Evidence map›Paper›PMID 35045985›Full record

ArticleCancer research2022

Differential Kinase Activity Across Prostate Tumor Compartments Defines Sensitivity to Target Inhibition.

Nezihi Murat Karabacak, Yu Zheng, Taronish D Dubash, Risa Burr, Douglas S Micalizzi, Ben S Wittner, Maoxuan Lin, Devon F Wiley, Valentine Comaills, Erin Emmons and 14 more

Open access · bronzeAbstract read
In one paragraph

Article in Cancer research, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
0.4field-weighted citation impact, top 39% 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

4 citing papers in PubMed, 4 citations in OpenAlex.

  1. Review
  2. Review
  3. Review
  4. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

24 authors at 2 institutions in 1 country.

Nezihi Murat Karabacak *Center for Engineering in Medicine and Surgery, Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.
Yu Zheng *Massachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Taronish D DubashMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Risa BurrMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Douglas S MicalizziMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0306-9914
Ben S WittnerMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-5657-9849
Maoxuan LinMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-5191-1857
Devon F WileyMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Valentine ComaillsMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0001-8857-6976
Erin EmmonsMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Kira L NiederhofferMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-5753-4113
Uyen HoMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Jacob UklejaMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-9388-8269
Dante CheMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Hannah StoweCenter for Engineering in Medicine and Surgery, Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-8698-0163
Linda T NiemanMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-0141-8308
Wilhelm HaasMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Shannon L StottMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Michael S LawrenceMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
David T TingMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0002-3261-2322
David T MiyamotoMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.ORCID 0000-0003-3692-8823
Daniel A HaberMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Mehmet TonerCenter for Engineering in Medicine and Surgery, Department of Surgery, Massachusetts General Hospital, Harvard Medical School, Boston, Massachusetts.
Shyamala MaheswaranMassachusetts General Hospital Center for Cancer Research, Harvard Medical School, Boston, Massachusetts.
Massachusetts General Hospital · USHoward Hughes Medical Institute · US

Funding

Point-of care Microfluidics for Early Detection of CancerU01EB012493 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI HABER, DANIEL A., TONER, MEHMET · 2010 to 2018
$19.6M
Bio-MicroElectroMechanical Systems Resource CenterP41EB002503 · NIBIB · MASSACHUSETTS GENERAL HOSPITAL · PI TONER, MEHMET · 2004 to 2018
$17.4M
Modeling Metastasis and Acquired Drug Resistance Using Circulating Tumor CellsR01CA129933 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI Daniel A. Haber · 2008 to 2026
$7.5M
High-flow microfluidics of leukapheresis blood products for functional analysis of breast circulating tumor cellsR01CA255602 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI HABER, DANIEL A., MAHESWARAN, SHYAMALA · 2021 to 2025
$3.2M
Metastasis and biophysics of clusters of circulating tumor cells in the microcirculationU01CA214297 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI HABER, DANIEL A., MAHESWARAN, SHYAMALA · 2018 to 2022
$2.9M
Benchmarking the Sensitivity and Specificity of the Herringbone Microfluidic Device for Rare Particle CaptureR01CA226871 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI NAHED, BRIAN VALA, STOTT, SHANNON L · 2018 to 2023
$2.3M
Microfluidic sorting of lung cancer cells from leukapheresis product as an alternative to metastatic tumor biopsyR01CA260304 · NCI · MASSACHUSETTS GENERAL HOSPITAL · PI HABER, DANIEL A., MAHESWARAN, SHYAMALA · 2021 to 2025
$2.2M
NCI NIH HHS R01 CA129933NCI NIH HHS R01 CA226871NCI NIH HHS R01 CA255602NCI NIH HHS R01 CA260304NCI NIH HHS U01 CA214297NIBIB NIH HHS P41 EB002503NIBIB NIH HHS U01 EB012493
6 · The paper itself

Abstract

Cancer therapy often results in heterogeneous responses in different metastatic lesions in the same patient. Inter- and intratumor heterogeneity in signaling within various tumor compartments and its impact on therapy are not well characterized due to the limited sensitivity of single-cell proteomic approaches. To overcome this barrier, we applied single-cell mass cytometry with a customized 26-antibody panel to PTEN-deleted orthotopic prostate cancer xenograft models to measure the evolution of kinase activities in different tumor compartments during metastasis or drug treatment. Compared with primary tumors and circulating tumor cells (CTC), bone metastases, but not lung and liver metastases, exhibited elevated PI3K/mTOR signaling and overexpressed receptor tyrosine kinases (RTK) including c-MET protein. Suppression of c-MET impaired tumor growth in the bone. Intratumoral heterogeneity within tumor compartments also arose from highly proliferative EpCAM-high epithelial cells with increased PI3K and mTOR kinase activities coexisting with poorly proliferating EpCAM-low mesenchymal populations with reduced kinase activities; these findings were recapitulated in epithelial and mesenchymal CTC populations in patients with metastatic prostate and breast cancer. Increased kinase activity in EpCAM-high cells rendered them more sensitive to PI3K/mTOR inhibition, and drug-resistant EpCAM-low populations with reduced kinase activity emerged over time. Taken together, single-cell proteomics indicate that microenvironment- and cell state-dependent activation of kinase networks create heterogeneity and differential drug sensitivity among and within tumor populations across different sites, defining a new paradigm of drug responses to kinase inhibitors. SIGNIFICANCE: Single-cell mass cytometry analyses provide insights into the differences in kinase activities across tumor compartments and cell states, which contribute to heterogeneous responses to targeted therapies.

Indexed as

Prostatic NeoplasmsProteomicsAnimalsCell Line, TumorEpithelial Cell Adhesion MoleculeHumansMalePhosphatidylinositol 3-KinasesProtein Kinase InhibitorsTOR Serine-Threonine KinasesTumor MicroenvironmentEpithelial Cell Adhesion MoleculePhosphatidylinositol 3-KinasesProtein Kinase InhibitorsTOR Serine-Threonine Kinases

Identifiers

PMID35045985
PMCPMC8930560
OpenAlexW4206617186

What OpenQuestion holds

Textmetadata
LicenceTDM
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.