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Fang, et al.
                                                                   Several limitations associated with 2D cell culture
                                                               models have led to the development and use of in vivo
                                                               animal models and 3D models that can closely mimic the
                                                               physical, geometrical, biochemical, and genetic profiles
                                                               of the TME.

                                                               3.2. In vivo animal models
                                                               In vivo investigations in animal models are most
                                                               often  the  next logical step following  successful
                                                               in  vitro determination of the efficacy of potential drug
                                                               candidates. Although in vivo models provide essential
                                                               information on tumor growth and progression, they
                                                               suffer  from  several  limitations,  such  as  high  cost,
                                                               large variations observed between the animals used,
                                                               inter-species  differences,  and  ethical  considerations
                                                               relating  to  animal  use. Because  of  the  variations  in
                                                               gene expression, protein expression, and soluble
                                                               molecules (cytokines, growth factors, etc.) that are
                                                               crucial for the investigation of cancer progression,
           Figure 1. Various in vitro cancer models are used in anticancer drug   animal models such as rat models utilized in cancer
           screening  (from  reference [19]  licensed under Creative  Commons   research  are  not  indicative  of  human  responses  to
           Attribution 4.0 license)                            anticancer treatments [66-68] . Despite their limitations,
                                                               animal  models  continue  to  remain  the  gold  standard
                                                               for  anticancer  compounds  due  to  their  physiological
           3.1. 2D cell cultures                               similarity to humans.  The large gap between 2D
           Two-dimensional  models  have  been  typically  used for   cell cultures and animal  models necessitates the
           anticancer drug screening due to their ease of use, low   development of suitable  3D models that eliminate
           cost, and availability of functional assays . Traditional   species differences in drug response observed during
                                              [60]
           2D monolayer  culture,  monolayer  co-cultures,  cells   animal testing and enables the recreation of the
           grown  on  floating  membranes,  and  cell  monolayer   complex TME.
           sandwiched between membranes are the most often used   3.3. Three-dimensional cell culture models
           2D models in cancer research and screening. Despite their
           advantages related to usability and cost, 2D model cell   The  advances  in  microfluidics,  cell  biology,  and  tissue
           cultures lack the ability to accurately identify potential   engineering have paved the way for the creation of 3D
           anticancer compounds aimed at treating solid tumors. In   cell culture models that can mimic the pathophysiology of
           cancer patients, drugs that have demonstrated substantial   tumor cells and their responses to anticancer treatments.
           performance in 2D in vitro models have not always worked   Correct cell polarization, original form, genetic profile,
           as well . The fact that 2D cell cultures are frequently   and TME heterogeneity  may all  be obtained  using 3D
                 [61]
                                                                     [12]
           produced as monolayers, which differ greatly from the 3D   models .  Tumors are 3D formations made up of a
           architecture of tumors, explain this phenomenon. Drug,   heterogeneous  distribution  of various cells  buried  in
           nutrients, and oxygen exposure are often uniform across   stromal tissue; therefore, 3D models can better depict the
           all cells in a monolayer whereas inner tumor cells have   TME and cellular behavior .
                                                                                     [19]
           limited drug exposure . Furthermore, 2D models cannot   To create realistic human models for chemotherapeutic
                             [62]
           capture  cell-cell  and  cell-ECM interactions,  and  they   drug testing, primary cancer cells obtained from patient
           suffer  from  damage  to  tissue-specific  construction,  and   tumor biopsies or cell lines can be employed. The different
           biochemical and mechanical cues caused by the removal   3D cell cultures include spheroids, organoids, scaffolds/
           of secreted biomolecules by media replacement [63-65] . Two-  hydrogels, and 3D-bioprinted constructs.
           dimensional cell cultures are made up of immortalized   Spheroids are micro-sized, single-cell, or multicell
           cell lines, and recurrent passages of cell lines can result   aggregates that represent the 3D  architecture  of solid
           in genotypic and phenotypic changes, obstructing proper   tumors  and  they  can  demonstrate  cell-cell  and  cell-
           growth and responsiveness to stimuli.  Cell  supports   ECM interactions, unlike  2D cell  culture  systems [69,70] .
           in  Petri  dishes  or  flasks  are  stiffer  than  soft  tissues  of   Spheroids can form intrinsic metabolic gradients (oxygen,
           tumors, which affects gene expression profiles and drug   nutrients, by-products, and metabolites) that lead to the
           sensitivity .                                       establishment of heterogenous structures composed of a
                   [66]
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