Evidence map›Paper›PMID 32500020›Full record

ArticleFrontiers in oncology2020

Metabolic Heterogeneity in Patient Tumor-Derived Organoids by Primary Site and Drug Treatment.

Joe T Sharick, Christine M Walsh, Carley M Sprackling, Cheri A Pasch, Dan L Pham, Karla Esbona, Alka Choudhary, Rebeca Garcia-Valera, Mark E Burkard, Stephanie M McGregor and 7 more

Registry-linked trialAbstract read
In one paragraph

Article in Frontiers in oncology, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06246630 (A Prospective, Exploratory Study Evaluating the Effectiveness of Treatment Regimens for Locally Advanced/Metastatic Non-resectable Pancreatic Neuroendocrine Tumor), which is not on this map. Cited by 91 papers, 2 of them syntheses that pooled it.

0numbers the graph read from it
0cells of the map it votes in
91citing papers in PubMed, 2 pooled it
–field-weighted citation impact
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.

NCT06246630 naunknown statusnot on this mapstarted 2024, after this paper: background citation

A Prospective, Exploratory Study Evaluating the Effectiveness of Treatment Regimens for Locally Advanced/Metastatic Non-resectable Pancreatic Neuroendocrine Tumor (PNET) Guided by in Vitro Drug Sensitivity Testing of Tumor Organoids

TypeinterventionalSponsorRuijin HospitalRan2024 to 2026Enrolled20ConditionsAdvanced Pancreatic Neuroendocrine TumorArmsChemotherapy and targeted-therapy guided by organoid drug sensitivity test
3 · Its place in the literature

Who cites it

91 citing papers in PubMed, 2 syntheses or guidelines pooled it.

  1. Pooled it
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  10. Insights into the biological effects of molybdenum in an insect model (Frontiers in bioengineering and biotechnology · 2026
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  19. Resistance to neoadjuvant chemotherapy in breast cancers: a metabolic perspective.Journal of experimental & clinical cancer research : CR · 2025
    Review
  20. Review

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

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

17 authors.

Joe T SharickDepartment of Biomedical Engineering, Vanderbilt University, Nashville, TN, United States.
Christine M WalshMorgridge Institute for Research, Madison, WI, United States.
Carley M SpracklingUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Cheri A PaschUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Dan L PhamMorgridge Institute for Research, Madison, WI, United States.
Karla EsbonaDepartment of Pathology and Laboratory Medicine, University of Wisconsin, Madison, WI, United States.
Alka ChoudharyUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Rebeca Garcia-ValeraUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Mark E BurkardUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Stephanie M McGregorUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Kristina A MatkowskyjUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Alexander A ParikhDivision of Surgical Oncology, East Carolina University Brody School of Medicine, Greenville, NC, United States.
Ingrid M MeszoelyDepartment of Surgery, Vanderbilt University, Nashville, TN, United States.
Mark C KelleyDepartment of Surgery, Vanderbilt University, Nashville, TN, United States.
Susan TsaiDepartment of Surgery, Medical College of Wisconsin, Milwaukee, WI, United States.
Dustin A DemingUniversity of Wisconsin Carbone Cancer Center, Madison, WI, United States.
Melissa C SkalaMorgridge Institute for Research, Madison, WI, United States.

Funding

UW COMPREHENSIVE CANCER CENTER SUPPORTP30CA014520 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI AMY TRENTHAM-DIETZ · 1985 to 2026
$142.6M
Viral VectorP30CA086862 · NCI · UNIVERSITY OF IOWA · PI Douglas Robert Spitz · 2000 to 2026
$70.0M
Harnessing human brain and liver microphysiological systems for testing therapeutics for metastatic melanomaU01TR002383 · NCATS · VANDERBILT UNIVERSITY · PI MURPHY, WILLIAM L., TAYLOR, D. LANSING · 2018 to 2022
$7.6M
Optical imaging to predict cell-level genetic heterogeneity and treatment sensitivity in colorectal cancerR37CA226526 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI DEMING, DUSTIN A · 2018 to 2024
$4.2M
Optical imaging of pancreas cancer organoids for drug development and personalized treatmentR01CA211082 · NCI · MORGRIDGE INSTITUTE FOR RESEARCH, INC. · PI SKALA, MELISSA CAROLINE · 2017 to 2021
$3.5M
Impact of chromosomal instability on sensitivity to microtubule-targeting drugs in breast cancerR01CA234904 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI BURKARD, MARK E, WEAVER, BETH A · 2019 to 2023
$2.7M
(PQ7) Quantitative in vivo optical imaging of tumor heterogeneityR01CA205101 · NCI · MORGRIDGE INSTITUTE FOR RESEARCH, INC. · PI SKALA, MELISSA CAROLINE · 2016 to 2020
$1.9M
Cellular-level Optical Metabolic Imaging to Predict Drug Response in CancerR01CA185747 · NCI · VANDERBILT UNIVERSITY · PI SKALA, MELISSA CAROLINE · 2014 to 2019
$1.6M
3D biomimetic image-based stromal models of pancreatic cancer for drug screeningR21CA224280 · NCI · UNIVERSITY OF WISCONSIN-MADISON · PI CAMPAGNOLA, PAUL J, SKALA, MELISSA CAROLINE · 2018 to 2019
$373k
NCATS NIH HHS U01 TR002383NCI NIH HHS P30 CA014520NCI NIH HHS P30 CA086862NCI NIH HHS R01 CA185747NCI NIH HHS R01 CA205101NCI NIH HHS R01 CA211082NCI NIH HHS R01 CA234904NCI NIH HHS R21 CA224280NCI NIH HHS R37 CA226526
6 · The paper itself

Abstract

New tools are needed to match cancer patients with effective treatments. Patient-derived organoids offer a high-throughput platform to personalize treatments and discover novel therapies. Currently, methods to evaluate drug response in organoids are limited because they overlook cellular heterogeneity. In this study, non-invasive optical metabolic imaging (OMI) of cellular heterogeneity was characterized in breast cancer (BC) and pancreatic cancer (PC) patient-derived organoids. Baseline heterogeneity was analyzed for each patient, demonstrating that single-cell techniques, such as OMI, are required to capture the complete picture of heterogeneity present in a sample. Treatment-induced changes in heterogeneity were also analyzed, further demonstrating that these measurements greatly complement current techniques that only gauge average cellular response. Finally, OMI of cellular heterogeneity in organoids was evaluated as a predictor of clinical treatment response for the first time. Organoids were treated with the same drugs as the patient's prescribed regimen, and OMI measurements of heterogeneity were compared to patient outcome. OMI distinguished subpopulations of cells with divergent and dynamic responses to treatment in living organoids without the use of labels or dyes. OMI of organoids agreed with long-term therapeutic response in patients. With these capabilities, OMI could serve as a sensitive high-throughput tool to identify optimal therapies for individual patients, and to develop new effective therapies that address cellular heterogeneity in cancer.

Indexed as

breast cancercellular metabolismheterogeneityoptical metabolic imagingorganoidpancreatic cancer

Identifiers

PMID32500020
PMCPMC7242740

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Registered trials

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.