Cited by 66Ovarian cancer diagnosis and treatment3D Printing in Biomedical ResearchCancer Cells and Metastasis

Three-dimensional modelling of ovarian cancer: from cell lines to organoids for discovery and personalized medicine

Open access
Yee, Christine, Dickson, Kristie-Ann, Muntasir, Mohammed N., Ma, Yue, Marsh, Deborah J.·2022·Frontiers in Bioengineering and Biotechnology

Abstract

Ovarian cancer has the highest mortality of all of the gynecological malignancies. There are several distinct histotypes of this malignancy characterized by specific molecular events and clinical behavior. These histotypes have differing responses to platinum-based drugs that have been the mainstay of therapy for ovarian cancer for decades. For histotypes that initially respond to a chemotherapeutic regime of carboplatin and paclitaxel such as high-grade serous ovarian cancer, the development of chemoresistance is common and underpins incurable disease. Recent discoveries have led to the clinical use of PARP (poly ADP ribose polymerase) inhibitors for ovarian cancers defective in homologous recombination repair, as well as the anti-angiogenic bevacizumab. While predictive molecular testing involving identification of a genomic scar and/or the presence of germline or somatic BRCA1 or BRCA2 mutation are in clinical use to inform the likely success of a PARP inhibitor, no similar tests are available to identify women likely to respond to bevacizumab. Functional tests to predict patient response to any drug are, in fact, essentially absent from clinical care. New drugs are needed to treat ovarian cancer. In this review, we discuss applications to address the currently unmet need of developing physiologically relevant in vitro and ex vivo models of ovarian cancer for fundamental discovery science, and personalized medicine approaches. Traditional two-dimensional (2D) in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three-dimensions. Additionally, modelling interactions with the tumor microenvironment, including the surface of organs in the peritoneal cavity that support metastatic growth of ovarian cancer, will improve the power of these models. Being able to reliably grow primary tumoroid cultures of ovarian cancer will improve the ability to recapitulate tumor heterogeneity. Three-dimensional (3D) modelling systems, from cell lines to organoid or tumoroid cultures, represent enhanced starting points from which improved translational outcomes for women with ovarian cancer will emerge.

AI snapshot

Written from the paper’s full text.

TL;DR

This narrative review argues that three-dimensional (3D) ovarian cancer models—spheroids, hydrogel- and scaffold-based cultures, organotypic omental co-cultures, organoids/tumoroids, bioprinted constructs and bioreactor/microfluidic systems—better recapitulate tumor heterogeneity, cell–cell and cell–ECM interactions than traditional 2D monolayers, and are therefore better suited to drug discovery and personalized prediction of therapy response. It surveys the molecular landscape of ovarian cancer histotypes, existing cell line, mouse and PDX models, and the technical advantages and drawbacks of each 3D approach.

Key findings

  • Ovarian cancer histotypes differ markedly in molecular drivers and drug response: nearly all HGSOC carry somatic TP53 mutations, while ARID1A/ARID1B and PTEN-PI3K pathway mutations characterize OCCC and EnOC, RAS/MAPK mutations characterize LGSOC, FOXL2 mutations adult GCT, and DICER1 mutations SLCT.
  • Platinum response is histotype-dependent: only 11–27% of OCCC respond initially to platinum therapy, falling to 1–2% in recurrent disease, whereas LGSOC with KRAS/BRAF/NRAS mutations has shown favorable responses to the MEK inhibitor trametinib.
  • Patient-derived organoids/tumoroids can be established from HGSOC, LGSOC, MOC, OCCC and EnOC; Nanki et al. reported an 80% propagation success rate with maintenance of original tumor mutational profiles, and De Witte et al. showed differential drug sensitivities between tumor sites within the same patient.
  • 3D models predict patient response better than 2D: patient-derived spheroids in 384-well ULA plates predicted response to first-line adjuvant chemotherapy with 89% accuracy (Shuford et al.), and HGSOC tumoroids predicted carboplatin sensitivity/resistance with histological concordance to the original tumor (Gorski et al.).
  • Scaffold properties matter: Matrigel's average modulus is ~450 Pa (below native ovary/omentum stiffness), an omentum-inspired PEG hydrogel was tuned to ~2.9 kPa, and GelMA hydrogels of 3.4 kPa with laminin-411 and hyaluronic acid supported spheroid formation and paclitaxel chemoresistance.

Methods

  • Narrative review (no systematic search strategy, inclusion criteria, or meta-analysis reported) covering ovarian cancer histotypes and their molecular events, 2D cell line models, mouse models (GEM, syngeneic, PDX), and 3D in vitro systems.
  • Synthesizes published literature on scaffold-free (liquid overlay, hanging drop), scaffold-based (Matrigel, collagen, alginate, agarose, PEG, GelMA, peptide hydrogels, decellularized ECM), organotypic omental, co-culture, organoid, bioprinting and bioreactor/microfluidic models, with summary tables of cell line origins (Table 1), 3D model advantages/disadvantages (Table 2) and co-culture models (Table 3).
  • No primary data collection or new experiments; conclusions are drawn from cited studies.

Limitations

  • Stated in the paper: most 3D in vitro models lack vasculature, immune cells and adipose-derived cells; organoid propagation methods can be selective and lose stromal/immune cells in longer-term culture, may not represent original tumor heterogeneity (especially after neoadjuvant therapy), and show varied success rates dependent on starting sample volume and handling; Matrigel has batch-to-batch variation, xenogeneic contaminants, inefficient cell retrieval and autofluorescence; microfluidic devices are costly with high inter-study variability due to in-house fabrication; PDX models cannot recapitulate immune responses or site-specific microenvironment and may not metastasize; the number of published 3D ovarian cancer co-culture and bioprinting studies is limited.
  • Evident from the text: as a narrative review it does not describe a systematic literature search or quality appraisal, so the cited evidence base may be incomplete or selectively presented; several cited works are abstracts or protocols rather than full primary studies; and the review reports no quantitative synthesis of the comparative predictive performance of 3D versus 2D models across studies.

Model-written summary. Check it against the paper before relying on it.

Integrity signals

Registry

Crossref · 10.3389/fbioe.2022.836984

Cites

Statistics

Nothing to recompute.

Claims the paper makes

0 of 182 cited sources checked · 0 supported · 0 flagged

  • Findingown data

    Many commercially available ovarian cancer cell lines are established from ascites rather than primary tumors.

    “Given that many commercially available ovarian cancer cell lines are in fact established from ascites rather than primary tumors (Table 1, Supplementary Tables S1,S2)”
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    • cites Table 1

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    • cites Supplementary Tables S1,S2

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    Functional tests to predict patient response to any drug are essentially absent from clinical care.

    “Functional tests to predict patient response to any drug are, in fact, essentially absent from clinical care.”
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  • Premisecitation

    Tumors with defects in homologous recombination repair are responsive to PARP inhibitors, functioning in a synthetic lethal manner to inhibit repair of single strand breaks via base excision repair.

    “Tumors with defects in HRR are responsive to poly adenosine diphosphate-ribose polymerase inhibitors (PARPis), functioning in a synthetic lethal manner to inhibit repair of single strand breaks via the base excision repair pathway (Dedes et al., 2011).”
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    • cites Dedes et al., 2011 source

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    Ovarian cancer comprises several distinct histotypes characterized by specific molecular events and clinical behavior.

    “There are several distinct histotypes of this malignancy characterized by specific molecular events and clinical behavior.”
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    • cites Shih Ie and Kurman, 2004 source

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    • cites Kurman and Shih Ie, 2010

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    Defects in homologous recombination repair can lead to genomic scars caused by the cancer cell's inability to accurately repair sites of double strand breaks.

    “Defects in HRR can lead to the presence of “genomic scars” caused by the cancer cell’s inability to accurately repair sites of double strand breaks (DSBs).”
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    • cites Watkins et al., 2014 source

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    • cites Chao et al., 2018 source

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    Findingnone given

    To date, there have been no reports of using decellularized ovary ECM for the study of ovarian cancers.

    “To date, there have been no reports of using decellularized ovary ECM for the study of ovarian cancers.”
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    Interpretationnone given

    Modelling interactions with the tumor microenvironment, including the surface of organs in the peritoneal cavity that support metastatic growth of ovarian cancer, will improve the power of these models.

    “Additionally, modelling interactions with the tumor microenvironment, including the surface of organs in the peritoneal cavity that support metastatic growth of ovarian cancer, will improve the power of these models.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Traditional 2D in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three dimensions.
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    Premisecitation

    Reasons not all genomic scar tumors respond to PARP inhibitors include reversion of a BRCA mutation, occurrence of a secondary mutation that restores wild-type function, or changes in methylation patterns of an HRR gene that functionally restores HRR but the genomic scar remains.

    “Reasons for this include reversion of a BRCA mutation, occurrence of a secondary mutation that restores wild-type function or changes in methylation patterns of an HRR gene that in effect functionally restores HRR but the genomic scar remains (Patch et al., 2015).”
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    • cites Patch et al., 2015

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    Ovarian cancer classification includes distinct histological subtypes with varied sites of origin underpinned by defining molecular events affecting tumor suppressors and oncogenes.

    “The classification of ovarian cancer includes distinct histological subtypes with varied sites of origin underpinned by defining molecular events affecting tumor suppressors and oncogenes.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    Ovarian cancer histotypes have differing responses to platinum-based drugs.

    “These histotypes have differing responses to platinum-based drugs that have been the mainstay of therapy for ovarian cancer for decades.”
    Quote in the paperNot a substantial claim
  • Classified as probably not a substantial claim.

    Premisenone given

    Predictive molecular testing involving identification of a genomic scar and/or germline or somatic BRCA1 or BRCA2 mutation is in clinical use to inform likely success of a PARP inhibitor.

    “While predictive molecular testing involving identification of a genomic scar and/or the presence of germline or somatic BRCA1 or BRCA2 mutation are in clinical use to inform the likely success of a PARP inhibitor”
    Quote in the paperSubstantial claim
  • Classified as probably not a substantial claim.

    Premisenone given

    Molecular events in ovarian cancer drive specific patterns of clinical behavior characteristic of histotypes, including response to chemotherapeutic agents and molecular target drugs.

    “These events drive specific patterns of clinical behavior characteristic of histotypes, including response to chemotherapeutic agents and molecular target drugs.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S4 (based).

    Premisenone given

    No similar tests are available to identify women likely to respond to bevacizumab.

    “no similar tests are available to identify women likely to respond to bevacizumab.”
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  • Probably not a substantial claim: may not pass S4 (based). May combine two claims.

    Premisenone given

    For histotypes that initially respond to carboplatin and paclitaxel, such as high-grade serous ovarian cancer, development of chemoresistance is common and underpins incurable disease.

    “For histotypes that initially respond to a chemotherapeutic regime of carboplatin and paclitaxel such as high-grade serous ovarian cancer, the development of chemoresistance is common and underpins incurable disease.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    As a predictive DNA marker of defective homologous recombination repair, genomic scars are helpful, but not all tumors with a genomic scar will respond to a PARP inhibitor.

    “As a predictive DNA marker of defective HRR, genomic scars are helpful, but not all tumors with a genomic scar will respond to a PARPi.”
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  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    PARP inhibitors are in clinical use for ovarian cancers defective in homologous recombination repair.

    “Recent discoveries have led to the clinical use of PARP (poly ADP ribose polymerase) inhibitors for ovarian cancers defective in homologous recombination repair, as well as the anti-angiogenic bevacizumab.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S2 (checkable).

    Interpretationreasoning

    Three-dimensional modelling systems, from cell lines to organoid or tumoroid cultures, represent enhanced starting points from which improved translational outcomes for women with ovarian cancer will emerge.

    “Three-dimensional (3D) modelling systems, from cell lines to organoid or tumoroid cultures, represent enhanced starting points from which improved translational outcomes for women with ovarian cancer will emerge.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Traditional 2D in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three dimensions.
  • Probably not a substantial claim: may not pass S4 (based).

    Interpretationnone given

    Being able to reliably grow primary tumoroid cultures of ovarian cancer will improve the ability to recapitulate tumor heterogeneity.

    “Being able to reliably grow primary tumoroid cultures of ovarian cancer will improve the ability to recapitulate tumor heterogeneity.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Traditional 2D in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three dimensions.
  • May combine two claims.

    Premisecitation

    Ovarian cancers with germline or somatic mutation of BRCA1 or BRCA2, mutation of RAD51C or RAD51D, methylation of BRCA1, or high loss of heterozygosity have all been reported to respond to PARP inhibition.

    “Ovarian cancers with germline or somatic mutation of BRCA1 or BRCA2, mutation of RAD51C or RAD51D, methylation of BRCA1, or high LOH have all been reported to respond to PARP inhibition (Audeh et al., 2010; Wang et al., 2012; Ledermann J. et al., 2014; Kondrashova et al., 2017; Swisher et al., 2017; Moore et al., 2018).”
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    • cites Audeh et al., 2010 source

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    • cites Wang et al., 2012

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    • cites Ledermann J. et al., 2014

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    Premisecitation

    Mucinous ovarian cancer has previously been reported as originating from metastatic deposits of primary tumors of the colon, stomach, pancreas and uterus, but evidence now shows that these tumors arise in the ovary following a progression model commencing with benign and borderline precursor lesions.

    “While MOC has previously been reported as originating from metastatic deposits of primary tumors of the colon, stomach, pancreas and uterus, evidence now shows that these tumors do in fact arise in the ovary following a progression model commencing with benign and borderline precursor lesions (Ledermann J. A. et al., 2014; Cheasley et al., 2019).”
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    • cites Ledermann J. A. et al., 2014

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    • cites Cheasley et al., 2019

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    Premisecitation

    Loss of RAD51C methylation has recently been implicated as a mechanism of PARP inhibitor resistance.

    “Furthermore, loss of RAD51C methylation has recently been implicated as a mechanism of PARPi resistance (Nesic et al., 2021).”
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    • cites Nesic et al., 2021

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    Premisenone given

    Many ovarian cancer cell lines have been well characterized morphologically and molecularly and, when able to be tested, maintain unique features of their derivative sample.

    “Many cell lines have been well characterized morphologically and molecularly and, when able to be tested, maintain unique features of their derivative sample.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    The majority of women with high-grade serous ovarian cancer will respond initially to carboplatin, although some tumors display innate platinum resistance.

    “The majority of women with HGSOC will respond initially to carboplatin, although some tumors display innate platinum resistance (Davis et al., 2014).”
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    • cites Davis et al., 2014

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    Premisecitation

    There are no robust markers to predict response to platinum drugs, including through the development of acquired chemoresistance, although defects in homologous recombination repair in primary tumors have been associated with a more favorable response.

    “There are no robust markers to predict response to platinum drugs, including through the development of acquired chemoresistance, although defects in HRR in primary tumors have been associated with a more favorable response (Konstantinopoulos et al., 2010; Muggia and Safra, 2014).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Konstantinopoulos et al., 2010

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    Premisenone given

    Ovarian cancer cells detach from the primary tumor and are attracted to adipose-rich omental tissue.

    “Ovarian cancer cells detach from the primary tumor and are attracted to adipose-rich omental tissue.”
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    Premisecitation

    The A2780/A2780VeliR lines were made resistant in vitro to the PARP inhibitor veliparib.

    “The A2780/A2780VeliR lines were made resistant in vitro to the PARPi veliparib (Dickson et al., 2021).”
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    • cites Dickson et al., 2021

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    Premisecitation

    Other ovarian cancer cell lines have been made resistant to cisplatin in vitro, including A2870/A2780CisR, TYK-nu/TYK-nu.CP-r and CaOV3/CaOV3CisR.

    “Other ovarian cancer cell lines have been made resistant to cisplatin in vitro, including A2870/A2780CisR (Behrens et al., 1987), TYK-nu/TYK-nu.CP-r (Yoshiya et al., 1989) and CaOV3/CaOV3CisR (Joshi et al., 2021).”
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    • cites Behrens et al., 1987

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    • cites Joshi et al., 2021

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    Premisenone given

    To date, the majority of in vitro studies in ovarian cancer have relied on the use of 2D cell culture of immortalized cell lines derived from primary ovarian cancers, pleural effusion, ascitic fluid from the peritoneal cavity or a distant metastatic site.

    “To date, the majority of in vitro studies in ovarian cancer have relied on the use of 2D cell culture of immortalized cell lines derived from primary ovarian cancers, pleural effusion, ascitic fluid from the peritoneal cavity or a distant metastatic site.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    Only 11-27% of ovarian clear cell carcinoma respond initially to platinum therapy, dropping to only 1-2% response rates in recurrent disease.

    “Only 11–27% of OCCC respond initially to platinum therapy, dropping to only 1-2% response rates in recurrent disease (Sugiyama et al., 2000; Mabuchi et al., 2016; Tan et al., 2019).”
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    • cites Sugiyama et al., 2000

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    • cites Mabuchi et al., 2016

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    • cites Tan et al., 2019

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    Premisecitation

    The PEO4 cell line represents malignant cells after the patient developed chemoresistance, having a secondary BRCA2 reversion mutation which restores wild-type BRCA2 function.

    “The PEO4 cell line represents malignant cells after the patient developed chemoresistance, having a secondary BRCA2 reversion mutation which restores wild-type BRCA2 function.”
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  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Ovarian clear cell carcinoma and endometrioid ovarian cancer have been associated with endometriosis.

    “OCCC and EnOC have been associated with endometriosis (Samartzis et al., 2020).”
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    • cites Samartzis et al., 2020

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    Premisecitation

    Granulosa cell tumors arise in granulosa cells that produce estrogen.

    “the sex cord stromal tumor GCT arise in granulosa cells that produce estrogen (Jamieson and Fuller, 2012).”
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    • cites Jamieson and Fuller, 2012

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  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    There remain conflicting reports in the field as to the accuracy of some ovarian cancer cell lines.

    “Still, there remains conflicting reports in the field as to the accuracy of some ovarian cancer cell lines.”
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    Interpretationcitation

    Given the advances seen in progression-free survival and overall survival of some women receiving bevacizumab, development of functional assays to predict the likelihood that a woman will respond to bevacizumab would represent a major advance.

    “Given the advances seen in PFS and OS of some women receiving this monoclonal antibody that targets vascular endothelial growth factor (VEGF), development of functional assays to predict the likelihood that a woman will respond to bevacizumab would represent a major advance (Burger et al., 2011; Perren et al., 2011; Oza et al., 2015).”
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    • cites Burger et al., 2011

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    • cites Perren et al., 2011

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    • cites Oza et al., 2015

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    Premisecitation

    Ovarian tumoroid cultures have been established from both ascitic fluid and primary tumors, to date primarily from high-grade serous ovarian cancer but also from low-grade serous ovarian cancer, mucinous ovarian cancer, ovarian clear cell carcinoma, and endometrioid ovarian cancer.

    “Ovarian tumoroid cultures have been established from both ascitic fluid and primary tumors, to date primarily from the more common HGSOC but also from LGSOC, MOC, OCCC, and EnOC (Hill et al., 2018; De Witte et al., 2020; Nanki et al., 2020).”
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    • cites Hill et al., 2018 source

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    • cites De Witte et al., 2020

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    • cites Nanki et al., 2020

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    Premisenone given

    Some molecular events, such as those in the homologous recombination repair pathway, are already being targeted clinically by FDA-approved PARP inhibitors.

    “Some molecular events, such as those described in the HRR pathway, are already being targeted clinically by FDA-approved PARPis.”
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    Interpretationnone given

    Inclusion of scaffolds in 3D multicellular in vitro models of ovarian cancer adds another level of model complexity, allowing for the recreation of the physical and mechanical tumor microenvironment that can influence ovarian cancer cell behavior.

    “Inclusion of scaffolds in 3D multicellular in vitro models of ovarian cancer adds another level of model complexity, allowing for the recreation of the physical and mechanical tumor microenvironment that can influence ovarian cancer cell behavior.”
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    Premisecitation

    The major constituents of Matrigel are laminins, collagen IV, entactin, and the heparin sulfate proteoglycan perlecan, though ratios often differ by batch, raising the need for caution when interpreting results of cells cultured in Matrigel.

    “The major constituents of this ECM are laminins, collagen IV, entactin, and the heparin sulfate proteoglycan perlecan (Hughes et al., 2010), though ratios often differ by batch, raising the need for caution when interpreting results of cells cultured in Matrigel (Vukicevic et al., 1992).”
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    Interpretationreasoning

    Efforts towards creation of high-throughput in vitro and ex vivo models for drug screening have been a focus in recent years, and will eventually replace 2D cultures.

    “Further, efforts towards creation of high-throughput in vitro and ex vivo models for drug screening have been a focus in recent years, and will eventually replace 2D cultures.”
    Quote in the paperNot a substantial claim
    • Rests on an assumption: Two-dimensional growth of cancer cells as monolayers may fail to recapitulate aspects of the derivative cell behavior and morphology.
    • Rests on an assumption: Differential drug responses in 2D versus 3D cultures have been observed in many in vitro models of cancer, including ovarian cancers.
  • May combine two claims.

    Premisecitation

    Platinum resistance has been found to predict PDX engraftment success, with successful engraftment correlating with shorter progression-free survival and overall survival of the derivative patient.

    “Platinum resistance has also been found to predict PDX engraftment success, with successful engraftment correlating with shorter PFS and OS of the derivative patient (Heo et al., 2017).”
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    • cites Heo et al., 2017

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    Interpretationnone given

    Naturally derived ECM hydrogels such as Matrigel, collagens, alginate, and agarose have been favored in 3D cell culture models due to their history of high biocompatibility with various cell types, including ovarian cancer cell lines and tumor organoids, although they are limited in their mechanical tunability and composition consistency.

    “Naturally derived ECM hydrogels such as Matrigel, collagens, alginate, and agarose have been favored in 3D cell culture models due to their history of high biocompatibility with various cell types, including ovarian cancer cell lines and tumor organoids, although they are limited in their mechanical tunability and composition consistency.”
    Quote in the paperNot a substantial claim
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    Interpretationreasoning

    These hanging drop models are limited to short-term culture and require frequent attention.

    “These models are therefore limited to short-term culture and require frequent attention.”
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    Premisenone given

    Recent technological advances have enabled higher degrees of control over the creation of 3D cell cultures in areas including matrix stiffness and composition, spatial orientation and creation in an automated and high-throughput manner.

    “Recent technological advances have enabled higher degrees of control over the creation of 3D cell cultures in areas including matrix stiffness and composition, spatial orientation and creation in an automated and high-throughput manner.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    The reported engraftment rate can be variable and heavily influenced by ovarian cancer histotype, treatment history, stage and site of malignancy, with higher engraftment rates observed in non-epithelial histotypes.

    “The reported engraftment rate can be variable and heavily influenced by ovarian cancer histotype; treatment history; stage and site of malignancy, with higher engraftment rates observed in non-epithelial histotypes (Wu et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Wu et al., 2019

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  • May combine two claims.

    Interpretationreasoning

    While there is still no perfect 3D in vitro model that can replace in vivo preclinical models, methodological advances are moving the field towards more accurate representations of human tumors, including in regards to drug response.

    “While there is still no “perfect” 3D in vitro model that can replace in vivo preclinical models, methodological advances are moving the field towards more accurate representations of human tumors, including in regards to drug response.”
    Quote in the paperSubstantial claim
    • Rests on an assumption: Two-dimensional growth of cancer cells as monolayers may fail to recapitulate aspects of the derivative cell behavior and morphology.
    • Rests on an assumption: Differential drug responses in 2D versus 3D cultures have been observed in many in vitro models of cancer, including ovarian cancers.
    • Rests on an assumption: There is still no perfect 3D in vitro model that can replace in vivo preclinical models.
  • May combine two claims.

    Premisecitation

    More recent developments have addressed some concerns about PDX models, with higher rates of successful engraftment and propagation of rarer ovarian cancer histotypes such as low-grade serous ovarian cancer and mucinous ovarian cancer, as well as evaluation of drug responses for homologous recombination deficient mutated ovarian cancers and enabling evaluation of immunotherapies through humanized

    “More recent developments have addressed some of these concerns, with higher rates of successful engraftment and propagation of rarer ovarian cancer histotypes such as LGSOC (De Thaye et al., 2020) and MOC (Ricci et al., 2020) as well as evaluation of drug responses for homologous recombination deficient (HRD) mutated ovarian cancers (George et al., 2017) and enabling the evaluation of immunotherap”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites De Thaye et al., 2020

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    • cites Ricci et al., 2020

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    • cites George et al., 2017

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    Interpretationnone given

    Round-bottomed ULA plates allow high consistency between replicates from a cell line or patient sample, as well as facilitating the ability to section and morphologically analyze biologically-relevant structures.

    “This method allows high consistency between replicates from a cell line or patient sample, as well as facilitating the ability to section and morphologically analyze biologically-relevant structures.”
    Quote in the paperNot a substantial claim
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    Premisecitation

    The natural occurrence of ovarian cancer is low in the aging mouse, with rapid progression times contrasting with the development of human ovarian cancer.

    “Further, the natural occurrence of ovarian cancer is low in the aging mouse, with rapid progression times contrasting with the development of human ovarian cancer (Sale and Orsulic, 2006).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sale and Orsulic, 2006

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Matrigel has been used for over 40 years as a mimic for the basement membrane and a structural support for many cell types.

    “Matrigel, derived from the murine Engelbreth-Holm-Swarm (EHS) sarcoma, has been used for over 40 years as a mimic for the basement membrane and a structural support for many cell types (Orkin et al., 1977).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Orkin et al., 1977

      Not checked in the free run.

  • May combine two claims.

    Premisereasoning

    Some ovarian cancer cell lines grow well in both subcutaneous and intraperitoneal locations, while others show a strong propensity to grow in one location only, suggesting a preference for a particular microenvironment.

    “Further, while some cell lines grow well in both SC and IP locations, others show a strong propensity to grow in one location only, suggesting a preference for a particular microenvironment.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    The ID8 model has also been used to study metastasis and immune infiltrates at the trocar site.

    “This model has also been used to study metastasis and immune infiltrates at the trocar site, where an incision is made into the abdomen for laparoscopic surgery (Wilkinson-Ryan et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Wilkinson-Ryan et al., 2019

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    The most widely used mammalian model is the mouse, sharing 85 percent protein-encoding gene homology with humans.

    “The most widely used mammalian model is the mouse (Mus musculus), sharing 85 percent protein-encoding gene homology with humans (Makałowski et al., 1996)”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Makałowski et al., 1996

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Limitations of primary tumor tissue implanted heterotypically into immunodeficient mice include the inability to recapitulate immune responses, site-specific tumor microenvironment interactions and that the tumor may not metastasize.

    “Limitations of primary tumor tissue implanted heterotypically into immunodeficient mice include the inability to recapitulate immune responses, site-specific tumor microenvironment interactions and lastly, that the tumor may not metastasize (Jin et al., 2010).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Jin et al., 2010

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Cell numbers as low as 10 cells per droplet will form spheroids that are uniform in both volume and circularity, amenable to many downstream analyses including high throughput analysis of drug responses.

    “Further, cell numbers as low as 10 cells per droplet will form spheroids that are uniform in both volume and circularity, amenable to many downstream analyses including high throughput analysis of drug responses (Raghavan et al., 2015).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Raghavan et al., 2015

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisereasoning

    A number of different methodologies and techniques are being used in order to more efficiently create 3D cell culture models of cancer, including ovarian cancers.

    “A number of different methodologies and techniques are being used in order to more efficiently create 3D cell culture models of cancer, including ovarian cancers.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Higher RGD concentrations encouraged spheroid cell dispersion and drug sensitivity, whereas hydrogels with lower RGD concentrations had preserved cell aggregations with CSC-like changes and drug resistance.

    “An extension of this work by the same authors showed higher RGD (arginine-glycine-aspartic acid) concentrations encouraged spheroid cell dispersion and drug sensitivity, whereas hydrogels with lower RGD concentrations had preserved cell aggregations with CSC-like changes and drug resistance when grown on PEMM hydrogel discs with varying RGD concentrations (Zhou et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Zhou et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Synthetic ECMs are becoming a more popular in vitro ECM option compared to gold standard EHS-derived ECMs, due to a higher degree of control over properties such as stiffness, pore size and biofunctionalization.

    “Synthetic ECMs are becoming a more popular in vitro ECM option compared to gold standard EHS-derived ECMs, due to a higher degree of control over properties such as stiffness, pore size and biofunctionalization.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    This study highlighted the need to consider the immunogenic properties of biomaterials to match hydrogel models for their appropriate application, and may have implications on future 3D in vitro immunotherapy models.

    “This study highlighted the need to consider the immunogenic properties of biomaterials to match hydrogel models for their appropriate application, and may have implications on future 3D in vitro immunotherapy models.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Proteins are unable to interact with alginate matrix, and as such ECM-cell signaling is lacking in alginate models and is considered a more synthetic ECM that can be biofunctionalized by the addition of peptides.

    “However, proteins are unable to interact with the matrix, and as such ECM-cell signaling is lacking in alginate models and is considered a more synthetic ECM that can be biofunctionalized by the addition of peptides (Rowley et al., 1999).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Rowley et al., 1999 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The use of ovarian dECMs might benefit 3D in vitro ovarian models, due to the preservation of ECM proteins and growth factors found in the native ovary.

    “However, the use of ovarian dECMs might benefit 3D in vitro ovarian models, due to the preservation of ECM proteins and growth factors found in the native ovary.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    A 4-arm PEG-maleimide based hydrogel was designed to recreate the omentum ECM with GFOGER, PHSRN-RGD, RGD, and DGEA biofunctionalization peptide motifs, adjusting stiffness to a physiological level of ∼2.9 kPa for omental tissue and incorporating MMP-degradable crosslinkers.

    “A 4-arm PEG-maleimide based hydrogel was designed to recreate the omentum ECM with GFOGER (collagen-I), PHSRN-RGD (fibronectin), RGD (fibronectin, vitronectin, collagen-VI), and DGEA (collagen-IV) biofunctionalization peptide motifs, adjusting stiffness to a physiological level of ∼2.9 kPa for omental tissue and incorporating MMP-degradable crosslinkers (Brooks et al., 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brooks et al., 2019 source

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Alginate features high biocompatibility, biodegradability, low immunogenicity, and low cost, which have been the drivers behind its use in tissue engineering and drug delivery studies.

    “Features such as high biocompatibility, biodegradability, low immunogenicity, and low cost have been the drivers behind its use in tissue engineering and drug delivery studies (Gombotz and Wee, 1998).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Gombotz and Wee, 1998

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Self-assembling peptide-based hydrogels are increasingly being used as a biomimetic material for 3D in vitro culture for their engineerability, ability to form well-defined nanofibers with natural amino acid constituents and absence of animal-derived contaminants.

    “Self-assembling peptide-based hydrogels are increasingly being used as a biomimetic material for 3D in vitro culture for their engineerability, ability to form well-defined nanofibers with natural amino acid constituents and absence of animal-derived contaminants (Yang et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Yang et al., 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    Synthetic alternatives are becoming more prominent but have yet to meet the standards of enabling the propagation of patient-derived spheroids and organoids as well as having mechanical properties to enable bio-printing for highly reproducible and high-throughput ovarian cancer model development.

    “Synthetic alternatives are becoming more prominent but have yet to meet the standards of enabling the propagation of patient-derived spheroids and organoids as well as having mechanical properties to enable bio-printing for highly reproducible and high-throughput ovarian cancer model development.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Crosslinking of collagen that increases stromal stiffness has also been implicated in chemoresistance.

    “Crosslinking of collagen that increases stromal stiffness has also been implicated in chemoresistance (Sterzyńska et al., 2018).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Sterzyńska et al., 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    The reported average modulus value of Matrigel is approximately 450 Pa, which remains below the average stiffness of human or mouse ovary or omentum.

    “The reported average modulus value of Matrigel was found to be approximately 450 Pa (Soofi et al., 2009), which remains below the average stiffness of human or mouse ovary or omentum (Alkhouli et al., 2013; Mckenzie et al., 2018; Hopkins et al., 2021).”
    Quote in the paperNot a substantial claim0 of 3 sources checked
    • cites Soofi et al., 2009

      Not checked in the free run.

    • cites Alkhouli et al., 2013

      Not checked in the free run.

    • cites Mckenzie et al., 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    PBMCs grown on GelMA hydrogels showed suppressed pro-inflammatory responses to stimulation with LPS, particularly in the presence of TNF, whereby cellular TNF mRNA levels were elevated, but soluble TNF was bound to the hydrogel.

    “Interestingly, peripheral blood mononuclear cells or PBMCs grown on GelMA hydrogels showed suppressed pro-inflammatory responses to stimulation with lipopolysaccharide (LPS), particularly in the presence of tumor necrosis factor (TNF), whereby cellular TNF mRNA levels were elevated, but soluble TNF was bound to the hydrogel (Donaldson et al., 2018).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Donaldson et al., 2018

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    This hydrogel supported cell growth and viability of SK-OV-3 multicellular spheroids and spheroids from patient-derived ascites, with paclitaxel and doxorubicin treatments mimicking the drug responses seen in patients.

    “This hydrogel supported cell growth and viability of SK-OV-3 multicellular spheroids that were pre-made in non-adherent polydimethylsiloxane (PDMS)-coated grids and spheroids from patient-derived ascites, with paclitaxel and doxorubicin treatments mimicking the drug responses seen in patients.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Brooks et al., 2019 source

      Not checked in the free run.

  • Classified as probably not a substantial claim.

    Interpretationnone given

    Hydrogels based on bioinert polyethylene glycol (PEG) have been widely utilized for in vitro 3D models for their ability to customize biofunctionalization by peptides and hydrogel stiffness control.

    “Hydrogels based on bioinert polyethylene glycol (PEG) have been widely utilized for in vitro 3D models for their ability to customize biofunctionalization by peptides and hydrogel stiffness control.”
    Quote in the paperSubstantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    Collagens are the most abundant ECM proteins in the body and are also the most widely used ECM for in vitro cell cultures due to high biocompatibility and commercial availability.

    “Collagens are the most abundant ECM proteins in the body and are also the most widely used ECM for in vitro cell cultures due to high biocompatibility and commercial availability.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Visible light promotes higher cell viability and lower free radical damage compared to UV light when using GelMA.

    “Visible light, as expected, promotes higher cell viability and lower free radical damage compared to UV light when using GelMA (Noshadi et al., 2017).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Noshadi et al., 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisecitation

    Excessive macrofibrillar collagen-I produced by resident fibroblasts has been implicated in the promotion of cancer progression, metastatic and chemoresistant tumor microenvironments.

    “Excessive macrofibrillar collagen-I produced by resident fibroblasts has been implicated in the promotion of cancer progression, metastatic and chemoresistant tumor microenvironments (Gurler et al., 2015).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Gurler et al., 2015

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Preliminary studies of hydrogels derived from decellularized porcine ovarian ECM highlighted the effect of ECM stiffness on ovarian follicle development, with stiffer matrices reducing oocyte viability and triggering premature follicle release.

    “Preliminary studies of hydrogels derived from decellularized porcine ovarian ECM highlighted the effect of ECM stiffness on ovarian follicle development, with stiffer matrices reducing oocyte viability and triggering premature follicle release (Buckenmeyer et al., 2016), though this effect has not been investigated with ovarian cancer cells.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Buckenmeyer et al., 2016

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    In the mesothelial models, fewer efficacious drug hits were observed than in traditional 2D models, but similar drug responses were observed in vivo in PDX models.

    “Though the mesothelial models had fewer efficacious drug hits than traditional 2D models, similar drug responses were observed in vivo in PDX models (Kenny et al., 2014; Lal-Nag et al., 2017).”
    Quote in the paperSubstantial claim0 of 2 sources checked
    • cites Kenny et al., 2014

      Not checked in the free run.

    • cites Lal-Nag et al., 2017

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    GelMA is a semi-synthetic bioengineered, biocompatible material with high batch-to-batch consistency, control of mechanophysical properties, innate RGD responsive peptide motifs and ability to be cleaved by MMPs, having been designed as an alternative to Matrigel.

    “GelMA is a semi-synthetic bioengineered, biocompatible material with high batch-to-batch consistency, control of mechanophysical properties, innate RGD responsive peptide motifs and ability to be cleaved by MMPs, having been designed as an alternative to Matrigel (Zhu et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Zhu et al., 2019

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Concerns regarding the use of Matrigel include batch-to-batch variation, potential for xenogeneic contaminants derived from mouse on human cells, inefficient cell retrieval requiring temperature reversal to 4°C, potential DNA/RNA contamination from the matrix, and matrix autofluorescence that reduces signal-to-noise ratio when imaging fluorescently stained cells in situ.

    “Aside from commercial availability and high biocompatibility with a wide range of cell types, there continues to be concerns regarding the use of Matrigel in a number of areas, including: batch-to-batch variation, potential for xenogeneic contaminants derived from mouse on human cells, inefficient cell retrieval requiring temperature reversal to 4°C, potential DNA/RNA contamination from the matrix”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Graf and Boppart, 2010

      Not checked in the free run.

    • cites Hughes et al., 2010

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Premisenone given

    Tumor-on-a-chip microfluidics systems have been used to model peritoneal metastases as well as vasculature in solid tumors.

    “Tumor-on-a-chip microfluidics systems have been used to model peritoneal metastases as well as vasculature in solid tumors.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Synthetic matrices are limited by their biocompatibility but can be biofunctionalized with peptides and full-length ECM proteins.

    “In contrast, synthetic matrices are limited by their biocompatibility but can be biofunctionalized with peptides and full-length ECM proteins.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationreasoning

    The material properties of Matrigel and other natural matrices are limited in their printability as bioinks due to temperature sensitivities and pre-determined stiffnesses, highlighting the flexibility of synthetic matrices that can be modified to best mimic in vivo conditions.

    “The material properties of Matrigel and other natural matrices are limited in their printability as bioinks due to temperature sensitivities and pre-determined stiffnesses, highlighting the flexibility of synthetic matrices that can be modified to best mimic in vivo conditions.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Premisenone given

    Droplet-based bioprinting systems enable the precise and agile fabrication of microtissue cultures by overlaying drops of biomaterial.

    “Droplet-based bioprinting systems enable the precise and agile fabrication of microtissue cultures by overlaying drops of biomaterial.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Analysis of ovarian tumor organoids derived from multiple tumor sites within the same patient showed differential drug sensitivities, emphasizing the need to account for intrapatient tumor heterogeneity.

    “The analysis of ovarian tumor organoids derived from multiple tumor sites within the same patient showed differential drug sensitivities, emphasizing the need to account for intrapatient tumor heterogeneity (De Witte et al., 2020).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites De Witte et al., 2020

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    CRISPR-Cas9 genome editing to introduce common HGSOC gene defects into mouse oviduct and OSE cell organoids showed that both organoid types could become carcinogenic and that drug sensitivities in HGSOC patients may be cell lineage-dependent.

    “An extension of this work has similarly used CRISPR-Cas9 genome editing to introduce common HGSOC gene defects into mouse oviduct and OSE cell organoids, showing that both organoid types could become carcinogenic and that drug sensitivities in HGSOC patients may be cell lineage-dependent (Lõhmussaar et al., 2020).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Lõhmussaar et al., 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Ovarian cancer cell lines were utilized during optimization of bioink biocompatibility, showing high cell viability during and after the extrusion process.

    “While this study focused on oocyte maturation ex vivo, ovarian cancer cell lines were utilized during optimization of bioink biocompatibility, showing high cell viability during and after the extrusion process.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Wu et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisenone given

    Indirect contact co-cultures, such as by the use of transwells or conditioned media, mimic cellular signaling in the absence of physical cellular contact, and enable simple segregation of cell types for ease of downstream analyses of individual cell population behavior.

    “Indirect contact co-cultures, such as by the use of transwells or conditioned media, mimic cellular signaling in the absence of physical cellular contact, and enable simple segregation of cell types for ease of downstream analyses of individual cell population behavior.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    In comparison to xenograft models, organoid or tumoroid cultures require significantly shorter times for development from small starting samples, have a higher success rate and accurately reproduce the genetic and phenotypic features of the derivative tumor, allowing for personalized medicine strategies.

    “In comparison to xenograft models, organoid or tumoroid cultures require significantly shorter times for development from small starting samples, have a higher success rate and accurately reproduce the genetic and phenotypic features of the derivative tumor, allowing for personalized medicine strategies (Hidalgo et al., 2014).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Hidalgo et al., 2014

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    Varying success rates have been reported for ovarian cancer organoids/tumoroids, particularly attributed to the heterogeneity of these cancers, and propagation success has been highly dependent on starting sample volume and sample handling.

    “While there is growing evidence that ovarian cancer organoids/tumoroids are becoming the new benchmark for pre-clinical models compared to traditional 2D methods, varying success rates have been reported, particularly attributed to the heterogeneity of these cancers, and propagation success has been highly dependent on starting sample volume and sample handling.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing).

    Interpretationreasoning

    The number of published studies utilizing 3D bioprinting for ovarian cancer is limited.

    “As a relatively new approach to 3D cell model creation, the number of published studies is limited for ovarian cancer.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    The organotypic mesothelial model was more cost and time-efficient with similar results to in vivo models when testing micellar-based nanoparticle therapies to prevent early metastasis.

    “This organotypic model was also more cost and time-efficient with similar results to in vivo models, when testing micellar-based nanoparticle therapies to prevent early metastasis (Lu et al., 2019).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Lu et al., 2019

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Wnt pathway induction resulted in tumoroid growth arrest in HGSOC organoids, which was rescued by BMP signaling.

    “In contrast to traditional organoid culture methods that utilize Wnt to maintain stem-like properties, Wnt pathway induction resulted in tumoroid growth arrest in HGSOC organoids, however was able to be rescued by BMP signaling (Hoffmann et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Hoffmann et al., 2020

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    Bioreactors have largely been used to study the effects of fluid flow as a physiological mechanical stimulus on cell behavior.

    “Bioreactors have largely been used to study the effects of fluid flow as a physiological mechanical stimulus on cell behavior.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Premisecitation

    Microgravity, as a biomechanical force, has been reported to reduce metastatic markers, change cell metabolism and chemosensitivity in a variety of cancer cell lines, though the in vivo effect is unknown.

    “Microgravity, as a biomechanical force, has been reported to reduce metastatic markers, change cell metabolism and chemosensitivity in a variety of cancer cell lines, though the in vivo effect is unknown (Takeda et al., 2009; Vidyasekar et al., 2015).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Takeda et al., 2009

      Not checked in the free run.

    • cites Vidyasekar et al., 2015

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Low passage primary ovarian and endometrial cancer cell lines propagated as multicellular spheroids in a rotating cell culture system showed similar histological markers to the primary tumor with differentially expressed markers including prohibitin, VDAC1 and annexin 4 identified in 2D versus 3D culture methods.

    “Low passage primary ovarian and endometrial cancer cell lines propagated as multicellular spheroids in a rotating cell culture system, showed similar histological markers to the primary tumor with differentially expressed markers including prohibitin, VDAC1 and annexin 4 identified in 2D versus 3D culture methods (Grun et al., 2009).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Grun et al., 2009

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Further work confirmed the production of chondroitin sulphate in the 3D culture similar to that observed in the in vivo tumor; however, this was not observed in 2D culture.

    “Further work confirmed the production of chondroitin sulphate in the 3D culture similar to that observed in the in vivo tumor; however, this was not observed in 2D culture (Goodwin et al., 1997; Grun et al., 2009).”
    Quote in the paperNot a substantial claim0 of 2 sources checked
    • cites Goodwin et al., 1997

      Not checked in the free run.

    • cites Grun et al., 2009

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The majority of bioreactor-based models for ovarian cancer have been used for the study of fluid shear stress pressures on cancer invasion and proliferation.

    “The majority of bioreactor-based models for ovarian cancer have been used for the study of fluid shear stress pressures on cancer invasion and proliferation.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationreasoning

    Three-dimensional co-cultures, particularly when combined with ECM scaffolds, are in vitro biomimetic models that may better represent the in vivo situation and more accurately predict cellular responses in a patient.

    “Three-dimensional co-cultures, particularly when combined with ECM scaffolds, are in vitro, biomimetic models that may better represent the in vivo situation and more accurately predict cellular responses in a patient.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    Kopper and colleagues performed gene editing in normal non-tumor organoids established from fallopian tube or ovarian epithelium using CRISPR-Cas9 for modelling TP53 mutations, and determined that HRD ovarian cancer organoids with fewer RAD51 loci were more sensitive to the PARPi niraparib, analogous to responses observed in vivo.

    “Kopper and colleagues have performed gene editing in normal non-tumor organoids established from fallopian tube or ovarian epithelium using CRISPR-Cas9 gene editing for modelling TP53 mutations, and determined that HRD ovarian cancer organoids with fewer RAD51 loci were more sensitive to the PARPi niraparib, analogous to responses observed in vivo (Kopper et al., 2019).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Kopper et al., 2019

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    The organotypic mesothelial model lacks vasculature, immune cells, and cells from adipose tissue.

    “While this co-culture model has been quite successful, as a scalable, 3D pre-clinical model of ovarian cancer metastases, it lacks vasculature, as well as immune cells and cells from adipose tissue.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Masiello and colleagues adapted the orbital shaker to rotate at physiologically relevant speeds and utilized typical culture dishes to investigate the effects of rotational speeds, cell density and well size on spheroid formation, resulting in more rounded and consistent spheroid formation.

    “Masiello and colleagues adapted the orbital shaker to rotate at physiologically relevant speeds and utilized typical culture dishes to investigate the effects of rotational speeds, cell density and well size on spheroid formation (Masiello et al., 2018). This study resulted in more rounded and consistent spheroid formation, amenable to the analyses of functional endpoints.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Masiello et al., 2018

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Premisenone given

    In the context of ovarian cancers, mechanotransduction and shear stress from ascites fluid build-up and flow in the peritoneum have been shown to drive ovarian cancer metastasis.

    “In the context of ovarian cancers, mechanotransduction and shear stress from ascites fluid build-up and flow in the peritoneum have been shown to drive ovarian cancer metastasis.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationcitation

    There is growing evidence that 2D cultures are more divergent and 3D cultures are better models to reproduce and predict patient drug responses.

    “There is growing evidence that 2D cultures are more divergent and 3D cultures are better models to reproduce and predict patient drug responses.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    The study showed correlation between macrophage recruitment and tumor invasiveness and results were replicated in in vivo PDX models.

    “The study showed correlation between macrophage recruitment and tumor invasiveness and results were replicated in in vivo PDX models, with future work looking to identify correlations between macrophage infiltration and chemoresistance.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Scott et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

    Interpretationnone given

    The field of 3D bioprinting, currently in its infancy, is rapidly emerging as an answer to the manual, low throughput methods of creating 3D cell models, including organoids and tumoroids.

    “The field of 3D bioprinting, currently in its infancy, is rapidly emerging as an answer to the manual, low throughput methods of creating 3D cell models, including organoids and tumoroids.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Primary ovarian cancers cells grown as organoids had HRD scores, growth and drug cytotoxicity more strongly correlated with the original tumor compared to monolayer cultures, indicative that 3D tumoroid cultures are better mimics of patient tumor behavior.

    “A study by Jabs and colleagues documented that primary ovarian cancers cells grown as organoids had HRD scores, growth and drug cytotoxicity more strongly correlated with the original tumor compared to monolayer cultures, indicative that 3D tumoroid cultures are better mimics of patient tumor behavior (Jabs et al., 2017).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Jabs et al., 2017

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

    Interpretationnone given

    Tumor-on-a-chip devices utilize microfluidics to simulate effects of vascular flow in solid tumors and more specifically in the context of ovarian cancer, mimicking the hydrodynamics that influence ascitic seeding in the peritoneum and contributing to metastases.

    “Tumor-on-a-chip devices utilize microfluidics to simulate effects of vascular flow in solid tumors and more specifically in the context of ovarian cancer, mimicking the hydrodynamics that influence ascitic seeding in the peritoneum and contributing to metastases (Figure 3).”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Hill and colleagues employed organoids from HGSOC for DNA repair profiling and were able to predict the therapeutic sensitivity in patients to PARP inhibitors.

    “Hill and colleagues employed organoids from HGSOC for DNA repair profiling and were able to predict the therapeutic sensitivity in patients to PARP inhibitors.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Hill et al., 2018 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    Advantages of microfluidic chip systems include the ability to utilize small amounts of starting material, homogenous creation of large numbers of spheroids, portable sizing, and the potential to control drug or chemokine gradients with integration of multiple wells or chips.

    “Advantages of microfluidic chip systems include the ability to utilize small amounts of starting material, homogenous creation of large numbers of spheroids, portable sizing, and the potential to control drug or chemokine gradients with integration of multiple wells or chips.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Interpretationnone given

    Induction of inflammatory cytokines such as MCP-1 and TNF mirrored the pro-inflammatory vascular microenvironment observed in the vicinity of ovarian tumors in vivo and inferred some regulation of cancer progression.

    “Induction of inflammatory cytokines such as MCP-1 and TNF also mirrored the pro-inflammatory vascular microenvironment observed in the vicinity of ovarian tumors in vivo and inferred some regulation of cancer progression.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Perfused spheroids formed larger subcutaneous tumors that were chemoresistant, regulated by the PI3K/AKT signaling pathway, when transplanted into nude mice as xenografts.

    “These findings were further validated when transplanted into nude mice as xenografts, with perfused spheroids forming larger subcutaneous tumors that were found to be chemoresistant, regulated by the PI3K/AKT signaling pathway.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Ip et al., 2016

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    A direct comparison of spheroid formation and carboplatin sensitivity in four ovarian cancer cell lines in either PDMS-based microfluidic devices with microwells, ULA plates or hanging drop showed microfluidic devices created more homogeneous spheroids with similar carboplatin sensitivities to ULA-plate derived spheroids.

    “A direct comparison of spheroid formation and carboplatin sensitivity in four ovarian cancer cell lines in either PDMS-based microfluidic devices with microwells, ULA plates or hanging drop showed microfluidic devices created more homogeneous spheroids with similar carboplatin sensitivities to ULA-plate derived spheroids (Patra et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Patra et al., 2020

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    This disruption was partially rescued by addition of atorvastatin, with results reproduced using primary HGSOC cells with prior atorvastatin treatment in vivo.

    “This disruption was partially rescued by addition of atorvastatin, a statin drug used for preservation of endothelial junctions, with results reproduced using primary HGSOC cells with prior atorvastatin treatment in vivo.”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Saha et al., 2020 source

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Numerous studies have shown the utility of ovarian cancer organoids of various histotypes for drug screening, with maintenance of mutational profiles and accurate reproduction of treatment responses when challenged with FDA-approved clinically utilized drugs.

    “Further, numerous studies have shown the utility of ovarian cancer organoids of various histotypes for drug screening, with maintenance of mutational profiles and accurate reproduction of treatment responses when challenged with FDA-approved clinically utilized drugs (Kopper et al., 2019; Maenhoudt et al., 2020; Nanki et al., 2020).”
    Quote in the paperSubstantial claim0 of 3 sources checked
    • cites Kopper et al., 2019

      Not checked in the free run.

    • cites Maenhoudt et al., 2020 source

      Not checked in the free run.

    • cites Nanki et al., 2020

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    RNA sequencing of these tumoroids identified cell-specific pathways that may contribute to carboplatin sensitivity or resistance, and has potential for use in stratification of patients, to guide treatment strategies before clinical recurrence.

    “RNA sequencing of these tumoroids identified cell-specific pathways that may contribute to carboplatin sensitivity or resistance, and has potential for use in stratification of patients, to guide treatment strategies before clinical recurrence (Gorski et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gorski et al., 2021

      Not checked in the free run.

  • May combine two claims.

    Premisecitation

    Microfluidic chips have been used to investigate platelet extravasion in the presence of both primary endothelial cell and ovarian cancer cells, whereby platelets were found to induce cancer cell mediated disruption of the endothelial layer.

    “Microfluidic chips have also been used to investigate platelet extravasion in the presence of both primary endothelial cell and ovarian cancer cells, whereby platelets were found to induce cancer cell mediated disruption of the endothelial layer (Saha et al., 2020).”
    Quote in the paperNot a substantial claim0 of 1 sources checked
    • cites Saha et al., 2020 source

      Not checked in the free run.

  • May combine two claims.

    Interpretationnone given

    The ring-shaped geometry eliminates the need for sample transfer or tumoroid dissociation, and can utilize very small starting cell numbers.

    “The ring-shaped geometry is particularly advantageous as it eliminates the need for sample transfer or tumoroid dissociation, and can utilize very small starting cell numbers.”
    Quote in the paperSubstantial claim
  • May combine two claims.

    Premisecitation

    HGSOC tumor organoids from primary and interval debulking surgeries showed histological concordance with the original tumor and reliably predicted carboplatin sensitivity and resistance.

    “For the prediction of drug response, HGSOC tumor organoids from primary and interval debulking surgeries showed histological concordance with the original tumor and reliably predicted carboplatin sensitivity and resistance (Gorski et al., 2021).”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Gorski et al., 2021

      Not checked in the free run.

  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Investigation into compressive stress to model external compressive stimuli such as ascites accumulation that increases hydrostatic pressure as a driver of metastasis is a relatively new approach and its effect on treatment is still unknown.

    “Investigation into compressive stress to model external compressive stimuli such as ascites accumulation that increases hydrostatic pressure as a driver of metastasis is a relatively new approach and its effect on treatment is still unknown.”
    Quote in the paperNot a substantial claim
  • Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

    Interpretationnone given

    Microfluidic devices have great potential as more physiological and reproducible 3D in vitro models of ovarian cancer, but there are still drawbacks, namely in costing.

    “While microfluidic devices have great potential as more physiological and reproducible 3D in vitro models of ovarian cancer, there are still a number of drawbacks to this new technology, namely in costing.”
    Quote in the paperNot a substantial claim
  • May combine two claims.

    Premisecitation

    Ovarian cancer is an umbrella term for multiple histotypes, with differing sites of origin, different genetic and epigenetic events and survival rates.

    “As already discussed, ovarian cancer is in fact an umbrella term for multiple histotypes, with differing sites of origin, different genetic and epigenetic events and survival rates.”
    Quote in the paperSubstantial claim0 of 1 sources checked
    • cites Peres et al., 2018

      Not checked in the free run.

113 of 113
  • The paper relies on this without support.

    Traditional 2D in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three dimensions.

    “Traditional two-dimensional (2D) in vitro cell culture of ovarian cancer lacks critical cell-to-cell interactions afforded by culture in three-dimensions.”
  • The paper relies on this without support.

    Two-dimensional growth of cancer cells as monolayers may fail to recapitulate aspects of the derivative cell behavior and morphology.

    “Two-dimensional (2D) growth of cancer cells as monolayers may fail to recapitulate aspects of the derivative cell behavior and morphology.”
  • The paper relies on this without support.

    Differential drug responses in 2D versus 3D cultures have been observed in many in vitro models of cancer, including ovarian cancers.

    “Differential drug responses in 2D versus 3D cultures have been observed in many in vitro models of cancer, including ovarian cancers.”
  • The paper relies on this without support.

    Concerns with translatability of disease mechanisms and drug responses between species remain.

    “although concerns with translatability of disease mechanisms and drug responses between species remain.”
  • The paper relies on this without support.

    There is still no perfect 3D in vitro model that can replace in vivo preclinical models.

    “While there is still no “perfect” 3D in vitro model that can replace in vivo preclinical models”
  • The paper relies on this without support.

    Primary patient-derived samples are the gold standard for prediction of treatment response.

    “While primary patient-derived samples are the gold standard for prediction of treatment response”
  • The paper relies on this without support.

    The initial triggers for the development of ovarian cancer are still being debated.

    “As the initial triggers for the development of ovarian cancer is still being debated”
7 of 7

Claims other papers make about this one

Each is checked against this paper’s own text: does it say what the citing paper says it does?

  • Established cell lines do not capture disease heterogeneity across patients and hence are lacking in clinical relevance.

    “In addition, it has been shown that established cell lines do not capture disease heterogeneity across patients and hence are lacking in clinical relevance (Gillet et al., 2011; Yee et al., 2022).”

    From Microphysiological systems as models for immunologically ‘cold’ tumors (2024) · cites this paper as Yee et al., 2022

Self-check

Percentages, sums and reported differences re-computed from the paper’s own numbers.

Each contradiction between two passages listed here was confirmed by an independent check.

  • Fibroblast cell line differs between Table 3 and the text

    Minor

    For the Xu et al. (2011) bioprinted co-culture, Table 3 names the fibroblast line MRC-5, but the text names it MRF-5.

  • Inconsistent name for the cisplatin-resistant cell line's parent

    Minor

    The cisplatin-resistant pair names A2870 as the parent of A2780CisR, while the paper elsewhere names A2780 as the parent in another resistant pair. The A2870 designation is inconsistent with the cell line name used throughout the paper.

2 of 2

The citation lists haven’t been fetched yet

References 272 · Cited by 66

Authors
Yee, C., Dickson, K.-A., Muntasir, M. N., Ma, Y., & Marsh, D. J.
Affiliations
University of Technology Sydney (AU)
Corresponding author
Yee, Christine
Venue
Frontiers in Bioengineering and Biotechnology
Published
2022-02-10
Volume
10
Pages
836984-836984
ISSN
2296-4185 (ISSN-L)
OpenAlex
W4211144590
Cited by
66
References
272
Citations by year
2026: 17 · 2025: 8 · 2024: 20 · 2023: 18 · 2022: 3
FWCI
1.97
Type
journal article
Language
en
Open access
Locations
  • Frontiers in Bioengineering and Biotechnology (publishedVersion, cc-by)
  • PubMed Central (publishedVersion, cc-by)
  • PubMed (publishedVersion)
  • OPUS - Open Publications of UTS Scholars (University of Technology Sydney) (submittedVersion, other-oa)
  • DOAJ (DOAJ: Directory of Open Access Journals) (submittedVersion, cc-by-sa)
Funders
Cancer Council NSW (2019/TPG1002)
Topics
  • Health Sciences › Medicine › Reproductive Medicine › Ovarian cancer diagnosis and treatment
  • Physical Sciences › Engineering › Biomedical Engineering › 3D Printing in Biomedical Research
  • Health Sciences › Medicine › Oncology › Cancer Cells and Metastasis
Keywords
ovarian cancer, 3D modeling, tumor organoids, in vitro model, tumor microenvironment, chemoresistance, PARP inhibitors, bevacizumab, predictive biomarkers, personalized medicine, tumor heterogeneity, peritoneal carcinomatosis, BRCA1 and BRCA2 mutations, high-grade serous ovarian cancer, platinum resistance

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