model Develop an app Test the app Market the app Monitor and improve the app 1 2 3 5 6 7 8 9 10 4
- 16. CREDITS: This presentation template was created by Slidesgo, including icons by Flaticon and infographics & images by Freepik Thank You Do you have any questions? youremail@freepik.com +91 620 421 838 yourcompany.com Please keep this slide for attribution https://acute-lymphoblastic-leukemia-detector.webflo w.io/