# AI/ML Analyst Needed for Nutraceutical Pathway Analysis **URL:** \ **Category:** AI/ML AWG Topics\ **Tags:** aiml\ **Created:** [November 5, 2026, 11:52pm UTC](https://awg.osdr.space/t/ai-ml-analyst-needed-for-nutraceutical-pathway-analysis/4845 "2026-11-05T23:52:53Z")\ **Posts on this page:** 4\ **Page:** 1
**Author:** ![ramugorai](https://sea1.discourse-cdn.com/flex001/user_avatar/awg.osdr.space/ramugorai/32/2798_2.png) [@ramugorai](https://awg.osdr.space/u/ramugorai)\ **Post date:** [November 5, 2026, 11:52pm UTC](https://awg.osdr.space/t/ai-ml-analyst-needed-for-nutraceutical-pathway-analysis/4845/1 "2026-11-05T23:52:53Z")
Hi everyone, We are writing a nutraceutical review paper and are looking for an AI/ML analyst who can help us with nutraceutical pathway analysis using STITCH and SwissTargetPrediction. We would also welcome suggestions for other AI tools that could support this analysis. If you are interested, please reply or email me with your contact information so we can connect, invite you to our next meeting, and work together to complete the analysis. Thank you!\*\* Thanks & Regards,\*\* **Ramu Gorai Software Engineer | Author | Apologist | Ph.D. Candidate ![📧](https://mail.google.com/mail/u/0/?ui=2&ik=bca7eccb71&attid=0.0.1&permmsgid=msg-a%3Ar1361889072751070721&permmsgid=msg-a%3Ar1361889072751070721&th=1a01c9048dd01786&view=fimg&fur=ip&sz=s0-l75-ft&attbid=ANGjdJ9Q91VV2e84LlUlWuC6yy8__5LjU9TuWZIOf0aRqUWHD4PYDhKgjPlyA5CK0aiSJGy63EYR5TJbMAxYWp4tpsoguj-TYSjbA4W_u7aM7kG-_lVwcLaCd6YrDzA&disp=emb&realattid=ii_moeisp7l2&zw) [ramu.gorai@gmail.com](mailto:ramu.gorai@gmail.com) | ![📞](https://mail.google.com/mail/u/0/?ui=2&ik=bca7eccb71&attid=0.0.2&permmsgid=msg-a%3Ar1361889072751070721&permmsgid=msg-a%3Ar1361889072751070721&th=1a01c9048dd01786&view=fimg&fur=ip&sz=s0-l75-ft&attbid=ANGjdJ86ZrHrzbkuk-H3v4jgreD-fs07ppRcZJJ3jm58CMrDuB-S33bDMDQ3q0Vcw-KuAseFbiDKKg5y_w4W2ao8KROKPGxBbGKVUbJp3vpNDN-DCo1av8oLxk0bsMk&disp=emb&realattid=ii_moeisp7m3&zw) +1 (626) 655-9334** **W: [www.ramugorai.com](http://www.ramugorai.com/) W: [www.godseyeon.com](http://www.godseyeon.com/)** **California, LA. |[Profile - ramugorai - Open Science Data Repository Analysis Working Groups](https://awg.osdr.space/u/ramugorai)** \*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\*\* [@BrainAWG](https://awg.osdr.space/groups/brainawg) [@AIMLawg](https://awg.osdr.space/groups/aimlawg) ---
**Author:** ![pwrose](https://sea1.discourse-cdn.com/flex001/user_avatar/awg.osdr.space/pwrose/32/4164_2.png) [@pwrose](https://awg.osdr.space/u/pwrose)\ **Post date:** [November 6, 2026, 6:32am UTC](https://awg.osdr.space/t/ai-ml-analyst-needed-for-nutraceutical-pathway-analysis/4845/2 "2026-11-06T06:32:04Z")
HI Ramu, Check out the SPOKE (_ **Scalable Precision Medicine Open Knowledge Environment** _ ) Knowledge Graph ([https://doi.org/10.1093/bioinformatics/btad080](https://doi.org/10.1093/bioinformatics/btad080)). Using the neighborhood explorer, you can explore a network of foods, blends, dietary supplements, compounds, proteins, genes, pathways, etc. [https://spoke.rbvi.ucsf.edu/neighborhood.html](https://spoke.rbvi.ucsf.edu/neighborhood.html) For example, select " Compound" and search for melatonin to explore its sub-network: ![image.png](https://us1.discourse-cdn.com/flex001/uploads/osdr/original/2X/3/3f9c5c205eecad34fa4c85656fc86630a8790ce7.png) -Peter ---
**Author:** ![SMATTA27](https://avatars.discourse-cdn.com/v4/letter/s/ac91a4/32.png) [@SMATTA27](https://awg.osdr.space/u/SMATTA27)\ **Post date:** [November 6, 2026, 10:22pm UTC](https://awg.osdr.space/t/ai-ml-analyst-needed-for-nutraceutical-pathway-analysis/4845/3 "2026-11-06T22:22:32Z")
Hi Ramu, I’m Sahithi Matta — UCR CS undergrad and a member of the AI/ML AWG (Digital Twin Retina subgroup). I’m interested in helping with the nutraceutical pathway analysis. My background is ML — most recently building an NLP + knowledge-graph pipeline at BrightSide Health — and I’m happy to help with the STITCH / SwissTargetPrediction analysis and suggest other AI tools where useful. Could you share the next meeting time and what data I’d be working with? Thanks, Sahithi ---
**Author:** ![Rifa777](https://avatars.discourse-cdn.com/v4/letter/r/ed8c4c/32.png) [@Rifa777](https://awg.osdr.space/u/Rifa777)\ **Post date:** [November 6, 2026, 11:17pm UTC](https://awg.osdr.space/t/ai-ml-analyst-needed-for-nutraceutical-pathway-analysis/4845/4 "2026-11-06T23:17:50Z")
Hi Ramu, I would be pleased to explore a research collaboration on your nutraceutical review paper. I am a Data Engineer and AI/ML Researcher, currently working at a university in London, with expertise spanning healthcare AI, machine learning, NLP, knowledge graphs and computational research. I hold a First-Class Honours degree in Software Engineering from the University of Westminster and am pursuing a part-time MSc in Data Science at the University of Edinburgh. I am also involved in NASA GeneLab’s OSDR AI/ML Analysis Working Group. I see significant potential to strengthen your research through STITCH, SwissTargetPrediction and complementary computational approaches for compound–target interactions, network analysis and pathway enrichment. I would welcome the opportunity to join your next meeting, understand your research objectives and explore how I could contribute to the study’s scientific impact. Research portfolio: [ORCID](https://orcid.org/0009-0000-7300-692X) Best regards, Rifa Ferzana