OmicsLogic Inc

OmicsLogic Inc Deciphering Omics Data with Precision and Pioneering Data Science to Unveil the Language of Life.

We facilitate your entire research journey, providing custom-built tools and software solutions tailored to meet your specific research needs. Pine Biotech was established to bring computational big-data analysis tools to the Agrotech and Biotech industries to address industry-specific challenges.

๐๐ข๐จ๐ฅ๐จ๐ ๐ข๐œ๐š๐ฅ ๐ง๐ž๐ฎ๐ซ๐จ๐ง๐ฌ ๐š๐ง๐ ๐š๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐ข๐š๐ฅ ๐ง๐ž๐ฎ๐ซ๐š๐ฅ ๐ง๐ž๐ญ๐ฐ๐จ๐ซ๐ค๐ฌ ๐ฆ๐š๐ฒ ๐›๐ž ๐๐ข๐Ÿ๐Ÿ๐ž๐ซ๐ž๐ง๐ญ, ๐›๐ฎ๐ญ ๐›๐จ๐ญ๐ก ๐š๐ซ๐ž ๐›๐ฎ๐ข๐ฅ๐ญ ๐š๐ซ๐จ๐ฎ๐ง๐ ๐ญ๐ก๐ž ๐ข๐๐ž๐š ๐จ๐Ÿ ๐ฉ๐ซ๐จ๐œ๐ž๐ฌ๐ฌ๐ข๐ง๐  ๐ข๐ง๐Ÿ...
08/30/2026

๐๐ข๐จ๐ฅ๐จ๐ ๐ข๐œ๐š๐ฅ ๐ง๐ž๐ฎ๐ซ๐จ๐ง๐ฌ ๐š๐ง๐ ๐š๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐ข๐š๐ฅ ๐ง๐ž๐ฎ๐ซ๐š๐ฅ ๐ง๐ž๐ญ๐ฐ๐จ๐ซ๐ค๐ฌ ๐ฆ๐š๐ฒ ๐›๐ž ๐๐ข๐Ÿ๐Ÿ๐ž๐ซ๐ž๐ง๐ญ, ๐›๐ฎ๐ญ ๐›๐จ๐ญ๐ก ๐š๐ซ๐ž ๐›๐ฎ๐ข๐ฅ๐ญ ๐š๐ซ๐จ๐ฎ๐ง๐ ๐ญ๐ก๐ž ๐ข๐๐ž๐š ๐จ๐Ÿ ๐ฉ๐ซ๐จ๐œ๐ž๐ฌ๐ฌ๐ข๐ง๐  ๐ข๐ง๐Ÿ๐จ๐ซ๐ฆ๐š๐ญ๐ข๐จ๐ง ๐ญ๐ก๐ซ๐จ๐ฎ๐ ๐ก ๐ข๐ง๐ญ๐ž๐ซ๐œ๐จ๐ง๐ง๐ž๐œ๐ญ๐ž๐ ๐ฎ๐ง๐ข๐ญ๐ฌ.

Understanding artificial neural networks is an important step toward learning how machine learning can be used alongside bioinformatics, computational biology, and systems biology to analyze biological big data.

๐Ÿงฌ In our ๐Ÿ•-๐–๐ž๐ž๐ค ๐‹๐ข๐ฏ๐ž ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ: ๐‚๐จ๐ฆ๐ฉ๐ฎ๐ญ๐š๐ญ๐ข๐จ๐ง๐š๐ฅ ๐ˆ๐ง๐ญ๐ž๐ฅ๐ฅ๐ข๐ ๐ž๐ง๐œ๐ž ๐Ÿ๐จ๐ซ ๐‹๐ข๐Ÿ๐ž ๐’๐œ๐ข๐ž๐ง๐ญ๐ข๐ฌ๐ญ๐ฌ, you'll explore:

โœ… Bioinformatics, computational biology, systems biology, and omics
โœ… Biological big data, experimental design, and public datasets
โœ… Machine learning, artificial neural networks, and deep learning
โœ… Biomarker discovery, network inference, and drug target discovery
โœ… Generative AI, LLMs, retrieval-augmented generation, and agentic AI workflows

๐Ÿ’ป ๐‡๐š๐ง๐๐ฌ-๐จ๐ง ๐ž๐ฑ๐ž๐ซ๐œ๐ข๐ฌ๐ž๐ฌ ๐ข๐ง๐œ๐ฅ๐ฎ๐๐ž: Interpreting model performance outputs, analyzing public datasets, interpreting ranked biomarker outputs, prioritizing candidate targets, and designing a safe AI-assisted biomedical workflow.

๐Ÿ”— ๐—™๐—ผ๐—ฟ ๐—บ๐—ผ๐—ฟ๐—ฒ ๐—ถ๐—ป๐—ณ๐—ผ๐—ฟ๐—บ๐—ฎ๐˜๐—ถ๐—ผ๐—ป ๐—ผ๐—ป ๐—ฝ๐—ฟ๐—ผ๐—ด๐—ฟ๐—ฎ๐—บ ๐˜€๐˜๐—ฟ๐˜‚๐—ฐ๐˜๐˜‚๐—ฟ๐—ฒ, ๐—ฐ๐˜‚๐—ฟ๐—ฟ๐—ถ๐—ฐ๐˜‚๐—น๐˜‚๐—บ, ๐—ฎ๐—ป๐—ฑ ๐˜๐—ฟ๐—ฎ๐—ถ๐—ป๐—ถ๐—ป๐—ด ๐—ฟ๐—ฒ๐˜€๐—ผ๐˜‚๐—ฟ๐—ฐ๐—ฒ๐˜€, ๐—ฟ๐—ฒ๐—ด๐—ถ๐˜€๐˜๐—ฒ๐—ฟ ๐—ต๐—ฒ๐—ฟ๐—ฒ: https://forms.gle/qrHxGpAna2MGdgbHA

๐ŸŽ‰๐ˆ๐ง๐ญ๐ซ๐จ๐๐ฎ๐œ๐ข๐ง๐  ๐Ž๐ฎ๐ซ ๐๐ž๐ฐ๐ž๐ฌ๐ญ ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐Ÿ‘-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค ๐๐ข๐จ๐ฅ๐จ๐ ๐ฒ & ๐ƒ๐ซ๐ฎ๐  ๐‘๐ž๐ฉ๐ฎ๐ซ๐ฉ๐จ๐ฌ๐ข๐ง๐  ๐ฐ๐ข๐ญ๐ก ๐Œ๐ฎ๐ฅ๐ญ๐ข-๐Ž๐ฆ๐ข๐œ๐ฌ!...
08/30/2026

๐ŸŽ‰๐ˆ๐ง๐ญ๐ซ๐จ๐๐ฎ๐œ๐ข๐ง๐  ๐Ž๐ฎ๐ซ ๐๐ž๐ฐ๐ž๐ฌ๐ญ ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐Ÿ‘-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐๐ž๐ญ๐ฐ๐จ๐ซ๐ค ๐๐ข๐จ๐ฅ๐จ๐ ๐ฒ & ๐ƒ๐ซ๐ฎ๐  ๐‘๐ž๐ฉ๐ฎ๐ซ๐ฉ๐จ๐ฌ๐ข๐ง๐  ๐ฐ๐ข๐ญ๐ก ๐Œ๐ฎ๐ฅ๐ญ๐ข-๐Ž๐ฆ๐ข๐œ๐ฌ! ๐Ÿงฌ๐Ÿ’Š

From disease networks to ranked repurposing candidates โ€” this workshop takes you through a complete, real-world drug repurposing pipeline using a triple-negative breast cancer case study built on TCGA-BRCA data. ๐Ÿงซ

Over three days, you'll build proteinโ€“protein interaction networks from differential expression data, detect disease modules, integrate somatic mutation evidence, and prioritize candidate genes โ€” before applying three drug-repurposing strategies: drugโ€“target mapping, transcriptomic signature reversal, and network proximity scoring. ๐Ÿ•ธ๏ธ

Hands-on with Cytoscape, STRING, MCODE, NetworkX, cBioPortal, DGIdb, Open Targets, and CMap/LINCS โ€” you'll walk away with practical experience turning multi-omics evidence into a ranked list of repurposing candidates. ๐Ÿ“Š

โœจ By the end, you'll confidently build disease networks, prioritize targets using multi-omics evidence, and generate a ranked drug-repurposing candidate list backed by multiple lines of evidence.

๐Ÿ“… ๐ƒ๐š๐ญ๐ž: October 5 - October 9, 2026
๐Ÿ•’ ๐“๐ข๐ฆ๐ž: 7:00 PM IST | 8:30 AM CDT
๐ŸŽ“ ๐…๐จ๐ซ๐ฆ๐š๐ญ: Live + Hands-on

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ ๐ก๐ž๐ซ๐ž: https://forms.gle/FpZjGExwJm9XWpKp9

๐Ÿงฌ What can 16S rRNA sequencing tell us about a microbial community?Metagenomics lets us study microbial communities with...
08/30/2026

๐Ÿงฌ What can 16S rRNA sequencing tell us about a microbial community?

Metagenomics lets us study microbial communities without isolating and culturing individual organisms. One widely used approach is 16S rRNA gene sequencing, which targets conserved regions of the bacterial and archaeal 16S rRNA gene to profile the microorganisms present in a sample.

From sample preparation to sequencing and bioinformatics analysis, the workflow can help answer questions such as:

๐Ÿ”น Which microorganisms are present?
๐Ÿ”น How diverse is the microbial community?
๐Ÿ”น How does community composition differ between samples?
๐Ÿ”น Which taxa are associated with a particular environment or condition?

๐Ÿงช 16S rRNA sequencing + bioinformatics = a powerful way to explore microbial diversity and community structure.

๐Ÿฆ ๐Ÿงฌ ๐–๐š๐ง๐ญ ๐ญ๐จ ๐ฅ๐ž๐š๐ซ๐ง ๐ญ๐ก๐ž ๐œ๐จ๐ฆ๐ฉ๐ฅ๐ž๐ญ๐ž ๐Ÿ๐Ÿ”๐’ ๐ฆ๐ข๐œ๐ซ๐จ๐›๐ข๐จ๐ฆ๐ž ๐ฐ๐จ๐ซ๐ค๐Ÿ๐ฅ๐จ๐ฐ?

Join ๐Œ๐ข๐œ๐ซ๐จ๐›๐ข๐จ๐ฆ๐ž ๐๐ซ๐จ: ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐ž๐ ๐๐ž๐ง๐œ๐ก-๐ญ๐จ-๐ƒ๐š๐ญ๐š ๐“๐ซ๐š๐ข๐ง๐ข๐ง๐ , a 6-session practical program by ๐Ž๐ฆ๐ข๐œ๐ฌ๐‹๐จ๐ ๐ข๐œ ร— ร—

Learn the journey from ๐ฌ๐š๐ฆ๐ฉ๐ฅ๐ž ๐ฉ๐ซ๐ž๐ฉ๐š๐ซ๐š๐ญ๐ข๐จ๐ง & ๐ฌ๐ž๐ช๐ฎ๐ž๐ง๐œ๐ข๐ง๐  to ๐…๐€๐’๐“๐ ๐š๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ, ๐๐ˆ๐ˆ๐Œ๐„๐Ÿ, ๐ƒ๐€๐ƒ๐€๐Ÿ, ๐ญ๐š๐ฑ๐จ๐ง๐จ๐ฆ๐ข๐œ ๐ฉ๐ซ๐จ๐Ÿ๐ข๐ฅ๐ข๐ง๐ , ๐๐ข๐ฏ๐ž๐ซ๐ฌ๐ข๐ญ๐ฒ ๐š๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ, and ๐›๐ข๐จ๐ฅ๐จ๐ ๐ข๐œ๐š๐ฅ ๐ข๐ง๐ญ๐ž๐ซ๐ฉ๐ซ๐ž๐ญ๐š๐ญ๐ข๐จ๐ง.

๐Ÿ“… ๐’๐ž๐ฉ๐ญ๐ž๐ฆ๐›๐ž๐ซ ๐Ÿ๐Ÿ– โ€“ ๐Ž๐œ๐ญ๐จ๐›๐ž๐ซ ๐Ÿ๐Ÿ, ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”
๐Ÿ•’ ๐Ÿ•:๐ŸŽ๐ŸŽ ๐๐Œ ๐ˆ๐’๐“ | ๐‹๐ข๐ฏ๐ž ๐Ž๐ง๐ฅ๐ข๐ง๐ž + ๐‡๐š๐ง๐๐ฌ-๐จ๐ง ๐ƒ๐ž๐ฆ๐จ๐ง๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ

๐ŸŽ“ ๐Ž๐ฉ๐ž๐ง ๐ญ๐จ: Students, researchers, PhD scholars, faculty, laboratory professionals, bioinformaticians, and life science professionals.

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ: https://forms.gle/7772osocGGt99JAY9

๐Ÿš€ ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐๐จ๐ฐ ๐Ž๐ฉ๐ž๐ง | โœจ ๐Ÿ’-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐ƒ๐ž๐ž๐ฉ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐Ÿ๐จ๐ซ ๐๐ฎ๐ฅ๐ค ๐‘๐๐€-๐’๐ž๐ช ๐‚๐š๐ง๐œ๐ž๐ซ ๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐งThis en...
08/30/2026

๐Ÿš€ ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐๐จ๐ฐ ๐Ž๐ฉ๐ž๐ง | โœจ ๐Ÿ’-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐ƒ๐ž๐ž๐ฉ ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐Ÿ๐จ๐ซ ๐๐ฎ๐ฅ๐ค ๐‘๐๐€-๐’๐ž๐ช ๐‚๐š๐ง๐œ๐ž๐ซ ๐‚๐ฅ๐š๐ฌ๐ฌ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง

This end-to-end, mentor-guided workshop is designed to help you confidently build, evaluate, and interpret machine learning and deep learning models for bulk RNA-Seq cancer classification. Work with real TCGA transcriptomics datasets while learning when deep learning provides meaningful advantages over classical machine learning approaches.

๐–๐ก๐š๐ญ ๐ฒ๐จ๐ฎโ€™๐ฅ๐ฅ ๐ฐ๐จ๐ซ๐ค ๐จ๐ง:
๐Ÿงฌ Understand bulk RNA-Seq data, TCGA datasets, and cancer classification workflows
๐Ÿค– Build and compare Logistic Regression, ElasticNet, XGBoost, and neural network models
๐Ÿง  Explore autoencoders, pathway-informed neural networks, BulkRNABert, and SHAP-based model interpretation
๐Ÿ“Š Evaluate model performance using evidence-based benchmarking and best practices
๐ŸŽฏ Learn how to select the right machine learning or deep learning approach for real-world transcriptomics studies

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ ๐ก๐ž๐ซ๐ž: https://forms.gle/M9d7EpRgnPXDWfVx6

๐ŸŽฏ ๐ˆ๐๐ž๐š๐ฅ ๐Ÿ๐จ๐ซ graduate students, PhD scholars, researchers, bioinformaticians, computational biologists, and data scientists looking to build practical skills in AI-driven cancer transcriptomics.

๐Ÿงซ๐Ÿ”ฌ ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐๐จ๐ฐ ๐Ž๐ฉ๐ž๐ง: ๐Ÿ’-๐ƒ๐š๐ฒ ๐–๐ž๐ญ-๐‹๐š๐› ๐ญ๐จ ๐ƒ๐ซ๐ฒ-๐‹๐š๐› ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐Œ๐ข๐œ๐ซ๐จ๐›๐ข๐š๐ฅ ๐ˆ๐๐ž๐ง๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐›๐ฒ ๐’๐š๐ง๐ ๐ž๐ซ ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ข๐ง๐ ๐†๐ž๐ง๐ž๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ž ...
08/30/2026

๐Ÿงซ๐Ÿ”ฌ ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐๐จ๐ฐ ๐Ž๐ฉ๐ž๐ง: ๐Ÿ’-๐ƒ๐š๐ฒ ๐–๐ž๐ญ-๐‹๐š๐› ๐ญ๐จ ๐ƒ๐ซ๐ฒ-๐‹๐š๐› ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐Œ๐ข๐œ๐ซ๐จ๐›๐ข๐š๐ฅ ๐ˆ๐๐ž๐ง๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ข๐จ๐ง ๐›๐ฒ ๐’๐š๐ง๐ ๐ž๐ซ ๐’๐ž๐ช๐ฎ๐ž๐ง๐œ๐ข๐ง๐ 

๐†๐ž๐ง๐ž๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ž ๐ƒ๐ข๐š๐ ๐ง๐จ๐ฌ๐ญ๐ข๐œ๐ฌ ๐š๐ง๐ ๐‘๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก ๐‚๐ž๐ง๐ญ๐ซ๐ž ๐๐ฏ๐ญ. ๐‹๐ญ๐. and ๐Ž๐ฆ๐ข๐œ๐ฌ๐‹๐จ๐ ๐ข๐œ have come together to deliver a unique collaborative workshop that combines hands-on laboratory training with practical bioinformatics analysis.

๐Ÿ“Œ ๐–๐ก๐š๐ญ ๐˜๐จ๐ฎโ€™๐ฅ๐ฅ ๐‹๐ž๐š๐ซ๐ง
๐Ÿงช DNA extraction, PCR amplification & sample preparation
๐Ÿงฌ Sanger sequencing workflow & chromatogram generation
๐Ÿ’ป Trace quality assessment & consensus sequence assembly
๐Ÿ” Microbial identification using NCBI BLAST
๐ŸŒณ Multiple sequence alignment & phylogenetic analysis
๐Ÿ“Š Biological interpretation of sequencing results

๐ŸŽ“ ๐–๐ก๐จ ๐’๐ก๐จ๐ฎ๐ฅ๐ ๐€๐ญ๐ญ๐ž๐ง๐?

Undergraduate (final year), postgraduate & PhD students, researchers, faculty members, laboratory professionals, and life science enthusiasts looking to gain practical experience in microbial identification and Sanger sequencing.

๐Ÿ“… ๐ƒ๐š๐ญ๐ž๐ฌ: September 7โ€“10, 2026
๐Ÿ“ ๐…๐จ๐ซ๐ฆ๐š๐ญ: Wet-Lab (Ahmedabad) + Online Dry-Lab | Dry-Lab Only Option Available

๐Ÿ”— ๐‘น๐’†๐’ˆ๐’Š๐’”๐’•๐’†๐’“ ๐’‰๐’†๐’“๐’†: https://forms.gle/isPxrbmqbVqCqUsz6

๐Ÿš€ Limited seats available for the Wet-Lab component. Register early to avail the Early Bird discount!

๐Ÿšจ๐Ÿ’-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐’๐ข๐ง๐ ๐ฅ๐ž-๐‚๐ž๐ฅ๐ฅ ๐‘๐๐€-๐’๐ž๐ช ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ! ๐Ÿงฌ๐Ÿ’ปStep beyond basic clustering and uncover the dyn...
08/30/2026

๐Ÿšจ๐Ÿ’-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ ๐จ๐ง ๐’๐ข๐ง๐ ๐ฅ๐ž-๐‚๐ž๐ฅ๐ฅ ๐‘๐๐€-๐’๐ž๐ช ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ! ๐Ÿงฌ๐Ÿ’ป

Step beyond basic clustering and uncover the dynamic life of cells. This intensive workshop focuses on trajectory inference, pseudotime analysis, and cellโ€“cell communication, helping you decode how cells transition, differentiate, and signal within complex biological systems. ๐Ÿ“Š

Over four days, youโ€™ll work hands-on with real datasets and R-based workflows including Seurat, Monocle3, and CellChat, building a complete scRNA-seq analysis pipeline from preprocessing to integrated biological interpretation.

โœจ By the end, youโ€™ll confidently execute Monocle3 and CellChat workflows, interpret lineage structures, identify trajectory-associated genes, and generate publication-ready visualizations.

๐Ÿ“… ๐ƒ๐š๐ญ๐ž: September 21 - September 24, 2026
๐Ÿ•’ ๐“๐ข๐ฆ๐ž: 7:00 PM IST | 8:30 AM CDT
๐ŸŽ“ ๐…๐จ๐ซ๐ฆ๐š๐ญ: Live + Hands-on Demonstrations

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ ๐ก๐ž๐ซ๐ž: https://forms.gle/saBFdCSN5r3ACqDi8

Every successful drug begins with the right balance โš–๏ธFrom solubility and permeability to toxicity and drug-likeness, th...
08/30/2026

Every successful drug begins with the right balance โš–๏ธ

From solubility and permeability to toxicity and drug-likeness, these core properties shape how a compound behaves inside the body and determine whether it can become a safe and effective therapeutic candidate. ๐Ÿงฌ๐Ÿ’Š

Understanding these fundamentals is key to modern drug discovery, where molecular science, machine learning, and AI are increasingly working together to accelerate research and improve decision-making. ๐Ÿš€

โœจ๐Ÿ“Š Explore these concepts in greater depth through our ๐Ÿ‘-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐๐ซ๐ž๐๐ข๐œ๐ญ ๐๐ž๐Ÿ๐จ๐ซ๐ž ๐˜๐จ๐ฎ ๐’๐ฒ๐ง๐ญ๐ก๐ž๐ฌ๐ข๐ณ๐ž: ๐Œ๐š๐œ๐ก๐ข๐ง๐ž ๐‹๐ž๐š๐ซ๐ง๐ข๐ง๐  ๐Ÿ๐จ๐ซ ๐Œ๐จ๐ฅ๐ž๐œ๐ฎ๐ฅ๐š๐ซ ๐๐ซ๐จ๐ฉ๐ž๐ซ๐ญ๐ข๐ž๐ฌ & ๐€๐ƒ๐Œ๐„๐“

Learn how ๐€๐ˆ ๐š๐ง๐ ๐ฆ๐š๐œ๐ก๐ข๐ง๐ž ๐ฅ๐ž๐š๐ซ๐ง๐ข๐ง๐  are used in modern drug discovery through a beginner-friendly, mentor-guided workshop. ๐Ÿ”ฌ๐Ÿ’Š

๐Ÿงช ๐˜๐จ๐ฎโ€™๐ฅ๐ฅ ๐–๐จ๐ซ๐ค ๐–๐ข๐ญ๐ก:
โ€ข ๐‘๐ƒ๐Š๐ข๐ญ & ๐ƒ๐ž๐ž๐ฉ๐‚๐ก๐ž๐ฆ for molecular analysis
โ€ข AI-powered ๐ฉ๐ซ๐จ๐ฉ๐ž๐ซ๐ญ๐ฒ & ๐€๐ƒ๐Œ๐„๐“ ๐ฉ๐ซ๐ž๐๐ข๐œ๐ญ๐ข๐จ๐ง
โ€ข ๐Œ๐จ๐ฅ๐ž๐œ๐ฎ๐ฅ๐š๐ซ ๐ฌ๐ข๐ฆ๐ข๐ฅ๐š๐ซ๐ข๐ญ๐ฒ and no-code tools
โ€ข Prediction ๐ฌ๐œ๐จ๐ซ๐ž๐ฌ, ๐œ๐จ๐ง๐Ÿ๐ข๐๐ž๐ง๐œ๐ž & ๐ฅ๐ข๐ฆ๐ข๐ญ๐š๐ญ๐ข๐จ๐ง๐ฌ

๐Ÿ“… ๐’๐ž๐ฉ ๐Ÿ๐Ÿ– โ€“ ๐Ÿ‘๐ŸŽ, ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”
๐Ÿ•’ ๐Ÿ—:๐Ÿ‘๐ŸŽ ๐๐Œ ๐ˆ๐’๐“ | ๐Ÿ๐Ÿ:๐ŸŽ๐ŸŽ ๐€๐Œ ๐‚๐ƒ๐“
๐Ÿ‘ฅ ๐…๐จ๐ซ: Students, researchers & life science professionals

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ: https://forms.gle/bntZVsbD7mS5cPn89

๐Ÿ“Œ Part of the ๐€๐ˆ ๐ƒ๐ซ๐ฎ๐  ๐ƒ๐ข๐ฌ๐œ๐จ๐ฏ๐ž๐ซ๐ฒ ๐๐ซ๐š๐œ๐ญ๐ข๐ญ๐ข๐จ๐ง๐ž๐ซ ๐‚๐ž๐ซ๐ญ๐ข๐Ÿ๐ข๐œ๐š๐ญ๐ž ๐๐ซ๐จ๐ ๐ซ๐š๐ฆ. Join this workshop individually or enroll in the complete series.

Variant calling produces VCF files, but downstream cancer genomics analyses often require a different format: MAF (Mutat...
08/30/2026

Variant calling produces VCF files, but downstream cancer genomics analyses often require a different format: MAF (Mutation Annotation Format).

Converting VCF to MAF helps organize and standardize somatic variant data for downstream analysis, including mutation profiling, variant annotation, and visualization of genomic alterations.

Understanding this conversion is an important step in moving from raw variant calls to interpretable cancer genomics insights. ๐Ÿ”ฌ

Want to learn how to process and analyze cancer genomics data?๐Ÿงฌ๐Ÿงช ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ซ๐š๐ญ๐ข๐จ๐ง๐ฌ ๐Ž๐ฉ๐ž๐ง: ๐Ÿ•-๐ƒ๐š๐ฒ ๐ˆ๐ง๐ญ๐ž๐ ๐ซ๐š๐ญ๐ž๐ ๐‚๐š๐ง๐œ๐ž๐ซ ๐๐ข๐จ๐ฅ๐จ๐ ๐ฒ & ๐†๐ž๐ง๐จ๐ฆ๐ข๐œ๐ฌ ๐๐จ๐จ๐ญ๐œ๐š๐ฆ๐ฉ

Join ๐Ž๐ฆ๐ข๐œ๐ฌ๐‹๐จ๐ ๐ข๐œ ร— ๐ˆ๐‚๐’๐‘ for a hands-on hybrid training program connecting cancer biology, molecular experiments & cancer genomics.

๐Ÿ”ฌ ๐‹๐ž๐š๐ซ๐ง: Cancer cell culture, drug-response assays, DNA/RNA workflows, PCR & qPCR
๐Ÿ’ป ๐„๐ฑ๐ฉ๐ฅ๐จ๐ซ๐ž: Cancer genomics databases, variant annotation, MAF analysis & mutation profiling
๐Ÿ“Š ๐€๐ฉ๐ฉ๐ฅ๐ฒ: Integrate experimental and genomic data through a hands-on capstone analysis

๐Ÿ“… ๐Ž๐œ๐ญ๐จ๐›๐ž๐ซ ๐Ÿ๐Ÿ” โ€“ ๐๐จ๐ฏ๐ž๐ฆ๐›๐ž๐ซ ๐Ÿ‘, ๐Ÿ๐ŸŽ๐Ÿ๐Ÿ”
๐Ÿ“ ๐ƒ๐š๐ฒ๐ฌ ๐Ÿโ€“๐Ÿ‘: On-site at ICSR, Indore | ๐ƒ๐š๐ฒ๐ฌ ๐Ÿ’โ€“๐Ÿ•: Online
๐ŸŽ“ ๐๐ž๐ ๐ข๐ง๐ง๐ž๐ซโ€“๐ˆ๐ง๐ญ๐ž๐ซ๐ฆ๐ž๐๐ข๐š๐ญ๐ž | ๐Ÿ‘๐ŸŽ-๐ƒ๐š๐ฒ ๐“๐ž๐œ๐ก๐ง๐ข๐œ๐š๐ฅ ๐’๐ฎ๐ฉ๐ฉ๐จ๐ซ๐ญ
๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ: https://forms.gle/yJGCv5nV4akLiaUJ8

๐ŸŽฏ ๐๐ฎ๐ข๐ฅ๐ ๐ฉ๐ซ๐š๐œ๐ญ๐ข๐œ๐š๐ฅ ๐ฌ๐ค๐ข๐ฅ๐ฅ๐ฌ ๐š๐œ๐ซ๐จ๐ฌ๐ฌ ๐ฐ๐ž๐ญ-๐ฅ๐š๐› & ๐๐ซ๐ฒ-๐ฅ๐š๐› ๐œ๐š๐ง๐œ๐ž๐ซ ๐ซ๐ž๐ฌ๐ž๐š๐ซ๐œ๐ก.

โœจ ๐Ÿ‘-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐’๐ก๐จ๐ญ๐ ๐ฎ๐ง ๐Œ๐ž๐ญ๐š๐ ๐ž๐ง๐จ๐ฆ๐ข๐œ๐ฌ ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌThis end-to-end, mentor-guided workshop is designed ...
08/30/2026

โœจ ๐Ÿ‘-๐ƒ๐š๐ฒ ๐‡๐š๐ง๐๐ฌ-๐Ž๐ง ๐Ž๐ง๐ฅ๐ข๐ง๐ž ๐–๐จ๐ซ๐ค๐ฌ๐ก๐จ๐ฉ: ๐’๐ก๐จ๐ญ๐ ๐ฎ๐ง ๐Œ๐ž๐ญ๐š๐ ๐ž๐ง๐จ๐ฆ๐ข๐œ๐ฌ ๐ƒ๐š๐ญ๐š ๐€๐ง๐š๐ฅ๐ฒ๐ฌ๐ข๐ฌ

This end-to-end, mentor-guided workshop is designed to help you confidently analyze shotgun metagenomics data, transforming raw sequencing reads into actionable taxonomic and functional insights using industry-standard, read-based workflows applied to real biological datasets.

๐–๐ก๐š๐ญ ๐ฒ๐จ๐ฎโ€™๐ฅ๐ฅ ๐ฐ๐จ๐ซ๐ค ๐จ๐ง:

๐ŸงฌUnderstand the core concepts of shotgun metagenomics and how it differs from 16S profiling
๐Ÿ”„ Execute a complete read-based pipeline: QC, host removal, taxonomy & functional profiling
๐Ÿงช Hands-on taxonomic analysis using KneadData, Kraken2 & Bracken
๐Ÿง  Functional pathway analysis with HUMAnN and biological interpretation
๐Ÿ“Š Multi-sample normalization, visualization & reporting best practices

๐Ÿ”— ๐‘๐ž๐ ๐ข๐ฌ๐ญ๐ž๐ซ ๐ก๐ž๐ซ๐ž: https://forms.gle/ccZdcnEBYUZTgevBA

๐ŸŽฏ Ideal for students, researchers, clinicians & professionals entering microbiome and metagenomics research

๐Ÿงฌ Global vs Targeted Metabolomics in Clinical ResearchMetabolomics can help capture the biochemical changes associated w...
08/30/2026

๐Ÿงฌ Global vs Targeted Metabolomics in Clinical Research

Metabolomics can help capture the biochemical changes associated with disease, treatment, and patient response. Two complementary approaches are widely used: global (untargeted) and targeted metabolomics.

๐Ÿ”ฌ Global metabolomics profiles a broad range of metabolites, helping researchers discover previously unknown metabolic patterns and potential biomarkers.

๐ŸŽฏ Targeted metabolomics focuses on a defined set of metabolites, enabling more precise and quantitative measurement of biologically relevant compounds.

Together, these approaches support biomarker discovery, disease characterization, treatment monitoring, and a better understanding of individual metabolic variation, making them valuable tools in clinical metabolomics.

Want to learn how metabolomics data can be translated into meaningful clinical insights?

Bridge the gap between ๐›๐ข๐จ๐ฅ๐จ๐ ๐ข๐œ๐š๐ฅ ๐๐ข๐ฌ๐œ๐จ๐ฏ๐ž๐ซ๐ฒ ๐š๐ง๐ ๐ซ๐ž๐š๐ฅ-๐ฐ๐จ๐ซ๐ฅ๐ ๐๐ข๐š๐ ๐ง๐จ๐ฌ๐ญ๐ข๐œ๐ฌ with a 1-month online certificate program in ๐‚๐ฅ๐ข๐ง๐ข๐œ๐š๐ฅ ๐๐ซ๐จ๐ญ๐ž๐จ๐ฆ๐ข๐œ๐ฌ & ๐Œ๐ž๐ญ๐š๐›๐จ๐ฅ๐จ๐ฆ๐ข๐œ๐ฌ. Get hands-on experience with computational tools, machine learning, quantitative workflows, and real-world biological datasets.

๐–๐ก๐š๐ญ ๐˜๐จ๐ฎโ€™๐ฅ๐ฅ ๐‹๐ž๐š๐ซ๐ง & ๐๐ฎ๐ข๐ฅ๐
๐Ÿ’  Proteomics & Metabolomics Analysis: Process, normalize, and analyze complex omics datasets.
๐Ÿ’  Machine Learning for Biomarkers: Apply PCA, PLS-DA, and Random Forest for biomarker discovery.
๐Ÿ’  Targeted Quantitative Assays: Learn Skyline, transition selection, and SRM/MRM & PRM workflows.
๐Ÿ’  Multi-Omics Integration: Explore biological pathways using KEGG, Reactome, and Cytoscape.
๐Ÿ’  Clinical Translation: Understand biomarker validation, LOD/LOQ, calibration, and diagnostic considerations.

๐Ÿ”— ๐‚๐ฅ๐š๐ข๐ฆ ๐˜๐จ๐ฎ๐ซ ๐’๐ฉ๐จ๐ญ: https://forms.gle/BhNkbw1wp1CqJbr26

๐Ÿ“Œ ๐…๐ฅ๐ž๐ฑ๐ข๐›๐ฅ๐ž ๐„๐ง๐ซ๐จ๐ฅ๐ฅ๐ฆ๐ž๐ง๐ญ: Join individual workshops or the full certificate program | ๐†๐ซ๐จ๐ฎ๐ฉ & ๐“๐ž๐š๐ฆ ๐ƒ๐ข๐ฌ๐œ๐จ๐ฎ๐ง๐ญ๐ฌ ๐€๐ฏ๐š๐ข๐ฅ๐š๐›๐ฅ๐ž!

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