Recordings

Knowledge Graphs in Drug Discovery part 9

251 views
June 13, 2024

The webinar conference will last approximately 2.5 hours. If you register for the event, you will receive the recording when it is ready via email even if you are unable to attend the live event. Please follow Biorelate on LinkedIn for more webinars and data science news. The conference takes place Wednesday, June 12th at 15.00 BST, 16.00 CEST, 10am EST, 9am CDT, 7am PDT.

Talks will include:

Using Retrieval Augmented Generation Approaches To Gather Information for Drug Discovery
Jon Hill (Boehringer Ingelheim)
Large language models have captured the public imagination; but how can they be useful for work in drug discovery? What about the risks of introducing false information? This talk will provide an overview of different approaches to using LLMs in a pragmatic way in early research, including the management of hallucination. These models are increasingly accessible to non-AI experts who are aware of their limitations and can improve the speed and comprehensiveness of the information that you bring to your research.

Multi-modal Knowledge Graphs for Precision Oncology
Miguel Gonçalves (AstraZeneca)
In this talk, I will go over the work we have been doing with Knowledge Graphs to uncover clinical insights in specific indications via incorporating multi-modal data. I will describe our flexible KG approach and provide examples on how this is making an impact at AZ.

Ask ARCH: LLM Question Answering over Large-Scale Knowledge Graphs
Jon Stevens (AbbVie, Inc.)

Knowledge graphs provide a vehicle for grounding LLM answers in harmonized structured data, reducing hallucinations and allowing easy fact-checking. In turn, LLMs provide a natural way for end users to query knowledge graph data, without requiring a query language or deep understanding of database structure. We present our integration of AbbVie's 30-million-node R&D knowledge graph, the ARCH Graph, with GPT-based LLMs to create a scientific question-answering system. The ARCH Graph is a Neo4J graph that harmonizes and connects molecules, drugs, genes, health conditions, and other entities from a variety of data sources, allowing scientists to make connections between disparate data points. However, querying the graph can be challenging for end users without a natural language interface. The new Ask ARCH Graph provides such an interface, allowing users to ask questions in natural language (e.g., "What genetic markers are associated with acute myeloid leukemia?") and receive natural language answers ("Some genetic markers associated with acute myeloid leukemia include PICALM (ENSG00000073921), CEBPA (ENSG00000245848), ...") along with the underlying data and the Cypher query used to retrieve it. To achieve this, the system utilizes a combination of vector search, Cypher query generation and validation, and LLM-based summarization of the Cypher output. The process of accurately retrieving information from a large-scale knowledge graph is more complex and less researched than simpler RAG methods on document corpora. We discuss the evolution of our approach and evaluate its accuracy and performance. The integration of LLMs with knowledge graphs helps reduce hallucinations, improve reliability in specialized domains, enhance reasoning with context, and enable dynamic and interactive knowledge discovery.

At this virtual free-to-attend conference for the biopharma data professional community, the speakers from across biopharma research give 30-minute presentations on knowledge graphs, NLP, and other related topics of interest to the data science, bioinformatics, computational biology and greater biopharma communities, then at the end, we have a roundtable Q&A session with all of the speakers. 

Our previous conferences have brought in an average of over 150 attendees each and have featured speakers from organisations including Roche, AstraZeneca, Boehringer Ingelheim, Bayer, Novo Nordisk, and NASA, and many other leading biopharma research leaders. Most recent webinar recordings can be accessed here and some recordings are also available on YouTube.

saud baloch January 03, 2026 02:22 PM Delete

“My wife and i have been quite thrilled that Peter could deal with his researching via the precious recommendations he grabbed from your web site. It’s not at all simplistic to just possibly be giving for free facts which some people have been trying to sell. Therefore we consider we need the blog owner to appreciate for this. The main illustrations you made, the simple blog menu, the friendships your site help to instill – it’s got mostly astounding, and it’s really aiding our son in addition to the family recognize that this idea is brilliant, which is extraordinarily indispensable. Thank you for all!” slot depo 5k

http://stripe.uk.com/ January 03, 2026 02:19 PM Delete

Tôi thích bài blog này lắm thông tin hay ho bổ ích lớn lao cao, để thư giãn chọn http://stripe.uk.com/

http://msf.uk.com/ January 03, 2026 02:18 PM Delete

Bài viết tránh chase loss công cụ tự lock tạm hữu ích. Kiểm soát hay, http://msf.uk.com/ dừng thua streak hiệu quả.

pure tobacco vape January 03, 2026 01:34 PM Delete

thanks this is good blog. pure tobacco vape

http://stripe.uk.com/ January 03, 2026 01:27 PM Delete

Đọc bài blog thấy hay chi tiết sâu sắc lớn lao cao cấp cao, đọc xong thường chuyển http://stripe.uk.com/ giải trí.

Forwin8 January 03, 2026 12:38 PM Delete

Dengan forwin8 , pengguna baru merasa lebih siap melanjutkan penggunaan karena setiap langkah penggunaan terasa terarah, fitur dapat dipelajari perlahan, dan sistem berjalan stabil sejak awal interaksi.

January 03, 2026 12:26 PM Delete

There a few intriguing points over time here but I do not determine if I see they all center to heart. There may be some validity but Let me take hold opinion until I look into it further. Very good write-up , thanks and now we want more! Combined with FeedBurner likewise endone

Viewer #31239 January 03, 2026 11:25 AM Delete

There is noticeably a lot of money comprehend this. I suppose you have made specific nice points in features also. 전주출장마사지

January 03, 2026 10:40 AM Delete

Appraisal assert who that is the an ideal put up from a amazing someone, so i am pleased to check out this unique. Data HK Lotto

qiuqiu99 January 03, 2026 10:34 AM Delete

qiuqiu99 merupakan situs judi QQ online terpercaya di Indonesia yang menyediakan permainan lengkap, sistem keamanan tinggi, transaksi cepat, serta layanan profesional 24 jam untuk kenyamanan pemain.

1xbet sri lanka promo code no deposit January 03, 2026 09:48 AM Delete

I love significantly your own post! I look at all post is great. I discovered your personal content using bing search. Discover my webpage is a great one as you.I work to create several content this post. Once more you can thank you and keep it create! Enjoy! 1xbet sri lanka promo code no deposit

7 meter January 03, 2026 09:03 AM Delete

dude this just inspired a post of my own, thanks 7 meter

January 03, 2026 09:02 AM Delete

This website is actually a walk-through it really is the information you desired relating to this and didn’t know who ought to. Glimpse here, and you’ll undoubtedly discover it. Alexistogel

Viewer #30358 January 03, 2026 08:55 AM Delete

Along with almost everything which seems to be developing within this particular subject material, all your perspectives are somewhat exciting. Even so, I beg your pardon, but I do not subscribe to your entire strategy, all be it radical none the less. It seems to me that your commentary are actually not completely rationalized and in reality you are generally your self not even wholly convinced of the point. In any event I did appreciate reading through it. slot gacor

Viewer #29715 January 03, 2026 08:51 AM Delete

Love the blog here. Nice colors. I am definitely keeping up on the comments here. I hope to see more from you in the near future. buy teachers email list

January 03, 2026 08:48 AM Delete

This website is actually a walk-through it really is the information you desired relating to this and didn’t know who ought to. Glimpse here, and you’ll undoubtedly discover it. togel online

Viewer #30727 January 03, 2026 07:47 AM Delete

I definitely enjoying every little bit of it. It is a great website and nice share. I want to thank you. Good job! You guys do a great blog, and have some great contents. Keep up the good work. Alexistogel

Viewer #29635 January 03, 2026 07:19 AM Delete

If there is any job that conceals a minefield of danger and risk, it's construction work. Every year, thousands are seriously injured or killed in construction accidents on construction sites. And while many precautions have been put into place to protect workers, construction accidents continue to be the number one cause of job-related deaths in America. situs toto

Viewer #29635 January 03, 2026 07:19 AM Delete

I am so grateful for this post and thanks such a lot for sharing it with us. situs slot

AAA January 03, 2026 07:09 AM Delete

After study many of the web sites for your internet site now, i really appreciate your strategy for blogging. I bookmarked it to my bookmark site list and will be checking back soon. Pls have a look at my web-site too and figure out what you consider. sabung ayam

http://casio.uk.com/ January 03, 2026 01:53 AM Delete

Tôi thích bài blog này lắm thông tin hay ho bổ ích, để thư giãn chọn http://casio.uk.com/

http://geely.uk.com/ January 03, 2026 01:52 AM Delete

Tôi thích bài blog này lắm thông tin hay ho, để thư giãn tôi chọn http://geely.uk.com/

http://geely.uk.com/ January 03, 2026 01:51 AM Delete

Tôi thích bài blog này lắm thông tin hay ho, để thư giãn tôi chọn http://geely.uk.com/.

seo January 02, 2026 08:59 PM Delete

Thank you because you have been willing to share information with us. The post is written in very a good manner and it contains many useful information for me.I high appreciate this post. It’s hard to find the good from the bad sometimes, but I think you’ve nailed it! would you mind updating your blog with more information? tentoto

Navya January 02, 2026 08:02 PM Delete

With PM Jan Dhan Yojana, millions of Indians were brought into the formal financial system, enabling access to banking and government benefits. Pradhan Mantri Mudra Yojana supports self-employment and startups through Mudra loans. Jan Arogya Yojana, also known as Ayushman Bharat, offers free treatment to eligible families. For farmers, Pradhan Mantri Fasal Bima Yojana protects crops against natural losses. PM Sukanya Samriddhi Yojana is a savings scheme designed to provide financial security for a girl child and her education or marriage.

wakawaka January 02, 2026 10:33 AM Delete

Hey what a brilliant post I have come across and believe me I have been searching out for this similar kind of post for past a week and hardly came across this. Thank you very much and will look for more postings from you. bandar toto

Viewer #30727 January 02, 2026 09:25 AM Delete

Pretty nice post. I just stumbled upon your weblog and wanted to say that I have really enjoyed browsing your blog posts. After all I’ll be subscribing to your feed and I hope you write again soon! Dewalive Togel

aaaa January 02, 2026 05:42 AM Delete

Professional WordPress developers on the Gold Coast deliver exceptional, custom websites. Their local expertise ensures your site performs perfectly for our unique market. Highly recommend for any business. WordPress Developer Gold Coast

https://8kbet11.biz/ January 01, 2026 04:45 PM Delete

Mình đang nghiên cứu cá cược golf. https://8kbet11.biz/ có kèo major tournament đầy đủ.

Independent Escorts in Chandigarh January 01, 2026 03:24 PM Delete

It is a fantastic post – immense clear and easy to understand. I am also holding out for the sharks too that made me laugh. Independent Escorts in Chandigarh

Delhi Escort January 01, 2026 02:39 PM Delete

I am glad to be one of the visitants on this outstanding internet site (:, regards for posting . Delhi Escort

harga toto January 01, 2026 02:06 PM Delete

I was surfing the Internet for information and came across your blog. I am impressed by the information you have on this blog. It shows how well you understand this subject. harga toto

https://bj39.us.com/ January 01, 2026 01:42 PM Delete

The platform highlights live Thomo cockfighting events streamed from recognized Cambodian arenas. https://bj39.us.com/

Russian Escorts in Aerocity January 01, 2026 12:32 PM Delete

Wow! This could be one particular of the most helpful blogs We’ve ever arrive across on this subject. Basically Magnificent. I am also an expert in this topic so I can understand your effort. Russian Escorts in Aerocity

anus January 01, 2026 12:13 PM Delete

TickTalk excels in giving parents the tools to set a proper foundation for smartwatches for kids. gizmo watch review

https://bj38.us.com/ January 01, 2026 12:02 PM Delete

The platform offers categorized access to different betting-related content. https://bj38.us.com/

January 01, 2026 11:57 AM Delete

Hello. I don’t know whether it is too much, but this site is pretty eye-pleasing. togel online terpercaya

Viewer #30727 January 01, 2026 11:24 AM Delete

This is highly informatics, crisp and clear. I think that everything has been described in systematic manner so that reader could get maximum information and learn many things. ufa365

Viewer #30727 January 01, 2026 11:20 AM Delete

This is my first time i visit here and I found so many interesting stuff in your blog especially it's discussion, thank you. ufakit

Viewer #31239 January 01, 2026 11:14 AM Delete

There is noticeably a lot of money comprehend this. I suppose you have made specific nice points in features also. 목포출장마사지

slot gacor January 01, 2026 11:05 AM Delete

Nice blog! Only problem is i’m running Firefox on Debian, and the site is looking a little.. weird! Perhaps you may want to test it to see for yourself. slot online

https://xin88bet.site/ January 01, 2026 10:57 AM Delete

Bài hay lắm ạ! Phần phân tích ưu nhược điểm bạn viết rất cân bằng. Mình thường ghé https://xin88bet.site/ để xem thêm các góc nhìn khác nhau.

https://hb88bet.space/ January 01, 2026 10:53 AM Delete

Chiến lược Kelly hữu ích. Mình tính vốn dựa odds https://hb88bet.space/.

99ok January 01, 2026 10:41 AM Delete

99ok.com currently owns a legally registered gaming company in Costa Rica. All gambling business operations comply with the Costa Rican government's gambling treaty. In the increasingly competitive online gambling market, we are constantly seeking innovation and change, and we develop various gaming methods with our proud creative team. Providing customers with instant service, the main purpose of 99ok.com is to offer stimulating, thoughtful entertainment products and high-quality service. 99ok

wakawaka January 01, 2026 10:07 AM Delete

This particular papers fabulous, and My spouse and i enjoy each of the perform that you have placed into this. I’m sure that you will be making a really useful place. I has been additionally pleased. Good perform! toto togel

January 01, 2026 09:41 AM Delete

I think this is an informative post and it is very useful and knowledgeable. therefore, I would like to thank you for the efforts you have made in writing this article Slot Gacor Online

Viewer #30358 January 01, 2026 08:38 AM Delete

wedding photography is sometimes very difficult to master because of the high contrast of the wedding gown* bandar togel online

코인팝 January 01, 2026 08:00 AM Delete

You made some first rate factors there. I appeared on the internet for the difficulty and found most individuals will go together with together with your website. 코인팝

January 01, 2026 07:49 AM Delete

This website is actually a walk-through it really is the information you desired relating to this and didn’t know who ought to. Glimpse here, and you’ll undoubtedly discover it. Link Regalbet

Viewer #30727 January 01, 2026 07:44 AM Delete

I think this is an informative post and it is very useful and knowledgeable. therefore, I would like to thank you for the efforts you have made in writing this article. situs bosku33

Viewer #30358 January 01, 2026 06:54 AM Delete

wedding photography is sometimes very difficult to master because of the high contrast of the wedding gown* pasaran resmi

Viewer #29635 January 01, 2026 06:29 AM Delete

대구출장마사지 서비스는 대구광역시 전역에서 편안하게 전문 마사지를 받을 수 있는 출장 홈타이 서비스입니다. 고객님이 계신 곳으로 여성 전문 테라피스트가 직접 대구출장마사지

Independent Escorts in Delhi December 31, 2025 06:46 PM Delete

Some really nice stuff on this web site , I like it. Independent Escorts in Delhi

Independent Escorts in Noida December 31, 2025 04:39 PM Delete

This design is spectacular! You obviously know how to keep a reader amused. Between your wit and your videos, I was almost moved to start my own blog (well, almost…HaHa!) Fantastic job. I really enjoyed what you had to say, and more than that, how you presented it. Too cool! Independent Escorts in Noida

https://12bet.ink/ December 31, 2025 03:48 PM Delete

Mẹo phân bổ vốn hay lắm! Trên https://12bet.ink/ có phần hướng dẫn quản lý bankroll mình áp dụng tốt.

https://vn888.world/ December 31, 2025 03:48 PM Delete

https://vn888.world/ nổi bật nhờ khuyến mãi tuyệt vời dành cho tân thủ.

Russian Escorts in Chandigarh December 31, 2025 02:38 PM Delete

Today, I was just browsing along and came upon your blog. Just wanted to say good blog and this article helped me a lot, due to which I have found exactly I was looking. Russian Escorts in Chandigarh

December 31, 2025 01:19 PM Delete

Flowers delivery Beirut services make it easy to send fresh and beautiful floral arrangements to your loved ones in the heart of the city. Whether it’s a birthday, anniversary, or special celebration, professional florists ensure timely delivery with carefully arranged bouquets that express love, gratitude, and emotions perfectly. flowers delivery beirut

SEO December 31, 2025 01:17 PM Delete

This description paints Tomatbet as a strong option for online slot enthusiasts. Fast access and the newest login links are practical features that improve usability. The promise of playing on top slot sites while chasing big daily max wins adds to the excitement. It gives the impression of a platform that combines convenience, reliability, and entertainment, making it appealing for a wide range of players. tomatbet

SEO December 31, 2025 01:15 PM Delete

Gangnam has many nightlife options, but 강남 하이퍼블릭 stands out for its refined atmosphere and attention to detail. The overall experience feels carefully curated, from the interior design to the service flow. It attracts people who appreciate a more polished and organized environment rather than something chaotic. 강남 하이퍼블릭 feels like a place where modern Gangnam culture and upscale entertainment meet comfortably. 강남 하이퍼블릭

Viewer #29999 December 31, 2025 12:37 PM Delete

Users exploring vvvbet may appreciate consistent visual style and logical arrangement of sections across all pages. vvvbet

_______________________________________________

Users can rely on 789g for a smooth digital experience with well-organized information and clearly defined sections. 789g

_______________________________________________

Users can explore 8PG comfortably due to structured sections, intuitive menus, and consistent design across all pages. 8PG

December 31, 2025 12:35 PM Delete

Intriguing post. Positive that I’ll come back here. Good function. 대전룸싸롱

December 31, 2025 12:20 PM Delete

Succeed! It could be one of the most useful blogs we have ever come across on the subject. Excellent info! I’m also an expert in this topic so I can understand your effort very well. Thanks for the huge help. ดูเพิ่มเติม

aaaaa December 31, 2025 12:10 PM Delete

Beyond personal loss, these unregulated sites contribute to wider social harm. They operate with little oversight, making fraud and unfair practices common. The advertised wins are rare exceptions, not the rule. Protect yourself and your community by steering clear of these predatory digital schemes. togel online

Viewer #29715 December 31, 2025 11:50 AM Delete

A few things i have seen in terms of laptop or computer memory is that often there are features such as SDRAM, DDR etc, that must fit in with the specs of the mother board. If the personal computer’s motherboard is reasonably current while there are no operating-system issues, improving the memory literally will take under a couple of hours. It’s one of the easiest computer upgrade types of procedures one can envision. Thanks for sharing your ideas. slot gacor terpercaya

Viewer #29715 December 31, 2025 11:50 AM Delete

A few things i have seen in terms of laptop or computer memory is that often there are features such as SDRAM, DDR etc, that must fit in with the specs of the mother board. If the personal computer’s motherboard is reasonably current while there are no operating-system issues, improving the memory literally will take under a couple of hours. It’s one of the easiest computer upgrade types of procedures one can envision. Thanks for sharing your ideas. slot gacor terpercaya

Viewer #31239 December 31, 2025 11:44 AM Delete

There is noticeably a lot of money comprehend this. I suppose you have made specific nice points in features also. 광주출장마사지

slot gacor December 31, 2025 11:21 AM Delete

I thought it was going to be some boring old publish, but it really compensated for my time. I will publish a link to this page on my blog. I am confident my visitors will discover that quite useful jerukbet

Viewer #29635 December 31, 2025 11:21 AM Delete

비아그라(Viagra)는 미국 제약사 화이자가 개발한 남성 발기부전 치료제로, 유효 성분명은 실데나필입니다. 이 약물은 음경의 혈관을 확장하여 혈류를 증가시킴으로써 발기 비아그라 구매

ASALSLOT December 31, 2025 10:57 AM Delete

Okay, I totally agree with this article. I can't wait to read more articles. If you get the chance, please visit the exciting and fun ASALSLOT gaming site.

Escorts in Delhi December 31, 2025 10:52 AM Delete

Wow i can say that this is another great article as expected of this blog.Bookmarked this site.. Escorts in Delhi

Viewer #30358 December 31, 2025 09:37 AM Delete

Thanks for taking this opportunity to discuss this, I feel fervently about this and I like learning about this subject. polototo togel

mixue88 December 31, 2025 09:25 AM Delete

Very informative blog. I especially enjoy content that has to do with beauty and fitness, so it’s refreshing to me to see what you have here. Keep it up! facial exercises mixue88

anus December 31, 2025 09:22 AM Delete

With a comprehensive range of markets and attractive winning opportunities, OLXTOTO offers a safe and accessible gaming experience. olxtoto

coloksgp December 31, 2025 08:25 AM Delete

Hello there! This is my first comment here so I just wanted to give a quick shout out and say I truly enjoy reading your articles. Can you suggest any other blogs/websites/forums that deal with the same subjects? Thank you! coloksgp

Viewer #30358 December 31, 2025 07:44 AM Delete

Some times its a pain in the ass to read what blog owners wrote but this website is really user pleasant! . Alexistogel

technology December 31, 2025 07:24 AM Delete

I like this post, enjoyed this one regards for posting . bandar toto macau

okc thunder vs dallas mavericks match player stats December 30, 2025 04:01 PM Delete

New web site is looking good. Thanks for the great effort. okc thunder vs dallas mavericks match player stats

Lsm99dna December 30, 2025 02:53 PM Delete

I am unable to read articles online very often, but I’m glad I did today. This is very well written and your points are well-expressed. Please, don’t ever stop writing. ทางเข้า lsm99

u31 December 30, 2025 02:33 PM Delete

Thanks for making the honest attempt to speak about this. I believe very robust approximately it and want to read more. If it’s OK, as you gain more in depth wisdom, would you thoughts adding extra articles similar to this one with additional information? It might be extremely useful and useful for me and my friends. u31

https://32win.rip December 30, 2025 01:43 PM Delete

Với https://32win.rip, chuyên nghiệp hơn bao giờ hết.

https://luckywin.co.com/ December 30, 2025 01:42 PM Delete

https://sv66bet.fit/ đảm bảo tốc độ tải trang nhanh không giật lag mọi lúc.

December 30, 2025 01:23 PM Delete

I did benefit from browsing article content uploaded on this website. They're just notable and features numerous important material. Bang King 15000

December 30, 2025 01:22 PM Delete

This particular is usually apparently essential and outstanding truth along with for sure fair-minded and admittedly useful My business is looking to find in advance designed for this specific useful stuffs… 바이비트

MS SUFIYAN December 30, 2025 12:24 PM Delete

Actually, now that I wrote that, those might be not-so-bad side effects. situs toto

KK55 đăng nhập December 30, 2025 11:33 AM Delete

KK55 impresses players with its attractive promotional programs such as first deposit bonuses, unlimited cashback on bets, and many special events exclusively for new members, increasing the chances of profit when participating in betting. KK55 đăng nhập

Viewer #31239 December 30, 2025 11:12 AM Delete

There is noticeably a lot of money comprehend this. I suppose you have made specific nice points in features also. 안산출장마사지

비아그라 구매 December 30, 2025 11:08 AM Delete

비아그라(Viagra)는 미국 제약사 화이자가 개발한 남성 발기부전 치료제로, 유효 성분명은 실데나필입니다. 이 약물은 음경의 혈관을 확장하여 혈류를 증가시킴으로써 발기 비아그라 구매

December 30, 2025 10:46 AM Delete

Thank you because you have been willing to share information with us. we will always appreciate all you have done here because I know you are very concerned with us. tirta138

coloksgp December 30, 2025 10:43 AM Delete

When I originally commented I clicked the -Notify me when new surveys are added- checkbox now when a comment is added I purchase four emails using the same comment. Can there be that is it is possible to eliminate me from that service? Thanks! coloksgp

GOOD88 December 30, 2025 10:33 AM Delete

Such a appears to be fully very best. Each one of these very little facts usually are constructed combined with many qualifications facts. I prefer of which a whole bunch. scam

ASS December 30, 2025 10:08 AM Delete

Merely a smiling visitant here to share the love (:, btw outstanding style. dewacash link alternatif

December 30, 2025 09:31 AM Delete

When your website or blog goes live for the first time, it is exciting. That is until you realize no one but you and your. zeus138

agen togel December 30, 2025 09:30 AM Delete

Hello! I just want to supply a enormous thumbs up for the excellent information you’ve here on this post. I am coming back to your blog for much more soon. agen togel

Add a comment...
Post as (log out)