02
BEFORE / AFTER

What changed from existing technology?

Previous limitation

This study used single-cell analysis to find different types of B cell lymphoma that can predict how well patients respond to treatment.

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This research

This is the first study to identify distinct malignant B cell archetypes within individual tumors that correlate with clinical outcomes in large B cell lymphomas.

03
COMMERCIALIZATION WATCH

Commercialization signals visible at publication

Publication-time signal score49/100

This is not a success probability or investment opinion. It prioritizes follow-up using evidence available when the paper was published.

Verified evidence · 2
사람 대상·임상 근거

ads to disparate treatment response, with up to 40% of patients developing refractory disease or relapsing within the first two years. To understand the cellu

Abstract ↗
기업 소속 저자 참여

OpenAlex author affiliations: Bristol-Myers Squibb (United States), Bristol-Myers Squibb (Germany), Bristol-Myers Squibb (Sweden)

Abstract ↗
Evidence not yet confirmed
  • 시제품·장치 구현 근거 미확인
  • 제조·규모 확장 근거 미확인
Current tracking point2026-09-17 · Paper published

Later patent, company, clinical, and production events are added separately only after verification.

Patent check: Not checked yet
04 · REALITY CHECK

Current technology stage: Near commercialization

See what changed before reading the full paper.

Current stageNear commercialization
Basic researchExperimental validationPrototypeField validationNear commercialization
05
REMAINING CHALLENGES

What still needs to be solved?

Repeated real-world validation, manufacturability, cost, and long-term stability still require follow-up evidence.

06
INDUSTRY OPPORTUNITY

What could change if this succeeds?

07 · ONE MORE POSSIBILITYOne possibility beyond the paper

The identified archetypes may help in predicting patient response to standard immunochemotherapy and guide personalized treatment strategies.

09 · EVIDENCE & SOURCES

Evidence and sources

View paper and author affiliations

Open original researchA single-cell atlas of large B cell lymphomas reveals distinct malignant archetypes predictive of clinical outcomesBlood · Published 2026-09-17 ↗

Author institutions and listed legal entities are separated; only verified exchange and ticker data is linked.