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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Oncol.</journal-id>
<journal-title>Frontiers in Oncology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Oncol.</abbrev-journal-title>
<issn pub-type="epub">2234-943X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fonc.2024.1477448</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Oncology</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Radioresistance and brain metastases: a review of the literature and applied perspective</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Youssef</surname>
<given-names>Andrew</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2811855"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sahgal</surname>
<given-names>Arjun</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/100949"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Das</surname>
<given-names>Sunit</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/100944"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Institute of Medical Science, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Radiation Oncology, Odette Cancer Centre, Sunnybrook Hospital</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Division of Neurosurgery, St. Michael&#x2019;s Hospital, University of Toronto</institution>, <addr-line>Toronto, ON</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Ira Ida Skvortsova, Innsbruck Medical University, Austria</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Connor Kinslow, Columbia University, United States</p>
<p>Satoru Osuka, University of Alabama at Birmingham, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Sunit Das, <email xlink:href="mailto:sunit.das@utoronto.ca">sunit.das@utoronto.ca</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>30</day>
<month>10</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>14</volume>
<elocation-id>1477448</elocation-id>
<history>
<date date-type="received">
<day>08</day>
<month>08</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>10</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Youssef, Sahgal and Das</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Youssef, Sahgal and Das</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Intracranial metastatic disease is a serious complication of cancer, treated through surgery, radiation, and targeted therapies. The central role of radiation therapy makes understanding the radioresistance of metastases <italic>a priori</italic> a key interest for prognostication and therapeutic development. Although historically defined clinic-radiographically according to tumour response, developments in new techniques for delivering radiation treatment and understanding of radioprotective mechanisms led to a need to revisit the definition of radioresistance in the modern era. Factors influencing radioresistance include tumour-related factors (hypoxia, cancer stem cells, tumour kinetics, tumour microenvironment, metabolic alterations, tumour heterogeneity DNA damage repair, non-coding RNA, exosomes, methylomes, and autophagy), host-related factors (volume effect &amp; dose-limiting non-cancerous tissue, pathophysiology, and exosomes), technical factors, and probabilistic factors (cell cycle and random gravity of DNA damage). Influences on radioresistance are introduced and discussed in the context of brain metastases.</p>
</abstract>
<kwd-group>
<kwd>radiotherapy</kwd>
<kwd>cancer</kwd>
<kwd>brain</kwd>
<kwd>metastases</kwd>
<kwd>radioresistance</kwd>
</kwd-group>
<counts>
<fig-count count="2"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="137"/>
<page-count count="12"/>
<word-count count="5382"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Radiation Oncology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<sec id="s1_1">
<label>1.1</label>
<title>Intracranial metastatic disease and radiotherapy</title>
<p>Intracranial metastatic disease (IMD) is a serious complication of cancer and the most common type of brain tumour (<xref ref-type="bibr" rid="B1">1</xref>), estimated to affect roughly 2% of all patients with cancer and compromise 12% of all metastatic sites (<xref ref-type="bibr" rid="B2">2</xref>). IMD has a poor prognosis, which is affected by factors such as the extent of systemic disease, number of intracranial metastases, performance status and age (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B3">3</xref>). Treatments for IMD include surgery, radiation and target therapies (<xref ref-type="bibr" rid="B4">4</xref>). Radiation therapy (RT) holds a central role in IMD treatment and why understanding the radioresistance of a metastases <italic>a priori</italic> is of key interest in both prognostication and therapeutic development.</p>
</sec>
<sec id="s1_2">
<label>1.2</label>
<title>History of radiobiology and radioresistance</title>
<p>The effects seen from RT result principally from direct or indirect DNA damage (<xref ref-type="bibr" rid="B5">5</xref>). Direct ionising radiation damage results from DNA ionisation or excitation, leading to a base change. Indirect ionising radiation damage occurs more frequently from RT and occurs when the energy from the RT is transferred to other cellular atoms (namely water) and produces free radicals, which can then damage the DNA (<xref ref-type="bibr" rid="B5">5</xref>).</p>
<p>Historically, radioresistance has been defined clinic-radiographically according to tumour response following treatment with a maximum tolerable dose (<xref ref-type="bibr" rid="B6">6</xref>). However the radiation dose was limited by conventional techniques. In particular for brain metastases the treatment was whole brain radiation treatment (WBRT), and the &#x201c;maximum&#x201d; dose applied was far lower than what can be achieved with modern conformal stereotactic techniques. Therefore, the development and increasing use of stereotactic radiosurgery (SRS), which allows a higher maximum tolerable dose because of decreased radiation exposure beyond the target, has brought into question the validity of these classical definitions. There is a need to revisit the definition of radioresistance in the modern era.</p>
<p>Lester J. Peters, in his keynote address from the 1980s, identified four main categories of clinical radioresistance: tumour-related factors, host-related factors, technical factors, and probabilistic factors (<xref ref-type="bibr" rid="B6">6</xref>). Tumour-related factors include hypoxia, number of clonogenic cells, tumour kinetics and intrinsic radioresistance. Host-related factors include the volume effect (complications based on the volume irritated), dose-limiting non-cancerous tissue, pathophysiological factors and host defences. Technical factors include geographic miss of treatment and errors in dose delivery. Lastly, probabilistic radioresistance, as RT relies on damaged DNA to produce an effect, speaks to the randomness inherent in the production of DNA damage (<xref ref-type="bibr" rid="B6">6</xref>). Since then, additional factors that affect radioresistance have been identified, including the tumour microenvironment (TME), metabolic alterations, cancer stem cells (CSCs), tumour heterogeneity, microRNAs, cell cycle stage, DNA damage repair pathways, exosomes, methylation state and autophagy (<xref ref-type="bibr" rid="B7">7</xref>&#x2013;<xref ref-type="bibr" rid="B9">9</xref>). Ultimately, many of these factors are interconnected and influence each other through various mechanisms and sub-pathways (<xref ref-type="fig" rid="f1">
<bold>Figure 1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Venn diagram of the mechanisms and factors of cancer radioresistance.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1477448-g001.tif"/>
</fig>
</sec>
</sec>
<sec id="s2">
<label>2</label>
<title>Tumour-related factors</title>
<p>Peters identified hypoxia, the number of clonogenic cells, tumour kinetics and intrinsic radioresistance as the tumour-related factors causing radioresistance. Work performed since has further characterised the mechanisms in which tumours develop radioresistant phenotypes (<xref ref-type="bibr" rid="B6">6</xref>). The broad term of intrinsic radioresistance, which had initially been defined as &#x201c;radioresistance manifested by asynchronous well-oxygenated populations of tumour cells cultured <italic>in-vitro</italic>&#x201d; and had focused on DNA repair mechanisms (<xref ref-type="bibr" rid="B6">6</xref>), now also includes factors such as the TME, metabolic alterations, cancer stem cells (which had been previously termed clonogenic cancer cells), tumour heterogeneity, DNA damage repair, non-coding RNAs, exosomes, methylation state and autophagy.</p>
<sec id="s2_1">
<label>2.1</label>
<title>Hypoxia</title>
<p>Indirect DNA damage inflicted by RT is primarily mediated by reactive oxygen species (ROSs), including O<sup>2-</sup>, H<sub>2</sub>O<sub>2</sub>, and OH (<xref ref-type="bibr" rid="B8">8</xref>). The ionising effect of RT is enhanced by normoxia (the &#x201c;oxygen effect&#x201d;) (<xref ref-type="bibr" rid="B5">5</xref>). The &#x201c;oxygen fixation hypothesis&#x201d; asserts that DNA damage incurred by free radicals is made irreparable when free molecular oxygen is available (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B10">10</xref>). In many brain metastases, however, the TME is marked by regions of relative hypoxia (<xref ref-type="bibr" rid="B11">11</xref>). Hypoxia in tumours occurs in a gradient in relation to capillary penetration, leading to levels of cellular oxygenation ranging from normoxia to anoxic necrosis (<xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B12">12</xref>). This gradient can result in varied responses to RT (<xref ref-type="bibr" rid="B5">5</xref>). Acute cellular hypoxia may occur regardless of cell proximity to the vasculature, adding a layer of temporal hypoxia that may alter treatment response (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Further, hypoxia may induce many pro-proliferative or adaptive pathways that can enhance radioresistance. Activation of hypoxia-inducible factor-1 (HIF-1), for example, may result in multiple cell-level changes, such as in energy metabolism, cell cycle, epithelial-to-mesenchymal transition (EMT), DNA damage response, autophagy, epigenetics and cytoprotection (<xref ref-type="bibr" rid="B11">11</xref>), that can support cell survival in hostile microenvironments, all while aiding in the maintenance of a stem-like state (<xref ref-type="bibr" rid="B14">14</xref>). Chronic hypoxia and vascular remodelling can also cause endothelial and oligodendrocytic cell death, resulting in demyelination and defective microenvironment function (<xref ref-type="bibr" rid="B15">15</xref>). In studies evaluating hypoxia in lung cancer-derived brain metastases, hypoxia was found to be a considerable yet heterogeneous feature.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Clonogenic/Cancer stem cells</title>
<p>Clonogenic cells are defined as cells that are capable of regenerating the tumour within which they are found (<xref ref-type="bibr" rid="B6">6</xref>). More recently, this property has been proposed to reside within cancer stem cells (CSCs). CSCs have also been shown to possess intrinsic resistance to cytotoxic injury and cell death (<xref ref-type="bibr" rid="B16">16</xref>) and, as such, may serve as a reservoir for tumour recurrence following RT (<xref ref-type="bibr" rid="B17">17</xref>). CSCs employ a variety of radioresistance mechanisms to survive radiation-associated injury (<xref ref-type="bibr" rid="B17">17</xref>). Relative to non-CSCs, CSCs have an enhanced capacity for DNA repair and defences against ROS-mediated DNA damage (<xref ref-type="bibr" rid="B18">18</xref>).</p>
<p>CSCs have been identified to express many molecular mediators of radioresistance, including components of the ERK, VEGF, glycolysis, WNT/&#x3b2;-catenin, Notch, JAK2 and PI3K/Akt/mTOR pathways (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Markers for CSC radioresistance include CD133, CD24<sup>-/low</sup>/CD44<sup>+</sup>, CD29, CD44, CD45, CD3, CD20, CD10, glycophorin A, CD64, CD 326, and ALDH1 (<xref ref-type="bibr" rid="B19">19</xref>). CSCs have also been found to be capable of undergoing the epithelial-mesenchymal transition (EMT), which has been linked to the development of metastatic disease (<xref ref-type="bibr" rid="B14">14</xref>).</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Tumour kinetics</title>
<p>Due to radiation treatments being delivered through fractions over a timeframe, tumour cells are given opportunities to replicate between treatments (<xref ref-type="bibr" rid="B6">6</xref>). The more active the tumour kinetic profile (i.e. growth rate), the more &#x2018;recuperation&#x2019; can occur between treatments (<xref ref-type="bibr" rid="B21">21</xref>). Relative to fractionated WBRT, SRS delivers a high radiation dose in a single treatment (or a few high dose per fraction treatments). Intracranial progression in those with IMD is common in the timeframe between diagnosis and the day of SRS treatment, with an interval growth in the index lesion (largest lesion at diagnosis) of a minimum of 3mm in roughly 60% of the patients (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<p>Tumour kinetics of IMD can vary based on the primary tumour type. A study investigating apparent diffusion coefficient (ADC) in brain metastases pre- and post-SRS, found that ADC was higher pre- and post-SRS in brain metastases relative to healthy brain tissue, while no significant difference in ADC pre-SRS was observed between samples of different primaries. Interestingly, post-SRS, lung metastases ADC decreased, breast metastases ADC increased, and genitourinary metastases ADC did not significantly change (<xref ref-type="bibr" rid="B23">23</xref>). Differences in IMD kinetics have been found to be a useful prognostic indicator for overall survival in patients receiving SRS for IMD, with a study finding the hazard ratio per 1% change in brain metastases size/day between diagnostic and stereotactic MRI to be 1.32 (95% CI 1.06-1.65) (<xref ref-type="bibr" rid="B24">24</xref>).</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Tumour microenvironment</title>
<p>The TME plays a role in tumour phenotype and overall cancer outcomes while modulating factors such as hypoxia and influencing the behaviour of tumour cells (<xref ref-type="bibr" rid="B13">13</xref>). Influences can come from cross-talking cancer cells, immune cells, vasculature, structural tissue, and more (<xref ref-type="bibr" rid="B13">13</xref>). Many TME components are mixed in with the cancer cells, with varying spatial architecture of the TME between lesions (<xref ref-type="bibr" rid="B25">25</xref>). Unbalanced cancer cell proliferation leads to unbalanced oxygen demands, which neo-vasculature attempts to respond to (<xref ref-type="bibr" rid="B13">13</xref>). Neo-vasculature is developed in response to proinflammatory signals such as vascular endothelial growth factor (VEGF), secreted by tumour cells (<xref ref-type="bibr" rid="B26">26</xref>). This vasculature provides oxygen and nutrients but rarely permeates the tumour, meaning the aforementioned hypoxic gradient remains in the presence of neo-vasculature (<xref ref-type="bibr" rid="B13">13</xref>).</p>
<p>Tumour-associated macrophages (TAMs) have been well characterised for their prevalence and association with cancers, their ability to promote tumour growth, and their role in enhancing radioresistance (<xref ref-type="bibr" rid="B13">13</xref>). Cyclooxygenase-2 (Cox-2) can be produced in cells such as macrophages, producing prostaglandin E<sub>2</sub> (PGE<sub>2</sub>), which can lead to the upregulation of early growth response1 (Egr1) transcription factor and Id1 expression, increasing resistance to radiation-induced DNA damage (<xref ref-type="bibr" rid="B27">27</xref>). It has also been suggested that irradiation of macrophages induces high expression of tumour necrosis factor-&#x3b1; (TNF-&#x3b1;), promoting angiogenesis and cell survival (<xref ref-type="bibr" rid="B28">28</xref>).</p>
<p>Studies on Cancer-Associated Fibroblasts (CAFs) and RT have reported a poorer prognosis following RT when increased levels of CAFs are detected (<xref ref-type="bibr" rid="B13">13</xref>). Factors secreted by CAFs reported to induce radioresistance include epidermal growth factor (EGF), fibroblast growth factor 4 (FGF4), and insulin-like growth factor 2 (IGF2) (<xref ref-type="bibr" rid="B29">29</xref>). These factors confer survival and protection signals to elude radiation-induced cell death (<xref ref-type="bibr" rid="B29">29</xref>).</p>
<p>Targeting the post-irradiation inflammatory process could potentially aid in the complete elimination of cancer cells by reducing the long-term fibrotic presence (<xref ref-type="bibr" rid="B30">30</xref>). Post-irradiation upregulation of NF-KB is associated with the expression of inflammatory cytokines and enzymes within the TME, such as IL-&#x3b2;/6/8, Cox-2, and granulocyte-macrophage colony-stimulating factor (<xref ref-type="bibr" rid="B30">30</xref>).</p>
<p>The brain is a somewhat unique structure in the body, composed of distinct tissue types (e.g. astrocytes, neurons, microglia), leading to an equally unique extracellular matrix (ECM) and TME (<xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>). Studies have found a loss of PTEN expression in tumour cells when in the brain, determining that microRNA containing exosomes released by astrocytes lead to this PTEN suppression (<xref ref-type="bibr" rid="B33">33</xref>). PTEN suppression aids in metastatic growth (<xref ref-type="bibr" rid="B32">32</xref>). Additionally, a study investigating the cellular architecture of IMD by analysing stromal composition observed that IMD from different cancer types presented with similar metastatic niches. All cases observed were mainly located in the brain&#x2019;s cortex; however, major differences in immune composition were observed (<xref ref-type="bibr" rid="B34">34</xref>).</p>
</sec>
<sec id="s2_5">
<label>2.5</label>
<title>Metabolic alterations</title>
<p>Metabolic changes within cancer are a well-classified staple of the disease. The Warburg effect, through the promotion of glycolysis and synthesis of NADPH through the pentose phosphate pathway, provides a source of electrons for antioxidant systems, ultimately decreasing cellular ROSs (<xref ref-type="bibr" rid="B8">8</xref>, <xref ref-type="bibr" rid="B35">35</xref>). Other glucose metabolism-related factors associated with radioresistance include the GLUT1 membrane protein (<xref ref-type="bibr" rid="B36">36</xref>). This protein has a high affinity for glucose, allowing for higher transport rates under normal physiological conditions (<xref ref-type="bibr" rid="B37">37</xref>).</p>
<p>Lipid metabolism also plays a role in cellular radioresistance (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). Increased fatty acid oxidation (FAO) reduces fatty acid accumulation following RT (<xref ref-type="bibr" rid="B39">39</xref>). FAO products such as FAO-derived acetyl-CoA also aid in radioresistance through pathways enhancing anti-phagocytosis in radioresistant cells (<xref ref-type="bibr" rid="B39">39</xref>). Apart from lipid and glucose metabolism, radiosensitisation of cancer cells was also observed in a study where glutamine metabolism was targeted by inhibition of GLS and MYC (<xref ref-type="bibr" rid="B40">40</xref>).</p>
<p>Cellular metabolism in the brain primarily uses glucose as the desired energy source (<xref ref-type="bibr" rid="B41">41</xref>). A study on breast cancer IMD found an increase in the expression of enzymes involved with glycolysis, oxidative phosphorylation, and the tricarboxylic acid cycle when oxygenated and increased activation of the redox-balancing pentose phosphate pathway and glutathione pathway (<xref ref-type="bibr" rid="B42">42</xref>). Additionally, in the absence of glucose, brain metastatic breast cancer cells increased oxidations of glutamine and branched amino acids and gluconeogenesis to allow for non-oxidative pentose pathway synthesis of purine (<xref ref-type="bibr" rid="B43">43</xref>). Another study on breast cancer IMD, had found that the fatty acid binding protein 7 (FABP7) supports cellular glycolytic phenotype and storage of lipid droplets. This regulator aids in IMD development and initial survival within the brain microenvironment (<xref ref-type="bibr" rid="B44">44</xref>).</p>
</sec>
<sec id="s2_6">
<label>2.6</label>
<title>Tumour heterogeneity</title>
<p>The problem of progenitor cancer cells remaining after treatment can become exacerbated when heterogeneous populations of cancer cells reside within the same tumour. tumour heterogeneity spans a broad spectrum, including differences in molecular, cellular, genetic, and spatial features of cells (<xref ref-type="bibr" rid="B45">45</xref>). In a study on murine glioma radioresistance, single-cell transcriptomic analysis identified distinct radioresistant and radiosensitive groups. Of the radioresistant groups, one was highly proliferative, the other was not (<xref ref-type="bibr" rid="B12">12</xref>). Studies have found that tumour heterogeneity relies on the number of CSCs and that cell-cell and cell-matrix interactions lead to the tumour heterogeneity needed for growth (<xref ref-type="bibr" rid="B46">46</xref>).</p>
<p>A study performing a transcriptomic analysis during a study on breast cancer metastasis to the brain and liver, was able to generate 50 intratumoural expression-based subclusters for overall transcriptomic analysis across all tumour cells (<xref ref-type="bibr" rid="B47">47</xref>), exemplifying the sheer quantity of intratumoural heterogeneity possible within IMD. IMDs often have clinically relevant genotypic and phenotypic changes that occur during the process of metastases, which can contribute to observed heterogeneity. Performing whole-exome sequencing analysis between matched primaries and brain metastases, using 83 samples from 11 different primaries, a study found 53% of cases contained potentially clinically relevant alterations detected in the brain metastases not present in the matched primary (<xref ref-type="bibr" rid="B48">48</xref>).</p>
</sec>
<sec id="s2_7">
<label>2.7</label>
<title>DNA damage repair</title>
<p>DNA damage repair serves as a main mechanism for radioresistance with mechanisms including non-homologous end joining (NHEJ), homologous recombination (HR), single strand annealing (SSA), mismatch repair (MMR), nucleotide excision repair (NER), and base excision repair (BER) (<xref ref-type="bibr" rid="B10">10</xref>, <xref ref-type="bibr" rid="B17">17</xref>). Of these, only NHEJ and HR repair double-strand breaks, with HR being less error-prone by using the homologous sequence of the damaged DNA&#x2019;s respective sister chromatid as a template (<xref ref-type="bibr" rid="B10">10</xref>). A key part of DNA damage response is sensing and responding to damage effectively. Sensors transduce the DNA damage signal and sometimes directly recruit DNA damage repair proteins to the site of damage (<xref ref-type="bibr" rid="B49">49</xref>).</p>
<p>Studies have found frequent overexpression of BARD1 and RAD51 in IMD from breast cancer relative to both matched primary tumours and unlinked systemic metastases. These genes function to repair double-strand breaks, ultimately protecting IMD from permanent ROS DNA damage (<xref ref-type="bibr" rid="B50">50</xref>). Another group investigating DNA damage response gene signatures in colorectal brain metastases found that IMD presented with deficiencies in HR and MMR relative to the colorectal cancer primaries (<xref ref-type="bibr" rid="B51">51</xref>). These two studies demonstrate differences in DNA damage repair between primary cancers and their IMD, which may ultimately influence radioresistance profiles between primaries and IMD.</p>
</sec>
<sec id="s2_8">
<label>2.8</label>
<title>Non-coding RNAs</title>
<p>Non-coding RNAs, such as microRNAs modulate gene expression following transcription (<xref ref-type="bibr" rid="B8">8</xref>). MicroRNAs do not directly confer radioresistance or radiosensitivity, but by modulating gene expression, some microRNAs influence radioresistance through their involvement with related signalling pathways (<xref ref-type="bibr" rid="B52">52</xref>).</p>
<p>Long non-coding RNAs (lncRNAs) have been found to play an important role in cancer radioresistance. LncRNAs play roles in transcription, chromatin remodelling, and biological behaviour within the cell (<xref ref-type="bibr" rid="B53">53</xref>, <xref ref-type="bibr" rid="B54">54</xref>). A study investigating 23 lncRNAs in 11 cancer types found 13 lncRNAs downregulated and 3 upregulated related to radiosensitivity, and 11 lncRNAs upregulated related to radioresistance (<xref ref-type="bibr" rid="B55">55</xref>). Notable lncRNA targets or pathways included PSEN1, EGFR, p53, MAPK1, and ERK. An expanded list of significant non-coding RNA and their targets, including those identified by the aforementioned study, (<xref ref-type="bibr" rid="B55">55</xref>) are listed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Radioresistance/radiosensitivity related non-coding RNA names, type, target, affected pathway, and study.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">RNA name(s)</th>
<th valign="top" align="left">Type of RNA</th>
<th valign="top" align="left">Target(s) and/or affected pathway(s)</th>
<th valign="top" align="left">Study</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">miR-124</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">CDK4</td>
<td valign="top" align="left">Deng et&#xa0;al. (<xref ref-type="bibr" rid="B59">59</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-221, miR-222</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">DNA-PKcs</td>
<td valign="top" align="left">Li et&#xa0;al. (<xref ref-type="bibr" rid="B117">117</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-125a, miR-1, miR-150, miR-425</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">P53 (miR-125a only), cell cycle checkpoint response</td>
<td valign="top" align="left">Moskwa et&#xa0;al. (<xref ref-type="bibr" rid="B57">57</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">SP100-AS1</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-622 &amp; ATG3</td>
<td valign="top" align="left">Zhou et&#xa0;al. (<xref ref-type="bibr" rid="B118">118</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">CircRNA 100367</td>
<td valign="top" align="left">Circular RNA</td>
<td valign="top" align="left">miR-217, Wnt3</td>
<td valign="top" align="left">Liu et&#xa0;al. (<xref ref-type="bibr" rid="B119">119</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-29a</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">YY1, CDK6</td>
<td valign="top" align="left">Chuang et&#xa0;al. (<xref ref-type="bibr" rid="B120">120</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-222</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">PTEN</td>
<td valign="top" align="left">Wu et&#xa0;al. (<xref ref-type="bibr" rid="B121">121</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-125b</td>
<td valign="top" align="left">MicroRNA</td>
<td valign="top" align="left">ICAM</td>
<td valign="top" align="left">Shiiba et&#xa0;al. (<xref ref-type="bibr" rid="B122">122</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">NEAT1</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-204, ZEB1</td>
<td valign="top" align="left">Lu et&#xa0;al. (<xref ref-type="bibr" rid="B123">123</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">TPTEP1</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-106a-5p, P38 MAPK</td>
<td valign="top" align="left">Tang et&#xa0;al. (<xref ref-type="bibr" rid="B124">124</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Linc00312</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">DNA-PKcs</td>
<td valign="top" align="left">Guo et&#xa0;al. (<xref ref-type="bibr" rid="B125">125</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Linc00114</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-203, ERK/JNK</td>
<td valign="top" align="left">Han et&#xa0;al. (<xref ref-type="bibr" rid="B126">126</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">HOTAIR</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miRNA-93, ATG12</td>
<td valign="top" align="left">Liu et&#xa0;al. (<xref ref-type="bibr" rid="B127">127</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Linc00473, miR-374a-5p</td>
<td valign="top" align="left">lncRNA, MicroRNA</td>
<td valign="top" align="left">SPIN1</td>
<td valign="top" align="left">Chen et&#xa0;al. (<xref ref-type="bibr" rid="B128">128</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">FAM201A</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-370, EGFR</td>
<td valign="top" align="left">Liu et&#xa0;al. (<xref ref-type="bibr" rid="B129">129</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">MALAT1, miR-1</td>
<td valign="top" align="left">LncRNA, MicroRNA</td>
<td valign="top" align="left">SLUG</td>
<td valign="top" align="left">Jin et&#xa0;al. (<xref ref-type="bibr" rid="B130">130</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">LincRA1</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">H2Bub/USP44</td>
<td valign="top" align="left">Zheng et&#xa0;al. (<xref ref-type="bibr" rid="B131">131</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">NKILA</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">NF-&#x3ba;B</td>
<td valign="top" align="left">Yang et&#xa0;al. (<xref ref-type="bibr" rid="B132">132</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Linc00958</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miRNA-5095, RRM2</td>
<td valign="top" align="left">Zhao et&#xa0;al. (<xref ref-type="bibr" rid="B133">133</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">CCAT2</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">miR-145, p53</td>
<td valign="top" align="left">Wang et&#xa0;al. (<xref ref-type="bibr" rid="B134">134</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">miR-200c, Linc02582</td>
<td valign="top" align="left">MicroRNA, LncRNA</td>
<td valign="top" align="left">CHK1</td>
<td valign="top" align="left">Wang et&#xa0;al. (<xref ref-type="bibr" rid="B135">135</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">Linc00473</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">Wnt/&#x3b2;-catenin</td>
<td valign="top" align="left">Han et&#xa0;al. (<xref ref-type="bibr" rid="B136">136</xref>)</td>
</tr>
<tr>
<td valign="top" align="left">PVT1</td>
<td valign="top" align="left">LncRNA</td>
<td valign="top" align="left">MiR-515-5p, PIK3CA</td>
<td valign="top" align="left">Han et&#xa0;al. (<xref ref-type="bibr" rid="B137">137</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Of the previously identified non-coding RNAs involved in response to radiation, few studies have identified their involvement in IMD. Circular RNA circBCBM1 modulates miR-125a and, through inhibiting miR-125a activity, promotes breast cancer metastasising to the brain (<xref ref-type="bibr" rid="B56">56</xref>). Interestingly, in a study on miRs, which induce radioresistance in glioblastomas, overexpression of miR-125a promoted radioresistance (<xref ref-type="bibr" rid="B57">57</xref>). A study comparing microRNA signatures in brain metastases compared to primary non-small cell lung cancer found notable upregulation of miR-124-3p and downregulation of miR-150-5p in brain metastases relative to the primary (<xref ref-type="bibr" rid="B58">58</xref>). miR-124 has been identified to promote radiosensitisation of glioma cells through targeting CDK4, and overexpression of miR150 induces radioresistance through cell-cycle checkpoint upregulation (<xref ref-type="bibr" rid="B57">57</xref>, <xref ref-type="bibr" rid="B59">59</xref>).</p>
</sec>
<sec id="s2_9">
<label>2.9</label>
<title>Exosomes</title>
<p>Exosomes released by cells contain components such as mRNA, proteins, DNA fragments, lipids, and non-coding RNAs, playing roles in many cancer attributes, such as cell-cell communication, progression, interactions with the stroma and TME, and signalling pathway activation (<xref ref-type="bibr" rid="B7">7</xref>). While under stress, exosome qualities change, with studies that have found exosomes released from radiation-treated cancer cells enhanced the migration of cells which received them (<xref ref-type="bibr" rid="B60">60</xref>), and it has been indicated that exosomes aid in establishing pre-metastatic niches (<xref ref-type="bibr" rid="B61">61</xref>). Radiation-induced exosomes play a pivotal role in characterising cellular radioresistance (<xref ref-type="bibr" rid="B62">62</xref>). Studies on DNA damage and exosome secretion in cancer cells have found that p53 activation in response to DNA damage can increase exosome production and secretion (<xref ref-type="bibr" rid="B63">63</xref>, <xref ref-type="bibr" rid="B64">64</xref>).</p>
<p>Exosomes maintain multiple roles within IMD, ranging from aiding in the initiation of metastasis by aiding in the destruction of tight junctions and modulating cell migration (<xref ref-type="bibr" rid="B65">65</xref>, <xref ref-type="bibr" rid="B66">66</xref>) to being associated with intracranial failure following RT (<xref ref-type="bibr" rid="B67">67</xref>). A study on lung cancer patients with IMD receiving whole brain RT analysed circulating exosome integrins, where they found that levels of integrin &#x3b2;3 were associated with survival and local intracranial control (<xref ref-type="bibr" rid="B67">67</xref>).</p>
</sec>
<sec id="s2_10">
<label>2.10</label>
<title>Methylomes</title>
<p>Following RT, the methylomic landscape of cells can be altered, potentially promoting treatment efficacy or causing radioresistance (<xref ref-type="bibr" rid="B68">68</xref>). Differences have been found between the methylomes of radiosensitive and radioresistant cancers, as well as differences between the methylomes of intrinsic and adaptive radioresistance (<xref ref-type="bibr" rid="B68">68</xref>). When comparing the methylome of differentially responding non-small cell lung cancer, a study found hypermethylation was typically identified in the promotor regions of tumour suppressor genes and hypomethylation in specific genes; hypermethylation was found to be more prevalent in radioresistant cells (<xref ref-type="bibr" rid="B69">69</xref>).</p>
<p>Studies have identified and validated differentially methylated genes between radioresistant and radiosensitive non-small cell lung cancer phenotypes, including the cell survival and antioxidant-related genes SERPINB5, S100A6, CAT, and BNC1 (<xref ref-type="bibr" rid="B69">69</xref>). Studies in oral cancer have found additional radioresistant methylation markers with the hypermethylation of FHIT in radioresistant cells (<xref ref-type="bibr" rid="B70">70</xref>).</p>
<p>A study found that YTHDF3, which promotes breast cancer brain metastases through various pathways is dependent on m<sup>6</sup>A methylation (<xref ref-type="bibr" rid="B71">71</xref>). Furthermore, a study on DNA methylation of prostate cancer IMD, found aberrant methylation within the IMD to be associated with the activity of the PRC2 complex as well as their mutational background. Ultimately, their results suggested a specific reprogramming requirement within primary tumours to form IMD (<xref ref-type="bibr" rid="B72">72</xref>).</p>
</sec>
<sec id="s2_11">
<label>2.11</label>
<title>Autophagy</title>
<p>Acting as a cellular recycling mechanism allows autophagy to confer both radioresistance and chemoresistance. Ultimately, this cellular self-preservation mechanism allows cellular population regrowth following treatments and harsh conditions (<xref ref-type="bibr" rid="B9">9</xref>). For example, the glucose-related protein GRP94 has direct implications in promoting IMD through the activation of pro-survival autophagy pathways (<xref ref-type="bibr" rid="B73">73</xref>). These studies further identify autophagy as a cause of IMD and a target for treatment.</p>
</sec>
<sec id="s2_12">
<label>2.12</label>
<title>Related therapeutic approaches</title>
<p>When targeting hypoxia, various approaches are being investigated, including hypoxia-activated prodrugs (HAPs), hyperbaric oxygen breathing, allosteric haemoglobin modifiers, oxygen diffusion aide molecules, and oxygen transport agents (<xref ref-type="bibr" rid="B74">74</xref>). With the importance of HIF-1 to hypoxia and overall tumour phenotype, it has also been identified as a target for drugs such as vorinostat and benzopyranyl triazole (<xref ref-type="bibr" rid="B75">75</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2A</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Therapeutic approaches related to <bold>(A)</bold> hypoxia, <bold>(B)</bold> CSCs, <bold>(C)</bold> the cell cycle, <bold>(D)</bold> the tumour microenvironment, <bold>(E)</bold> metabolic changes, <bold>(F)</bold> DNA damage repair, <bold>(G)</bold> non-coding RNAs, <bold>(H)</bold> exosomes, <bold>(I)</bold> methylation and <bold>(J)</bold> autophagy.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fonc-14-1477448-g002.tif"/>
</fig>
<p>Targeted treatment of CSCs proves challenging due to the heterogeneity between subclones and how the tumour reacts to initial treatment (<xref ref-type="bibr" rid="B76">76</xref>). Although preclinical, papers review approaches under investigation for targeting CSCs in cancers such as acute myeloid leukaemia, including inhibition of HMG-Coa reductase, WNT, histone deacetylases, HER2, AKT/PI3K/mTOR, the ATM/Chk2 pathway; increasing reactive oxygen species, activating AMP kinase, and drugs targeting immune pathways (<xref ref-type="bibr" rid="B76">76</xref>). As tyrosine kinase pathways such as JAK2 have been implicated in CSC radioresistance, tyrosine kinase inhibitors may prove to be an additional radiosensitiser (<xref ref-type="fig" rid="f2">
<bold>Figure 2B</bold>
</xref>).</p>
<p>Main targets for treatment aimed at the cell cycle include the cell cycle checkpoint kinases CHK1 and CHK2 (<xref ref-type="bibr" rid="B77">77</xref>). Additionally, many types of drugs can lead to cell cycle arrest, such as microtubule-targeting agents, indirectly altering the tumour kinetics of the affected cells (<xref ref-type="fig" rid="f2">
<bold>Figure 2C</bold>
</xref>).</p>
<p>The TME is another target for therapies (<xref ref-type="bibr" rid="B78">78</xref>), including treatments such as immunotherapies with targets such as CD-24 to interfere with tumour cell and TAM interactions (<xref ref-type="bibr" rid="B79">79</xref>). Drugs in clinical trials targeting CAFs are also being developed, including small molecules aimed at preventing CAF activation, reprogramming CAFs, interfering with CAF-mediated signalling, and additional CAF-related functions (<xref ref-type="bibr" rid="B80">80</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2D</bold>
</xref>).</p>
<p>Targets such as the GLUT1 transporter have been identified in many studies developing drugs to target this metabolic process (<xref ref-type="bibr" rid="B81">81</xref>&#x2013;<xref ref-type="bibr" rid="B85">85</xref>). Aside from glycolysis-targeting agents, drugs aimed at targeting fatty acid synthesis and oxidation, glutamine metabolism, nucleotide metabolism, and mitochondrial function are all being investigated (<xref ref-type="bibr" rid="B81">81</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2E</bold>
</xref>).</p>
<p>Drug types such as PARP inhibitors, platinum compounds, alkylating agents, topoisomerase I/II inhibitors, and double-strand break inductors have all been developed to target DNA repair. These drugs function by either indirectly targeting DNA damage repair by causing more DNA damage than can be repaired or directly targeting DNA damage repair by interfering with necessary mechanisms for repair (<xref ref-type="bibr" rid="B86">86</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2F</bold>
</xref>).</p>
<p>Some studies have already begun researching targeting non-coding RNAs to act as sensitisers for other treatments (<xref ref-type="bibr" rid="B87">87</xref>). Additionally, non-coding RNAs have also been identified as potential therapies which could be used to target various cancerous processes (<xref ref-type="bibr" rid="B88">88</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2G</bold>
</xref>).</p>
<p>Due to their ability to carry molecules between cells, strong tumour tropism, low toxicity and immunogenicity, and ability to travel throughout the body, exosomes are being investigated not as targets for treatments but as potential carriers for therapies such as biomolecules and chemical agents (<xref ref-type="bibr" rid="B89">89</xref>&#x2013;<xref ref-type="bibr" rid="B91">91</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2H</bold>
</xref>).</p>
<p>With the prominence of histone deacetylase (HDAC) inhibitors such as Vorinostat (<xref ref-type="bibr" rid="B92">92</xref>), along with DNA methylation inhibitors (<xref ref-type="bibr" rid="B93">93</xref>), modification of epigenetics and gene expression of cancer cells is also becoming a more prevalent route for novel cancer-treating drugs (<xref ref-type="fig" rid="f2">
<bold>Figure 2I</bold>
</xref>).</p>
<p>Targeting treatment towards autophagy can prove difficult due to its opposing roles in both cancer progression and inhibition, leading to the proposal of interventions for inhibiting and stimulating autophagy (<xref ref-type="bibr" rid="B94">94</xref>). Drugs such as chloroquine and hydroxychloroquine are autophagy-inhibiting drugs (<xref ref-type="bibr" rid="B94">94</xref>), whereas stimulation of autophagy can generally occur through cellular stress (<xref ref-type="bibr" rid="B94">94</xref>), with molecules such as the semisynthetic vitamin E derivative alpha-tocopheryloxyacetic acid stimulating tumour autophagy (<xref ref-type="bibr" rid="B95">95</xref>). Additionally, a study reviewing the regulation of autophagy in intracranial tumours describes repurposing antidepressants with autophagy-modulating functions to induce cytotoxic effects through the dysregulation of autophagy pathways (<xref ref-type="bibr" rid="B96">96</xref>) (<xref ref-type="fig" rid="f2">
<bold>Figure 2J</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s3">
<label>3</label>
<title>Host-related factors</title>
<p>Aside from the tumour&#x2019;s inherent factors modulating response to radiation treatment, the indiscriminate damaging nature of RT leads to factors related to the host influencing the treatment parameters that can be used. This can be seen through factors such as the volume effect, dose-limiting non-cancerous tissue, and additional pathophysiological factors.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Volume effect and dose limiting non-cancerous tissue</title>
<p>The volume effect describes the increase in acute and chronic side effects of RT as treatment volume increases, namely due to larger amounts of non-cancerous tissue being irradiated (<xref ref-type="bibr" rid="B97">97</xref>). This problem can be manifested differently in different tissues, with various toxicities observed based on surrounding tissues (<xref ref-type="bibr" rid="B98">98</xref>). The significance of the brain and all of its functions makes minimisation and avoidance of neural toxicities an important consideration when planning neurological RT treatments.</p>
<p>Toxicities in the brain following RT can range from acute toxicities, such as fatigue, to more severe toxicities, such as cognitive impairment, necrosis of CNS tissue and disruption of endocrine function (<xref ref-type="bibr" rid="B98">98</xref>). Differences in precision and dosages between SRS and WBRT ultimately translate into different manifestations of toxicities. Techniques such as hippocampal-avoidance WBRT (HA-WBRT) have been developed to reduce cognitive impairment in patients receiving WBRT (<xref ref-type="bibr" rid="B99">99</xref>). The efficacy of HA-WBRT as a cognition-sparing approach has however, been questioned, with some studies finding no significant benefit to cognition relative to conventional WBRT (<xref ref-type="bibr" rid="B99">99</xref>). WBRT doses tend to range between 20 and 40 Gy, delivered in 5 to 20 fractions, with relatively lower precision (<xref ref-type="bibr" rid="B100">100</xref>), whereas SRS delivers high precision (accuracy of 1mm) and high radiation dosage in a single treatment (<xref ref-type="bibr" rid="B101">101</xref>).</p>
<p>In a study with patients with 1-3 IMD lesions, randomised to either SRS + WBRT or SRS alone to test differences in cognitive deterioration between the groups, SRS alone had less cognitive decline following 3 months relative to SRS + WBRT (<xref ref-type="bibr" rid="B102">102</xref>). In a separate study on long-term outcomes of patients with brain metastases randomised to either receive SRS or WBRT, less cognitive deterioration among long-term survivors was observed in those received SRS relative to those who received WBRT, with clinical meaningfulness with the association of late cognitive deterioration and WBRT (<xref ref-type="bibr" rid="B103">103</xref>).</p>
<p>Due to the different levels of precision and, ultimately, toxicities caused by these different treatments, dose limitations are placed to protect the surrounding tissue. Although doses being delivered are protective to surrounding tissue, if a tumour is presenting as radioresistant, these protective doses are likely insufficient to damage the tumour.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Pathophysiological factors</title>
<p>It has been well characterised how comorbidities can influence outcomes in cancer patients (<xref ref-type="bibr" rid="B104">104</xref>). Radioresistance of cancer is an additional outcome which can be influenced by comorbidities/pathophysiological factors such as anaemia and age (<xref ref-type="bibr" rid="B6">6</xref>). Examples include how patients with Fanconi Anemia tend to be relatively radiosensitive due to disruptions in DNA damage repair (<xref ref-type="bibr" rid="B105">105</xref>), and how elderly patients (both healthy and cancer patients) tend to be more radiosensitive in general (<xref ref-type="bibr" rid="B106">106</xref>).</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Exosomes</title>
<p>Exosome transfer from stromal cells to breast cancer cells has been identified, with RNA within these exosomes modulated radioresistance within the breast cancer cells by regulating the STAT1/NOTCH3 pathway (<xref ref-type="bibr" rid="B107">107</xref>). Additionally, the microRNA miR-208a, which can be transported by exosomes, can modulate radiosensitivity and proliferation of lung cancer cells through targeting p21 and altering the AKT/mTOR pathway (<xref ref-type="bibr" rid="B108">108</xref>).</p>
</sec>
</sec>
<sec id="s4">
<label>4</label>
<title>Technical factors</title>
<p>There are several considerations with respect to technical factors that can impact how we interpret outcomes. For example, doses can be prescribed in various ways, leading to homogeneous or inhomogeneous dose distributions, and there can be variation in the definition of the gross target volume (GTV), clinical target volume (CTV) and planning target volume (PTV). Even the technology used can impact biological effects on the tumour; for example, a study has found transcriptomic differences in SRS-treated oligo brain metastases between those receiving treatment through Gamma-knife (GK) and linear accelerator (LINAC) modalities (<xref ref-type="bibr" rid="B109">109</xref>). Ultimately what is most critical is that the tumour is appropriately visualised and targeted.</p>
<p>Current treatment planning for RT requires physicians to determine and contour the area to be treated based on their treatment planning computed tomography (CT) scan, which is typically fused to a magnetic resonance image (MRI). However, multimodal images are often used to accurately determine the GTV, and these can include positron emission tomography (PET) scans. In treating brain metastases, it is generally accepted that the MRI used for treatment planning should not be older than 7 to 14 days by the time of the first treatment delivery in order to reduce the risk of geographic miss, and the geometric fidelity has to be checked as that alone can lead to targeting errors (<xref ref-type="bibr" rid="B110">110</xref>). With technical advances in radiotherapy systems, real-time imaging is increasingly being demanded with MRI to verify the position of the target before each fraction. The MR LINAC represents a technical feat such that a MRI and a LINAC are combined, allowing for such verification and real-time on line adaptive radiotherapy (<xref ref-type="bibr" rid="B111">111</xref>, <xref ref-type="bibr" rid="B112">112</xref>). This technology is relevant in the brain, as Tan reported on significant dynamics in the surgical cavity CTV for brain metastases treated during a 5-day course of hypofractionated stereotactic RT (<xref ref-type="bibr" rid="B113">113</xref>). Furthermore, there is increasing evidence of dynamic changes for high-grade glioma during a course of treatment that could otherwise result in geographic miss should the tumour not be visualised when applying small margins (<xref ref-type="bibr" rid="B114">114</xref>, <xref ref-type="bibr" rid="B115">115</xref>).</p>
</sec>
<sec id="s5">
<label>5</label>
<title>Probabilistic factors</title>
<p>Due to DNA being the target of RT, the gravity of the damage incurred is associated with a level of probability. Additionally, although highly related to tumour kinetics, the stage of the cell cycle of any given cell within a tumour is another matter of probability.</p>
<sec id="s5_1">
<label>5.1</label>
<title>Random gravity of DNA damage</title>
<p>RT is an untargeted treatment type, with no mechanism available to target the sections of DNA to be damaged. Because of this, probability dictates if sections being damaged are genes essential for cell survival or clinically irrelevant regions.</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Cell cycle</title>
<p>Through differences in sister chromatid proximity and DNA damage repair pathways active at different stages in the cell cycle, discrepancies in radioresistance occur in a stage-dependent manner (<xref ref-type="bibr" rid="B10">10</xref>). Generally, the late S phase and G2 phase are radioresistant due to the proximity of sister chromatids during these phases, allowing for the less error-prone DNA damage repair mechanism of homologous recombination (<xref ref-type="bibr" rid="B10">10</xref>). Asynchronous cell cycles provide another layer of tumour heterogeneity, which can lead to additional discrepancies in RT response within the tumour (<xref ref-type="bibr" rid="B5">5</xref>).</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Summary of radioresistance in brain metastases</title>
<p>Akin to how additional hallmarks of cancer had been identified since Douglas Hanahan and Robert A. Weinberg&#x2019;s initial work (<xref ref-type="bibr" rid="B116">116</xref>), the same can be said for mechanisms of radioresistance, with many new potential mechanisms for radioresistance being identified since Peters et&#xa0;al.&#x2019;s keynote address. Across the four categories of tumour-related factors, host-related factors, technical factors, and probabilistic factors, 19 general mechanisms for radioresistance have been identified. These include hypoxia, clonogenic/cancer stem cells, tumour kinetics, the tumour microenvironment, metabolic alterations, tumour heterogeneity, DNA damage repair, non-coding RNAs, exosomes, methylomes and autophagy as tumour-related factors; pathophysiological factors, and the volume effect and dose limiting-non-cancerous tissue as the host related factors; the machine used, technique applied and planning strategy as the technical factors; and random gravity of DNA damage and the cell cycle as probabilistic factors. Due to the broad spectrum of each mechanism, although therapeutic approaches have been identified to target many of these factors, further investigation on their application to promote radiosensitisation will be necessary. In the context of brain metastases, these general mechanisms are relevant and play potential roles in observable radioresistance. With the variety of primary cancers that may lead to brain metastases, influential differences between primary cancer types may result in significant differences in some of these mechanisms, ultimately leading to different levels of radioresistance across brain metastases between patients. With a wide variety of these mechanisms and their application to brain metastases manifesting from different primary cancer types, studies investigating these mechanisms in brain metastases with the context of their cancer type of origin would further our understanding of radioresistance in brain metastases.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="author-contributions">
<title>Author contributions</title>
<p>AY: Conceptualization, Investigation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. AS: Investigation, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. SD: Conceptualization, Investigation, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. SD received funding from the Keenan Chair in Surgery.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>
<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> was created in BioRender.</p>
</ack>
<sec id="s9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>SD served as provincial lead for CNS Cancers at Ontario Health Cancer Care Ontario. SD was on the advisory board of the Subcortical Surgery Group. SD received research funding from Synaptive and VPIX Medical. SD receives royalties from Oxford University Press. SD was a speaker for the American Association of Neurological Surgeons and Congress of Neurological Surgeons. AS: Elekta/Elekta AB: Research grant, Consultant, Honorarium for past educational seminars, Travel Expenses. Varian: Honorarium for past educational seminars. BrainLab: Research grant, Consultant, Honorarium for educational seminars, Travel Expenses. AstraZeneca: Honorarium for educational seminars. ISRS: President of the International Stereotactic Radiosurgery Society ISRS. Seagen Inc: Honorarium for education seminars and research grants. Cerapedics: Honorarium for educational seminars, Travel Expenses. CarboFIX: Honorarium for educational seminars. Servier: Honorarium for educational seminars.</p>
<p>The remaining author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
<p>The author(s) declared that they were an editorial board member of Frontiers, at the time of submission. This had no impact on the peer review process and the final decision.</p>
</sec>
<sec id="s10" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
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