Karim Mrouj

Research Scholar @ Stanford University

[Parham Habibzadeh @HabibzadehMD]

COMPASS: a new pan-cancer foundation model that predicts who will respond to immunotherapy from routine tumor RNA-seq.

Trained on 10,184 tumors across 33 cancers, it outperforms 22 methods across 16 clinical cohorts (7 cancers, 6 ICIs):
⭐️+8.5% accuracy
⭐️+15.7% AUPRC on average

It generalizes to unseen cancer types and treatments, and predicted responders show massive survival benefit (HR = 4.7).

The real magic? It uses 44 biologically grounded immune concepts + personalized response maps to reveal why patients respond or resist including TGFβ signaling, endothelial exclusion, CD4⁺ T cell dysfunction, and B cell deficiency even in “immune-inflamed” tumors.

https://t.co/TiXQPFglUH

[Équipe du Maroc @EnMaroc]

الصورة الرسمية لبعثة منتخبنا الوطني المتوجهة إلى الولايات المتحدة الأمريكية للمشاركة في كأس العالم 2026 🇲🇦🌍

Official team photo of our National Team delegation heading to the United States for the FIFA World Cup 2026 🤩🦁

#DimaMaghrib

[Karim Mrouj @karimdream]

@marklewismd I was there, too. Historical moment. This will open a new chapter in RAS-targeting and subsequent combinations.

[adidas @adidas]

1:59:30. Humanity just got faster.

Powered by Adizero.

#YouGotThis

[Bayern & Germany @iMiaSanMia]

Vincent Kompany defends Vini Jr and criticizes José Mourinho for his statements after the game

[CBS Sports Golazo ⚽️ @CBSSportsGolazo]

"I can relate to what Vinícius Jr. is going through.. At times you feel lonely because it's going to be your word against his word."

Thierry Henry reflects on the incident between Vinícius Jr. and Gianluca Prestianni 🗣️

[Karim Mrouj @karimdream]

@aaditsh AI

[FIFA World Cup @FIFAWorldCup]

🇲🇦🏆 MOROCCO ARE #U20WC CHAMPIONS!

#LegendsInTheMaking

[The Tennis Letter @TheTennisLetter]

One of the most beautiful things you’ll see all year.

Valentin Vacherot is the first to step on court & congratulate Arthur Rinderknech as he joins him in the Shanghai final.

Two cousins reaching their 1st Masters 1000 final together.

Family goals. 🥹

[FIFA World Cup @FIFAWorldCup]

RT if your team has qualified for #FIFAWorldCup 26 🇨🇦🇲🇽🇺🇸🇯🇵🇳🇿🇮🇷🇦🇷🇺🇿🇰🇷🇯🇴🇦🇺🇧🇷🇪🇨🇺🇾🇨🇴🇵🇾🇲🇦🇹🇳

[The Tennis Letter @TheTennisLetter]

Novak Djokovic says Jannik Sinner & Carlos Alcaraz are too good:

“I lost 3 out of 4 slams in semis against these guys. They’re just too good.”

“Best of 5 makes it very very difficult for me to play them. Particularly at the end stages of Grand Slams.”

(via U.S. Open Press)

[FIFA World Cup @FIFAWorldCup]

🇲🇦 Morocco are the first African nation to qualify for #FIFAWorldCup 26!

#WeAre26

[Jannik Sinner @janniksin]

Living in my dream ❤️❤️❤️❤️ Thank you!!! 💜💚 @Wimbledon

[JAMA Oncology @JAMAOnc]

Most viewed this week from @JAMAOnc:

While phase 3 oncology trials frequently report success based on alternative endpoints, actual enhancements in overall survival and quality of life are uncommon.

https://t.co/4ZmqpzR6cQ

[NEJM @NEJM]

Presented at #ASCO25:

A 3-year structured exercise program after adjuvant chemotherapy for colon cancer improved disease-free and overall survival, physical functioning, and fitness, as compared with health education alone. Full CHALLENGE phase 3 trial results: https://t.co/j3kWJDjuVz

@ASCO

[FIFA World Cup @FIFAWorldCup]

🌁⚽️ The Official #WeAre26 Host City Poster for @SFBayArea26 is here!

#FIFAWorldCup

[Yüksel Ürün @DrYukselUrun]

By 2030, colorectal cancer will be the leading cause of cancer death in US adults aged 20-49. The risk keeps rising—why? Lifestyle, environment? Stay alert: blood in stool, bowel changes, weight loss matter!
#ColorectalCancer #EarlyDetection #CancerAwareness #Oncology
@CCAlliance @OncoAlert @uicc @oncodaily @ASCO @myESMO

[Fabrizio Romano @FabrizioRomano]

Jude Bellingham: “I asked José Mourinho for a picture with my mum, she’s fancied him for years!".

📸 Jude Bellingham takes the picture…

Jose Mourinho: "Now you come to Fenerbahçe!" 💛💙

[Fabrizio Romano @FabrizioRomano]

🔴👋🏻 “Jurgen, you’ll never walk alone”.

[Karim Mrouj @karimdream]

@ToToPoStOoOo