Evidence map›Paper›PMID 35709339›Full record

ArticleBlood2022

Single-cell multiomics reveal the scale of multilayered adaptations enabling CLL relapse during venetoclax therapy.

Rachel Thijssen, Luyi Tian, Mary Ann Anderson, Christoffer Flensburg, Andrew Jarratt, Alexandra L Garnham, Jafar S Jabbari, Hongke Peng, Thomas E Lew, Charis E Teh and 12 more

Open access · hybridAbstract read
In one paragraph

Article in Blood, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers.

0numbers the graph read from it
0cells of the map it votes in
63citing papers in PubMed
12.2field-weighted citation impact, top 1% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

63 citing papers in PubMed, 82 citations in OpenAlex.

  1. Trial
  2. Review
  3. Article
  4. Cancer-Associated BCL-2 Mutants Reveal Mechanisms Towards Venetoclax Resistance.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2026
    Article
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  8. Article
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  17. Advances in Single-Cell Sequencing for Infectious Diseases: Progress and Perspectives.Advanced science (Weinheim, Baden-Wurttemberg, Germany) · 2025
    Review
  18. Review
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  20. Article

3 more citing papers are in PubMed but not listed here.

4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

22 authors at 3 institutions in 1 country.

Rachel ThijssenThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-4493-306X
Luyi TianThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Mary Ann AndersonThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Christoffer FlensburgThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Andrew JarrattThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Alexandra L GarnhamThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-8312-8450
Jafar S JabbariThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-6302-4857
Hongke PengThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0003-4813-0827
Thomas E LewThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0001-6804-2432
Charis E TehThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Quentin GouilThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-5142-7886
Angela GeorgiouThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.
Tania TanThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0003-3963-0360
Tirta M DjajawiThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0003-3527-1276
Constantine S TamDepartment of Clinical Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Australia.ORCID 0000-0002-9759-5017
John F SeymourDepartment of Clinical Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Australia.ORCID 0000-0003-2188-6835
Piers BlomberyDepartment of Clinical Haematology, Peter MacCallum Cancer Centre and Royal Melbourne Hospital, Melbourne, Australia.
Daniel H D GrayThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-8457-8242
Ian J MajewskiThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-6087-635X
Matthew E RitchieThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-7383-0609
Andrew W RobertsThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-7341-5720
David C S HuangThe Walter and Eliza Hall Institute of Medical Research, Melbourne, Australia.ORCID 0000-0002-3101-4873
The University of Melbourne · AUThe Royal Melbourne Hospital · AUWalter and Eliza Hall Institute of Medical Research · AU

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Venetoclax (VEN) inhibits the prosurvival protein BCL2 to induce apoptosis and is a standard therapy for chronic lymphocytic leukemia (CLL), delivering high complete remission rates and prolonged progression-free survival in relapsed CLL but with eventual loss of efficacy. A spectrum of subclonal genetic changes associated with VEN resistance has now been described. To fully understand clinical resistance to VEN, we combined single-cell short- and long-read RNA-sequencing to reveal the previously unappreciated scale of genetic and epigenetic changes underpinning acquired VEN resistance. These appear to be multilayered. One layer comprises changes in the BCL2 family of apoptosis regulators, especially the prosurvival family members. This includes previously described mutations in BCL2 and amplification of the MCL1 gene but is heterogeneous across and within individual patient leukemias. Changes in the proapoptotic genes are notably uncommon, except for single cases with subclonal losses of BAX or NOXA. Much more prominent was universal MCL1 gene upregulation. This was driven by an overlying layer of emergent NF-κB (nuclear factor kappa B) activation, which persisted in circulating cells during VEN therapy. We discovered that MCL1 could be a direct transcriptional target of NF-κB. Both the switch to alternative prosurvival factors and NF-κB activation largely dissipate following VEN discontinuation. Our studies reveal the extent of plasticity of CLL cells in their ability to evade VEN-induced apoptosis. Importantly, these findings pinpoint new approaches to circumvent VEN resistance and provide a specific biological justification for the strategy of VEN discontinuation once a maximal response is achieved rather than maintaining long-term selective pressure with the drug.

Indexed as

Antineoplastic AgentsLeukemia, Lymphocytic, Chronic, B-CellBridged Bicyclo Compounds, HeterocyclicDrug Resistance, NeoplasmHumansMyeloid Cell Leukemia Sequence 1 ProteinNF-kappa BProto-Oncogene Proteins c-bcl-2RecurrenceSulfonamidesAntineoplastic AgentsBridged Bicyclo Compounds, HeterocyclicMyeloid Cell Leukemia Sequence 1 ProteinNF-kappa BProto-Oncogene Proteins c-bcl-2Sulfonamidesvenetoclax

Identifiers

PMID35709339
PMCPMC10653037
OpenAlexW4282976889

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.