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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">IJO</journal-id>
<journal-title-group>
<journal-title>International Journal of Oncology</journal-title></journal-title-group>
<issn pub-type="ppub">1019-6439</issn>
<issn pub-type="epub">1791-2423</issn>
<publisher>
<publisher-name>D.A. Spandidos</publisher-name></publisher></journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3892/ijo.2025.5819</article-id>
<article-id pub-id-type="publisher-id">ijo-68-01-05819</article-id>
<article-categories>
<subj-group>
<subject>Review</subject></subj-group></article-categories>
<title-group>
<article-title>Ferroptosis in biliary tract cancer: Molecular mechanisms and therapeutic applications (Review)</article-title></title-group>
<contrib-group>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Zou</surname><given-names>Ruiqi</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref><xref rid="fn1-ijo-68-01-05819" ref-type="author-notes">&#x0002A;</xref></contrib>
<contrib contrib-type="author" equal-contrib="yes">
<name><surname>Dai</surname><given-names>Yushi</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref><xref rid="af3-ijo-68-01-05819" ref-type="aff">3</xref><xref rid="fn1-ijo-68-01-05819" ref-type="author-notes">&#x0002A;</xref></contrib>
<contrib contrib-type="author">
<name><surname>Yang</surname><given-names>Siqi</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref></contrib>
<contrib contrib-type="author">
<name><surname>Hu</surname><given-names>Haijie</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref></contrib>
<contrib contrib-type="author">
<name><surname>Li</surname><given-names>Fuyu</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref></contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Liu</surname><given-names>Fei</given-names></name><xref rid="af1-ijo-68-01-05819" ref-type="aff">1</xref><xref rid="af2-ijo-68-01-05819" ref-type="aff">2</xref><xref ref-type="corresp" rid="c1-ijo-68-01-05819"/></contrib></contrib-group>
<aff id="af1-ijo-68-01-05819">
<label>1</label>Department of General Surgery, Division of Biliary Surgery, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China</aff>
<aff id="af2-ijo-68-01-05819">
<label>2</label>Research Center for Biliary Diseases, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China</aff>
<aff id="af3-ijo-68-01-05819">
<label>3</label>Department of Ultrasound, West China Hospital, Sichuan University, Chengdu, Sichuan 610041, P.R. China</aff>
<author-notes>
<corresp id="c1-ijo-68-01-05819">Correspondence to: Professor Fei Liu or Professor Fuyu Li, Department of General Surgery, Division of Biliary Surgery, West China Hospital, Sichuan University, 37 Guoxue Alley, Wuhou, Chengdu, Sichuan 610041, P.R. China, E-mail: <email>754077303@qq.com</email> E-mail: <email>lfy_74@hotmail.com</email></corresp>
<fn id="fn1-ijo-68-01-05819" fn-type="equal">
<label>&#x0002A;</label>
<p>Contributed equally</p></fn></author-notes>
<pub-date pub-type="collection">
<month>01</month>
<year>2026</year></pub-date>
<pub-date pub-type="epub">
<day>14</day>
<month>11</month>
<year>2025</year></pub-date>
<volume>68</volume>
<issue>1</issue>
<elocation-id>6</elocation-id>
<history>
<date date-type="received">
<day>07</day>
<month>04</month>
<year>2025</year></date>
<date date-type="accepted">
<day>18</day>
<month>08</month>
<year>2025</year></date></history>
<permissions>
<copyright-statement>Copyright: &#x000A9; 2025 Zou et al.</copyright-statement>
<copyright-year>2025</copyright-year>
<license license-type="open-access">
<license-p>This is an open access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by-nc-nd/4.0/">Creative Commons Attribution-NonCommercial-NoDerivs License</ext-link>, which permits use and distribution in any medium, provided the original work is properly cited, the use is non-commercial and no modifications or adaptations are made.</license-p></license></permissions>
<abstract>
<p>Biliary tract cancer (BTC) encompasses a group of aggressive malignancies arising from the bile duct epithelium, including gallbladder cancer and cholangiocarcinoma, which are characterized by aggressive progression, frequent metastases and poor prognoses. BTC accounts for ~3% of all digestive system tumors, with a 5-year overall survival rate of &lt;20%. BTC presents a clinical challenge. Despite multi-disciplinary therapeutic approaches incorporating surgery, chemotherapy and radiotherapy, persistent obstacles, including high tumor recurrence rates (&gt;50%) and the development of treatment resistance remains, underscoring the urgent need for novel treatment strategies such as targeted therapies and immunotherapies. Ferroptosis, a distinct mechanism of regulated cell death triggered by lipid peroxidation, serves critical roles in disease occurrence and progression. Increasing evidence supports the potential of ferroptosis as a targeted therapy in malignancies, with emerging implications for personalized BTC treatment. The present review investigated the molecular mechanisms and signaling pathways that govern ferroptosis, the advances in the understanding of ferroptosis during the initiation and progression of BTC, and the translation potential of ferroptosis for precision therapeutics. By integrating current knowledge, the present study aimed to provide theoretical suggestions for future mechanistic investigations and clinical studies of ferroptosis-based interventions for patients with BTC.</p></abstract>
<kwd-group>
<title>Key words</title>
<kwd>biliary tract cancer</kwd>
<kwd>ferroptosis</kwd>
<kwd>cell death</kwd>
<kwd>lipid peroxidation</kwd>
<kwd>targeted therapy</kwd></kwd-group>
<funding-group>
<award-group>
<funding-source>West China Hospital, Sichuan University</funding-source>
<award-id>ZYJC21046</award-id></award-group>
<award-group>
<funding-source>West China Hospital, Sichuan University</funding-source>
<award-id>2021HXFH001</award-id></award-group>
<award-group>
<funding-source>China Telecom Sichuan Company Biliary Tract Tumor Big Data Platform and Application Phase I R&amp;D Project</funding-source>
<award-id>312230752</award-id></award-group>
<award-group>
<funding-source>National Natural Science Foundation of China for Young Scientists Fund</funding-source>
<award-id>82303669</award-id></award-group>
<award-group>
<funding-source>Sichuan University-Sui Ning School-local Cooperation project</funding-source>
<award-id>2022CDSN-18</award-id></award-group>
<award-group>
<funding-source>The Post-doctor Research Fund of West China Hospital, Sichuan University</funding-source>
<award-id>ZYJC21046</award-id>
<award-id>2021HXFH001</award-id>
<award-id>2024HXBH083</award-id></award-group>
<funding-statement>The present study was supported by 1.3.5 project for disciplines of excellence (West China Hospital, Sichuan University; grant no. ZYJC21046), 1.3.5 project for disciplines of excellence-Clinical Research Incubation Project (West China Hospital, Sichuan University; grant no. 2021HXFH001), China Telecom Sichuan Company Biliary Tract Tumor Big Data Platform and Application Phase I R&amp;D Project (grant no. 312230752), National Natural Science Foundation of China for Young Scientists Fund (grant no. 82303669), Sichuan University-Sui Ning School-local Cooperation project (grant no. 2022CDSN-18), and The Post-doctor Research Fund of West China Hospital, Sichuan University (grant nos. ZYJC21046, 2021HXFH001 and 2024HXBH083).</funding-statement></funding-group></article-meta></front>
<body>
<sec sec-type="intro">
<label>1.</label>
<title>Introduction</title>
<p>Biliary tract cancer (BTC) includes a spectrum of invasive malignancies that arise from the bile duct epithelium. It is relatively uncommon but highly heterogeneous, comprising gallbladder cancer (GBC; which arises from the gallbladder or cystic duct) and cholangiocarcinoma (CCA; which arises from the intrahepatic, perihilar or distal biliary tree). BTC accounts for &lt;1% of all human types of cancer and ~3% of digestive system tumors globally (<xref rid="b1-ijo-68-01-05819" ref-type="bibr">1</xref>,<xref rid="b2-ijo-68-01-05819" ref-type="bibr">2</xref>). In recent years, the incidence of BTC has been increasing globally, particularly in Asian countries, where it represents an important health problem (<xref rid="b3-ijo-68-01-05819" ref-type="bibr">3</xref>,<xref rid="b4-ijo-68-01-05819" ref-type="bibr">4</xref>). Globally, adenocarcinoma accounts for ~90% of all BTC cases (<xref rid="b5-ijo-68-01-05819" ref-type="bibr">5</xref>,<xref rid="b6-ijo-68-01-05819" ref-type="bibr">6</xref>). BTC is usually diagnosed at advanced stage. The majority of patients with symptomatic BTC, such as those presenting with biliary obstruction, have incurable tumors with invasion of the surrounding organs, lymph nodes and distant metastases, which results in poor prognoses (<xref rid="b2-ijo-68-01-05819" ref-type="bibr">2</xref>,<xref rid="b7-ijo-68-01-05819" ref-type="bibr">7</xref>). At present, surgery remains the gold standard for treating early-stage tumors; however, only a limited number of patients have this opportunity (<xref rid="b8-ijo-68-01-05819" ref-type="bibr">8</xref>,<xref rid="b9-ijo-68-01-05819" ref-type="bibr">9</xref>). The 5-year overall survival rate of BTC is &lt;20% for patients from the United States of America and Europe (<xref rid="b10-ijo-68-01-05819" ref-type="bibr">10</xref>). Furthermore, despite undergoing curative resection with a negative margin (R0), BTC still have a high recurrence rate of &gt;50% (<xref rid="b8-ijo-68-01-05819" ref-type="bibr">8</xref>,<xref rid="b9-ijo-68-01-05819" ref-type="bibr">9</xref>,<xref rid="b11-ijo-68-01-05819" ref-type="bibr">11</xref>). Gemcitabine-platinum chemotherapy is a recommended first-line treatment for advanced BTC; however, its efficacy is not satisfactory (<xref rid="b12-ijo-68-01-05819" ref-type="bibr">12</xref>). The emergence of targeted therapies and immunotherapies, such as Durvalumab and Pembrolizumab, has revolutionized the treatment paradigm of malignant tumors. Immunotherapy plus chemotherapy has been verified to be effective in treating BTC (<xref rid="b13-ijo-68-01-05819" ref-type="bibr">13</xref>-<xref rid="b15-ijo-68-01-05819" ref-type="bibr">15</xref>). Investigating the key molecular mechanisms and identifying novel therapeutic targets for BTC is imperative.</p>
<p>Cell death can occur either due to unregulated causes or following a regulated process (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1</xref>) (<xref rid="b16-ijo-68-01-05819" ref-type="bibr">16</xref>). Unregulated cell death is the instantaneous demise of cells due to severe physical, chemical or mechanical causes. Unlike unregulated cell death, regulated cell death (RCD) is characterized by organized signaling cascades and specific molecular mechanisms, suggesting that it can be controlled (<xref rid="b17-ijo-68-01-05819" ref-type="bibr">17</xref>). The process of RCD can be influenced, either delayed or accelerated, through pharmacological or genetic interventions. A study by Dixon <italic>et al</italic> (<xref rid="b18-ijo-68-01-05819" ref-type="bibr">18</xref>) first proposed the notion of 'ferroptosis' in 2012 (<xref rid="b19-ijo-68-01-05819" ref-type="bibr">19</xref>). Ferroptosis is a new type of RCD, differing from necroptosis (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1A</xref>) (<xref rid="b20-ijo-68-01-05819" ref-type="bibr">20</xref>), apoptosis (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1B</xref>) (<xref rid="b21-ijo-68-01-05819" ref-type="bibr">21</xref>), pyroptosis (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1C</xref>) (<xref rid="b22-ijo-68-01-05819" ref-type="bibr">22</xref>) and autophagy (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1D</xref>) (<xref rid="b23-ijo-68-01-05819" ref-type="bibr">23</xref>) in morphology, genetics and biochemistry (<xref rid="b24-ijo-68-01-05819" ref-type="bibr">24</xref>,<xref rid="b25-ijo-68-01-05819" ref-type="bibr">25</xref>). As its name implies, ferroptosis is an iron-dependent mechanism of cell death (<xref rid="b26-ijo-68-01-05819" ref-type="bibr">26</xref>). Ferroptosis is triggered by lipid peroxidation (LPO), which results from an imbalanced cellular metabolism and redox homeostasis. The morphological evidence of ferroptosis includes the presence of small mitochondria with increased mitochondrial membrane densities, reduced or missing mitochondrial crista, outer mitochondrial membrane rupture and a normal nucleus (<xref rid="f1-ijo-68-01-05819" ref-type="fig">Fig. 1E</xref>) (<xref rid="b27-ijo-68-01-05819" ref-type="bibr">27</xref>,<xref rid="b28-ijo-68-01-05819" ref-type="bibr">28</xref>). Ferroptosis is indicated to serve an important pathophysiological role in the development and occurrence of numerous diseases, such as ischemic heart disease and acute kidney injury, but particularly in cancer (<xref rid="b19-ijo-68-01-05819" ref-type="bibr">19</xref>,<xref rid="b29-ijo-68-01-05819" ref-type="bibr">29</xref>). Non-small cell lung cancer, hepatocellular carcinoma, pancreatic cancer, breast cancer and renal cell carcinoma are reported to be sensitive to ferroptosis (<xref rid="b30-ijo-68-01-05819" ref-type="bibr">30</xref>-<xref rid="b34-ijo-68-01-05819" ref-type="bibr">34</xref>). Additionally, various ferroptosis inducers, such as sorafenib, sulfasalazine and artemisinin, demonstrate a mitigation of tumor progression (<xref rid="b35-ijo-68-01-05819" ref-type="bibr">35</xref>). Due to the issue of drug resistance, there is a growing interest regarding the potential of targeting ferroptosis as a therapeutic strategy for malignancies (<xref rid="b36-ijo-68-01-05819" ref-type="bibr">36</xref>-<xref rid="b38-ijo-68-01-05819" ref-type="bibr">38</xref>).</p>
<p>The present review aimed to provide a comprehensive overview of the signaling pathways and molecular mechanisms of ferroptosis, the research progress on ferroptosis in the occurrence and development of BTC, and the potential application of ferroptosis as a targeted therapy for BTC.</p></sec>
<sec sec-type="other">
<label>2.</label>
<title>Core mechanisms and unique features of ferroptosis</title>
<p>Following the first description of ferroptosis, a form of non-apoptosis and iron-dependent RCD, in 2012, there has been an increasing interest to investigate the process and regulation of ferroptosis (<xref rid="b39-ijo-68-01-05819" ref-type="bibr">39</xref>). Previously, several studies investigated the mechanisms involved in ferroptosis (<xref rid="b40-ijo-68-01-05819" ref-type="bibr">40</xref>-<xref rid="b42-ijo-68-01-05819" ref-type="bibr">42</xref>). The present study aimed to review the core mechanisms of ferroptosis based on three aspects, namely iron metabolism, lipid metabolism and antioxidant defense systems.</p>
<sec>
<title>Iron metabolism during ferroptosis</title>
<p>Iron is one of the crucial minor elements for human health, and the correct intracellular level of iron is indispensable for a well-functioning metabolic balance (<xref rid="b43-ijo-68-01-05819" ref-type="bibr">43</xref>). Iron is mainly obtained from dietary intake, existing in two distinct oxidation states. These are the divalent (Fe<sup>2+</sup>) and trivalent (Fe<sup>3+</sup>) ions (<xref rid="b44-ijo-68-01-05819" ref-type="bibr">44</xref>). The continuous interconversion of Fe<sup>2+</sup> and Fe<sup>3+</sup> allows iron-dependent cofactors, such as cytochrome P450s, to effectively carry out their catalytic functions in various biological processes, including nucleic acid synthesis as well as repair, epigenetic regulation and cellular respiration (<xref rid="b45-ijo-68-01-05819" ref-type="bibr">45</xref>). While in the Fe<sup>2+</sup> state or combined with a transporter protein, iron is primarily absorbed in the duodenum and upper jejunum epithelial cells. The less soluble Fe<sup>3+</sup> ion must first be reduced to absorbable ferrous Fe<sup>2+</sup> and is then transported via divalent metal transporter 1 (DMT1) into epithelial cells (<xref rid="b46-ijo-68-01-05819" ref-type="bibr">46</xref>). Absorbed iron then either enters the blood circulation via ferroportin (FPN) or is stored as ferritin. Fe<sup>3+</sup> is the primary form of iron in blood circulation. FPN, encoded by the transporter solute carrier family 40 member 1 gene, is the only known iron-exporting protein in mammalian cells. It is responsible for exporting Fe<sup>3+</sup> to the extracellular space (<xref rid="b47-ijo-68-01-05819" ref-type="bibr">47</xref>). Subsequently, multi-copper ferroxidases on the epithelial cell membrane re-oxidize Fe<sup>2+</sup> to Fe<sup>3+</sup>, which is then bound by transferrin (TF) and transported in the plasma (<xref rid="b44-ijo-68-01-05819" ref-type="bibr">44</xref>). Lactotransferrin also contributes positively to the regulation of iron absorption by enhancing iron uptake, similar to TF (<xref rid="b48-ijo-68-01-05819" ref-type="bibr">48</xref>). The majority of cells mainly obtain non-heme iron through two primary pathways that involve TF-bound iron uptake and non-TF-bound iron (NTBI) uptake. TF binds to transferrin receptor (TFR)1 and forms endosomes through clathrin-dependent endocytosis. Within cells, TF-bound iron separates, and six-transmembrane epithelial antigen of prostate 3 reduces Fe<sup>3+</sup> to Fe<sup>2+</sup>, which then enters the cytoplasm via DMT1 for subsequent use or storage as ferritin (<xref rid="b49-ijo-68-01-05819" ref-type="bibr">49</xref>,<xref rid="b50-ijo-68-01-05819" ref-type="bibr">50</xref>). When there is an iron overload, such as in hemochromatosis, excess iron surpasses the capacity of TF, resulting in the increased circulation and uptake of NTBI (forming an unstable iron pool) through transporters such as solute carrier family 39 member 14 (<xref rid="b51-ijo-68-01-05819" ref-type="bibr">51</xref>). The main repository for intracellular iron is the ferritin dimer, consisting of ferritin heavy and light chains. Nuclear receptor coactivator 4 (NCOA4) increases iron levels by facilitating ferritin degradation (<xref rid="b52-ijo-68-01-05819" ref-type="bibr">52</xref>-<xref rid="b54-ijo-68-01-05819" ref-type="bibr">54</xref>).</p>
<p>Ferroptosis relies on iron, as suggested by its name. An elevated iron level in the body has a direct association with the onset of ferroptosis (<xref rid="b18-ijo-68-01-05819" ref-type="bibr">18</xref>). Excessive iron levels increase the production of reactive oxygen species (ROS), leading to cell dysfunction or death, tissue damage and diseases, such as human leukocyte antigen-linked hemochromatosis and Friedreich ataxia (<xref rid="b44-ijo-68-01-05819" ref-type="bibr">44</xref>). An excessive accumulation of iron can result in ferroptosis either through Fenton reactions or by activating arachidonate lipoxygenases and cytochrome P450 oxidoreductase-mediated phospholipid peroxidation metabolism (<xref rid="b55-ijo-68-01-05819" ref-type="bibr">55</xref>,<xref rid="b56-ijo-68-01-05819" ref-type="bibr">56</xref>). As an important step in ferroptosis, the Fenton reaction involves the non-enzymatic oxidation of organic compounds, such as polyunsaturated fatty acids (PUFAs), into inorganic states by a mixture of hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) and Fe<sup>2+</sup> (<xref rid="b37-ijo-68-01-05819" ref-type="bibr">37</xref>). Glutathione peroxidase 4 (GPX4) is the major neutralizing enzyme of phospholipid (PL) hydroperoxides (OOHs; PLOOHs). GPX4 knockdown results in an accumulation of PLOOHs, which induces an increase in lipid peroxidation and ferroptosis (<xref rid="b57-ijo-68-01-05819" ref-type="bibr">57</xref>).</p></sec>
<sec>
<title>LPO during ferroptosis</title>
<p>Uncontrolled LPO represents a key hallmark of ferroptosis. A key initiation step of ferroptosis involves an excessive oxidation of PUFA-PLs (<xref rid="b19-ijo-68-01-05819" ref-type="bibr">19</xref>). The susceptibility of PUFAs to peroxidation is attributed to their diallyl moieties (<xref rid="b55-ijo-68-01-05819" ref-type="bibr">55</xref>). The magnitude of LPO is influenced by both the abundance and distribution of PUFAs within phospholipids (<xref rid="b28-ijo-68-01-05819" ref-type="bibr">28</xref>). Arachidonic acid (AA) and adrenic acid (AdA) serve as the primary LPO substrates in ferroptosis. Acyl-CoA synthetase long-chain family member 4 (ACSL4) catalyzes the esterification of AA or AdA with CoA, generating oxidizable AA- or AdA-CoA. Subsequently, lysophosphatidylcholine acyltransferase 3 (LPCAT3) facilitates the PL remodeling of AA- or AdA-CoA and membrane phosphatidylethanolamine (PE) into AA- or AdA-PE, anchoring it to the cell or mitochondrial membranes (<xref rid="b58-ijo-68-01-05819" ref-type="bibr">58</xref>). Conversely, acyl-CoA synthetase long-chain family member 3 (ACSL3) and stearoyl-CoA desaturase 1 (SCD1) confer cellular resistance to ferroptosis by catalyzing the synthesis of monounsaturated fatty acid (MUFA) and the displacement of PUFAs from plasma membrane phospholipids (<xref rid="b55-ijo-68-01-05819" ref-type="bibr">55</xref>,<xref rid="b59-ijo-68-01-05819" ref-type="bibr">59</xref>,<xref rid="b60-ijo-68-01-05819" ref-type="bibr">60</xref>). Subsequently, 15-lipoxygenase (LOX) then oxidizes AA-PE or AdA-PE to PL-PUFA-OOHs, which acts as a ferroptosis signal (<xref rid="b58-ijo-68-01-05819" ref-type="bibr">58</xref>). However, 12-LOX can mediate the ACSL4-independent pathway of LPO production via the p53/solute carrier family 7 member 11 (SLC7A11)/12-LOX axis (<xref rid="b61-ijo-68-01-05819" ref-type="bibr">61</xref>).</p></sec>
<sec>
<title>Antioxidant defense systems</title>
<sec>
<title>SLC7A11-glutathione (GSH)-GPX4 axis</title>
<p>The SLC7A11-GSH-GPX4 axis is the principal antioxidant defense system (<xref rid="b62-ijo-68-01-05819" ref-type="bibr">62</xref>). The cystine/glutamate antiporter (system Xc<sup>&#x02212;</sup>), located on the cell membrane, consists of solute carrier family 3 member 2 (SLC3A2) and SLC7A11 subunits. System Xc<sup>&#x02212;</sup> facilitates the 1:1 exchange of extracellular cystine and intracellular glutamate. Intracellular cystine is reduced to cysteine, a precursor for GSH synthesis. GSH serves as an essential cofactor for GPX4. GPX4 uses GSH to reduce PL-PUFA-OOH to non-toxic alcohol phospholipid hydroxides, thereby halting the LPO chain reaction (<xref rid="b63-ijo-68-01-05819" ref-type="bibr">63</xref>,<xref rid="b64-ijo-68-01-05819" ref-type="bibr">64</xref>). The activity of SLC7A11 is downregulated by TP53, BRCA1-associated protein 1 and beclin-1, and upregulated by nuclear factor erythroid 2-related factor 2 (Nrf2) (<xref rid="b65-ijo-68-01-05819" ref-type="bibr">65</xref>) (<xref rid="f2-ijo-68-01-05819" ref-type="fig">Fig. 2</xref>).</p></sec>
<sec>
<title>Ferroptosis inhibitory protein 1 (FSP1)-ubiquinone (CoQ)-NAD(P)H pathway</title>
<p>FSP1 is a GSH-independent ferroptosis suppressor, acting in parallel to GPX4. When GPX4 is knocked out, FSP1 (also known as apoptosis-inducing factor mitochondrial-associated protein 2) is activated as a compensatory antioxidant system. FSP1 is located on the plasma membrane and uses NAD(P)H to reduce CoQ to ubiquinol (CoQH<sub>2</sub>), which acts as an antioxidant by binding to radicals. This neutralizes lipid peroxide free radicals and blocks the propagation of LPO (<xref rid="b66-ijo-68-01-05819" ref-type="bibr">66</xref>,<xref rid="b67-ijo-68-01-05819" ref-type="bibr">67</xref>) (<xref rid="f2-ijo-68-01-05819" ref-type="fig">Fig. 2</xref>).</p></sec>
<sec>
<title>GTP cyclic hydrolase 1 (GCH1)-tetrahydrobiopterin (BH4) system</title>
<p>The GCH1-BH4 system is another important GPX4-independent ferroptosis inhibitor. GCH1 prevents ferroptosis via the synthesis of its metabolic derivatives, BH4 and dihydrobiopterin (BH2), and lipid remodeling. GCH1 overexpression selectively protects those PLs containing two PUFA chains from degradation, which potentially has two simultaneous mechanisms: i) Acting as an antioxidant that directly binds to radicals; and ii) contributing to the synthesis of CoQ (<xref rid="b68-ijo-68-01-05819" ref-type="bibr">68</xref>,<xref rid="b69-ijo-68-01-05819" ref-type="bibr">69</xref>) (<xref rid="f2-ijo-68-01-05819" ref-type="fig">Fig. 2</xref>).</p></sec>
<sec>
<title>Dihydroorotate dehydrogenase (DHODH)-CoQH<sub>2</sub> system</title>
<p>The DHODH-CoQH<sub>2</sub> system is a ferroptosis defense pathway, which is localized in the mitochondria and independent of cytosolic GPX4 or FSP1. Knocking out DHODH markedly induces mitochondrial LPO, inducing ferroptosis in cancer cells with low GPX4 expression levels. Furthermore, combining inhibitors of DHODH (such as brequinar) with inducers of ferroptosis (such as sulfasalazine) induces mitochondrial LPO and ferroptosis in malignancies with high GPX4 expression levels synergistically (<xref rid="b70-ijo-68-01-05819" ref-type="bibr">70</xref>). Mechanistically, DHODH suppresses ferroptosis at the mitochondrial inner membrane by reducing CoQ to CoQH<sub>2</sub>, which is a parallel mechanism to the mitochondrial GPX4 pathway (<xref rid="b70-ijo-68-01-05819" ref-type="bibr">70</xref>) (<xref rid="f2-ijo-68-01-05819" ref-type="fig">Fig. 2</xref>).</p></sec>
<sec>
<title>Membrane-bound O-acyltransferase domain-containing (MBOAT)1/2-MUFA system</title>
<p>As PL-modifying enzymes, MBOAT1 and MBOAT2 function as GPX4/FSP1-independent ferroptosis suppressors. MBOAT1 and 2 inhibit ferroptosis by remodeling PLs by selectively incorporating MUFAs into lyso-PE. This increases the cellular MUFA-PE levels and decreases the PUFA-PE levels (<xref rid="b71-ijo-68-01-05819" ref-type="bibr">71</xref>). However, MBOAT1 and 2 function as sex hormone-dependent regulators, and their transcription is upregulated by androgen and estrogen receptors (<xref rid="b71-ijo-68-01-05819" ref-type="bibr">71</xref>) (<xref rid="f2-ijo-68-01-05819" ref-type="fig">Fig. 2</xref>).</p></sec></sec></sec>
<sec sec-type="other">
<label>3.</label>
<title>Ferroptosis and the tumor microenvironment (TME)</title>
<p>The TME serves pivotal roles in the initiation, progression, metastasis and therapeutic resistance of tumors (<xref rid="b72-ijo-68-01-05819" ref-type="bibr">72</xref>-<xref rid="b75-ijo-68-01-05819" ref-type="bibr">75</xref>). It is a dynamic interacting network that is comprised of diverse cellular components, including malignant cells, immune cells, cancer-associated fibroblasts and endothelial cells, alongside acellular elements such as the extracellular matrix, cytokines and metabolites (<xref rid="b76-ijo-68-01-05819" ref-type="bibr">76</xref>). Ferroptosis engages in a complex bidirectional crosstalk with the TME, particularly through metabolic reprogramming and immunomodulation, which regulates BTC malignancy and treatment responses (<xref rid="b77-ijo-68-01-05819" ref-type="bibr">77</xref>,<xref rid="b78-ijo-68-01-05819" ref-type="bibr">78</xref>).</p>
<p>Ferroptosis in malignant cells modulates antitumor immunity within the TME through immunogenic signaling (<xref rid="b79-ijo-68-01-05819" ref-type="bibr">79</xref>,<xref rid="b80-ijo-68-01-05819" ref-type="bibr">80</xref>). Previous evidence indicates that ferroptotic cancer cells release damage-associated molecular patterns (DAMPs), a hallmark of immunogenic cell death (ICD), which function as endogenous adjuvants to potentiate antitumor immunity (<xref rid="b81-ijo-68-01-05819" ref-type="bibr">81</xref>,<xref rid="b82-ijo-68-01-05819" ref-type="bibr">82</xref>). As well as the classic DAMPs, such as high mobility group protein 1 (<xref rid="b83-ijo-68-01-05819" ref-type="bibr">83</xref>-<xref rid="b85-ijo-68-01-05819" ref-type="bibr">85</xref>), adenosine triphosphate (<xref rid="b86-ijo-68-01-05819" ref-type="bibr">86</xref>,<xref rid="b87-ijo-68-01-05819" ref-type="bibr">87</xref>), calcium reticulum protein (<xref rid="b84-ijo-68-01-05819" ref-type="bibr">84</xref>,<xref rid="b86-ijo-68-01-05819" ref-type="bibr">86</xref>) and the recently identified proteoglycan decorin (<xref rid="b88-ijo-68-01-05819" ref-type="bibr">88</xref>), ferroptotic cancer cells release immunomodulatory cytokines such as C-X-C motif chemokine ligand 1 (CXCL1), tumor necrosis factor (TNF) and interferon (IFN)-&#x003B2;, that contribute to the remodeling of the TME (<xref rid="b89-ijo-68-01-05819" ref-type="bibr">89</xref>). However, whether ferroptosis is a classic form of ICD is still an ongoing scientific debate (<xref rid="b89-ijo-68-01-05819" ref-type="bibr">89</xref>). In addition, the specific role of ferroptotic cancer cells in antitumor immunity is also contradictory. A previous study demonstrates that tumor cell competition for cystine compromises the function of CD8+ T cells within the TME. Cystine deprivation triggers glutamate accumulation, which potentiates CD36-mediated LPO (<xref rid="b90-ijo-68-01-05819" ref-type="bibr">90</xref>). However, ferroptotic cells can activate antitumor immunity by expressing 1-steaoryl-2-15-HpETE-sn-glycero-3-PE. This serves as a signal that mediates phagocytosis by engaging Toll-like receptor 2 on macrophages (<xref rid="b91-ijo-68-01-05819" ref-type="bibr">91</xref>) and enhancing the activities of natural killer cells (<xref rid="b92-ijo-68-01-05819" ref-type="bibr">92</xref>).</p>
<p>Immune cells exhibit differential susceptibility to ferroptosis within the TME, and their functional heterogeneity enables distinct populations to either potentiate or suppress ferroptosis in malignant cells (<xref rid="b80-ijo-68-01-05819" ref-type="bibr">80</xref>). CD8+ T cells exhibit an increased sensitivity to GPX4 inhibition compared with malignant cells, resulting in a premature impairment of antitumor immunity prior to notable tumor cell death (<xref rid="b93-ijo-68-01-05819" ref-type="bibr">93</xref>). However, these effector lymphocytes demonstrate relative resistance to system Xc<sup>&#x02212;</sup> inhibitors, such as sulfasalazine, as inhibition of system Xc<sup>&#x02212;</sup> did not affect T cell proliferation and antitumor immune responses (<xref rid="b94-ijo-68-01-05819" ref-type="bibr">94</xref>). Activated CD8+ T cells with high expression levels of fatty acid transporter CD36 increases the risk of LPO and ferroptosis (<xref rid="b95-ijo-68-01-05819" ref-type="bibr">95</xref>). Compared with tumor-derived CD8+ T cells, tumor-infiltrating regulatory T cells (Tregs) typically have reduced levels of LPO, suggesting that they are less prone to ferroptosis in the TME (<xref rid="b93-ijo-68-01-05819" ref-type="bibr">93</xref>). However, system Xc<sup>&#x02212;</sup> inhibitors rarely impair the viability of Tregs (<xref rid="b96-ijo-68-01-05819" ref-type="bibr">96</xref>). Tumor-associated macrophages (TAMs) are one of the most abundant types of immune cells in the TME and include the proinflammatory antitumor M1 and anti-inflammatory protumor M2 types (<xref rid="b97-ijo-68-01-05819" ref-type="bibr">97</xref>,<xref rid="b98-ijo-68-01-05819" ref-type="bibr">98</xref>). The sensitivity of these two types of cells to ferroptosis is different due to the high levels of inducible nitric oxide synthase and nitric oxide-free radicals in M1 type compared with M2 type TAMs (<xref rid="b99-ijo-68-01-05819" ref-type="bibr">99</xref>). Another group of immune-suppressive cells, namely myeloid-derived suppressor cells (MDSCs), exhibit notable resistance to ferroptosis, which is associated with the upregulation of system Xc<sup>&#x02212;</sup> and neutral ceramidase N-acylsphingosine amidohydrolase expression levels (<xref rid="b100-ijo-68-01-05819" ref-type="bibr">100</xref>).</p>
<p>Metabolic reprogramming is a defining hallmark of malignancy, triggering cancer metastasis, aggressiveness and therapeutic resistance (<xref rid="b101-ijo-68-01-05819" ref-type="bibr">101</xref>). Remodeled metabolic environments and immunosuppressive environments enable cancer cells to evade RCD (<xref rid="b78-ijo-68-01-05819" ref-type="bibr">78</xref>). This metabolic reprogramming extends beyond canonical adaptations such as the Warburg effect (in which preferential glycolysis reduces mitochondrial ROS generation), and includes the suppression of pyruvate dehydrogenase, limiting the acetyl-CoA flux for PUFA biosynthesis, which is critical for ferroptosis (<xref rid="b102-ijo-68-01-05819" ref-type="bibr">102</xref>-<xref rid="b104-ijo-68-01-05819" ref-type="bibr">104</xref>). Within the TME, MDSCs increase immunosuppression through IL-6/JAK2/STAT3-mediated SLC7A11 upregulation, which depletes the extracellular cystine pools (<xref rid="b105-ijo-68-01-05819" ref-type="bibr">105</xref>). This metabolic competition induces a GSH deprivation-induced ferroptosis in CD8+ T cells, further inactivating antitumor immunity (<xref rid="b90-ijo-68-01-05819" ref-type="bibr">90</xref>).</p>
<p>To resist ferroptosis, cancer cells use lipid metabolic reprogramming as a defense strategy via two primary mechanisms: i) PL membrane restructuring via the activation of the sterol regulatory element-binding protein-1-SCD1 axis, replacing oxidation-vulnerable PUFAs with MUFAs (<xref rid="b106-ijo-68-01-05819" ref-type="bibr">106</xref>); and ii) mevalonate pathway-derived antioxidant production, such as isopentenyl pyrophosphate from cholesterol metabolism, which neutralizes lipid peroxides (<xref rid="b107-ijo-68-01-05819" ref-type="bibr">107</xref>,<xref rid="b108-ijo-68-01-05819" ref-type="bibr">108</xref>). Iron homeostasis is also inhibited through TFR1-mediated uptake and ferritin heavy chain (FTH)-dependent storage, which reduces the levels of cytotoxic free Fe<sup>2</sup>+ (<xref rid="b109-ijo-68-01-05819" ref-type="bibr">109</xref>,<xref rid="b110-ijo-68-01-05819" ref-type="bibr">110</xref>). Furthermore, gut microbiota-derived metabolites, such as short-chain fatty acids (such as butyrate) and tryptophan metabolites (such as indole-acrylic acid), also affect the TME and influence the resistance of cancer cells to ferroptosis (<xref rid="b111-ijo-68-01-05819" ref-type="bibr">111</xref>,<xref rid="b112-ijo-68-01-05819" ref-type="bibr">112</xref>).</p></sec>
<sec sec-type="other">
<label>4.</label>
<title>Epigenetic regulation in ferroptosis</title>
<p>Epigenetic regulation is a heritable mechanism that regulates the expression of genes through chemical modifications without altering the DNA sequence. It primarily involves DNA methylation, histone modifications, non-coding RNA (ncRNA)-mediated regulation and RNA methylation (<xref rid="b113-ijo-68-01-05819" ref-type="bibr">113</xref>).</p>
<p>Several key genes are dynamically controlled by DNA methylation. For example, in normal tissues, the core enzyme GPX4, which is essential for eliminating lipid peroxides, has notably reduced expression levels due to transcriptional repression caused by the hypermethylation of CpG islands within its promoter region compared with cancer tissues. This suppression increases cellular susceptibility to ferroptosis (<xref rid="b114-ijo-68-01-05819" ref-type="bibr">114</xref>-<xref rid="b117-ijo-68-01-05819" ref-type="bibr">117</xref>). By contrast, the promoter of the system Xc<sup>&#x02212;</sup> light chain subunit SLC7A11 is frequently hypomethylated, leading to its elevated expression levels (<xref rid="b118-ijo-68-01-05819" ref-type="bibr">118</xref>,<xref rid="b119-ijo-68-01-05819" ref-type="bibr">119</xref>). This enhances cystine uptake and GSH synthesis, which inhibits ferroptosis. Furthermore, hypermethylation of the FSP1 promoter results in a reduction to its expression levels, which sensitizes cells to ferroptosis (<xref rid="b120-ijo-68-01-05819" ref-type="bibr">120</xref>,<xref rid="b121-ijo-68-01-05819" ref-type="bibr">121</xref>).</p>
<p>RNA methylation, the most abundant post-transcriptional modification in eukaryotic mRNA, also contributes to ferroptosis regulation. AlkB homolog 5 regulates glutamate-cysteine ligase modifier subunit (GCLM) mRNA levels though N<sup>6</sup>-methyladenosine (m<sup>6</sup>A) modification of GCLM and YTH m<sup>6</sup>A RNA binding protein-mediated decay of GCLM, which regulates ferroptosis (<xref rid="b122-ijo-68-01-05819" ref-type="bibr">122</xref>). Additionally, methyltransferase-like protein 16 (METTL16) serves a role in ferroptosis and tumorigenesis by catalyzing the m<sup>6</sup>A modification of Sentrin/small ubiquitin-like modifier-specific protease 3 mRNA and regulating the stability of lactotransferrin (<xref rid="b123-ijo-68-01-05819" ref-type="bibr">123</xref>).</p>
<p>Histone modifications serve an important role in shaping chromatin structure. It exerts precise transcriptional control over ferroptosis-associated genes, such as SLC7A11 and ACSL3, and impacts gene expression and cancer development (<xref rid="b124-ijo-68-01-05819" ref-type="bibr">124</xref>-<xref rid="b126-ijo-68-01-05819" ref-type="bibr">126</xref>). p53 promotes the nuclear translocation of a histone H2B monoubiquitylation (H2Bub1) deubiquitinase, ubiquitin-specific protease 7 (USP7), which negatively regulates H2Bub1 levels. The interaction between p53 and USP7 reduces the occupancy of H2Bub1 at the regulatory region of SLC7A11, leading to transcriptional repression of SLC7A11and enhancing the ferroptosis induction sensitivity of cells (<xref rid="b125-ijo-68-01-05819" ref-type="bibr">125</xref>). Histone acetylation and methylation also demonstrate bidirectional regulatory effects on ferroptosis (<xref rid="b126-ijo-68-01-05819" ref-type="bibr">126</xref>-<xref rid="b129-ijo-68-01-05819" ref-type="bibr">129</xref>).</p>
<p>ncRNAs regulate the expression of ferroptosis-associated genes via post-transcriptional regulation, forming protein-RNA interaction networks. Specifically, microRNA (miR)-137/miR-9 and miR-15a-5p promote ferroptosis by targeting SLC7A11 and GPX4 mRNA, respectively (<xref rid="b130-ijo-68-01-05819" ref-type="bibr">130</xref>,<xref rid="b131-ijo-68-01-05819" ref-type="bibr">131</xref>), whereas miR-27a and miR-4717 exert anti-ferroptosis effects by targeting ACSL4 and NCOA4 (<xref rid="b132-ijo-68-01-05819" ref-type="bibr">132</xref>,<xref rid="b133-ijo-68-01-05819" ref-type="bibr">133</xref>). Long ncRNAs (lncRNAs) also participate in ferroptosis regulation by acting as protein decoys, chromatin modifiers or miRNA sponges (<xref rid="b134-ijo-68-01-05819" ref-type="bibr">134</xref>,<xref rid="b135-ijo-68-01-05819" ref-type="bibr">135</xref>).</p>
<p>Ferroptosis induction has emerged as a novel strategy to overcome tumor therapy resistance (<xref rid="b35-ijo-68-01-05819" ref-type="bibr">35</xref>,<xref rid="b36-ijo-68-01-05819" ref-type="bibr">36</xref>). However, tumor cells establish complex ferroptosis defense networks by remodeling immune-metabolic environments, notably elevating the threshold for ferroptosis initiation (<xref rid="b78-ijo-68-01-05819" ref-type="bibr">78</xref>). The development of this resistance limits the clinical application of ferroptosis-inducing therapies (<xref rid="b78-ijo-68-01-05819" ref-type="bibr">78</xref>). However, a series of innovative strategies have been developed, providing a theoretical foundation for designing effective treatments to circumvent resistance. Recently identified, reversible palmitoylation modification of GPX4 is a key regulator of ferroptosis. The palmitoylation inhibitor 2-bromopalmitate notably enhances the antitumor efficacy of ferroptosis inducers by inhibiting GPX4 palmitoylation (<xref rid="b136-ijo-68-01-05819" ref-type="bibr">136</xref>). Furthermore, targeted protein degradation represents an emerging therapeutic paradigm. The GPX4-targeted autophagy-targeting chimera (GPX4-AUTAC), based on selective autophagic degradation, induces ferroptosis and demonstrates antitumor activity <italic>in vitro</italic>, <italic>in vivo</italic> and in patient-derived organoids (<xref rid="b137-ijo-68-01-05819" ref-type="bibr">137</xref>). In addition, proteolysis-targeting chimeras that target GPX4/DHODH have also been designed (<xref rid="b138-ijo-68-01-05819" ref-type="bibr">138</xref>,<xref rid="b139-ijo-68-01-05819" ref-type="bibr">139</xref>). The use of combination strategies that target immune checkpoints alongside ferroptosis inducers are also gaining attention (<xref rid="b140-ijo-68-01-05819" ref-type="bibr">140</xref>). Furthermore, the development of novel nanodrug delivery systems offers additional approaches to overcome chemoresistance, such as high-density lipoprotein nanoparticles with dual metabolic disruption (selenium deprivation and LPO) (<xref rid="b141-ijo-68-01-05819" ref-type="bibr">141</xref>) and antibody-targeted nanoplatforms (such as Fe-MOF@Erastin@ Herceptin), which deliver ferroptosis inducers (such as erastin) specifically to tumor cells (<xref rid="b142-ijo-68-01-05819" ref-type="bibr">142</xref>).</p></sec>
<sec sec-type="other">
<label>5.</label>
<title>Targeting ferroptosis in BTC therapy</title>
<p>Ferroptosis is demonstrated to have therapeutic potential in various types of cancer, including hepatocellular carcinoma, lung carcinoma, lymphoma, pancreatic ductal carcinoma and renal cell carcinoma (<xref rid="b30-ijo-68-01-05819" ref-type="bibr">30</xref>-<xref rid="b34-ijo-68-01-05819" ref-type="bibr">34</xref>). BTC is an uncommon type of gastrointestinal malignancy that has a poor prognosis. In the early stages of disease, surgical resection with negative margins can effectively treat BTC (<xref rid="b8-ijo-68-01-05819" ref-type="bibr">8</xref>,<xref rid="b9-ijo-68-01-05819" ref-type="bibr">9</xref>). For unresectable and metastatic disease, gemcitabine and cisplatin chemotherapies plus immunotherapy (such as with Durvalumab or Pembrolizumab) are the only preferred regimens approved by the National Comprehensive Cancer Network (<xref rid="b143-ijo-68-01-05819" ref-type="bibr">143</xref>,<xref rid="b144-ijo-68-01-05819" ref-type="bibr">144</xref>). With the increasing number of patients with BTC, investigating novel targets and alternative options is crucial. Ferroptosis, which is considered to be one of the most promising potential antitumor methods, can affect the occurrence and development of BTC by regulating intracellular iron and ROS levels, providing new treatment options for patients with BTC (<xref rid="b70-ijo-68-01-05819" ref-type="bibr">70</xref>,<xref rid="b124-ijo-68-01-05819" ref-type="bibr">124</xref>,<xref rid="b145-ijo-68-01-05819" ref-type="bibr">145</xref>). The following section primarily concentrates on the advancements in ferroptosis-associated research in BTC, including potential therapeutic targets, treatment options and associated mechanisms (<xref rid="tI-ijo-68-01-05819" ref-type="table">Table I</xref>; <xref rid="f3-ijo-68-01-05819" ref-type="fig">Fig. 3</xref>).</p>
<p>TP53 is acknowledged as a classic tumor suppressor gene, which serves important roles in controlling the cell cycle, cell proliferation and cell death (<xref rid="b146-ijo-68-01-05819" ref-type="bibr">146</xref>,<xref rid="b147-ijo-68-01-05819" ref-type="bibr">147</xref>). TP53 serves a role in controlling the susceptibility to ferroptosis via both transcription-dependent and transcription-independent mechanisms (<xref rid="b148-ijo-68-01-05819" ref-type="bibr">148</xref>). Shank-associated RH domain interacting protein (SHARPIN) is a crucial part of the complex responsible for activating the linear ubiquitin chain, which inhibits ferroptosis through the p53/SLC7A11/GPX4 signaling pathway and promotes cell proliferation in CCA. Silencing the SHARPIN gene results in the suppression of p53 ubiquitination and degradation, as well as a decreased expression of SLC7A11, GPX4, superoxide dismutase (SOD)-1 and SOD-2. Targeting SHARPIN may serve as a potential strategy benefiting CCA treatment (<xref rid="b149-ijo-68-01-05819" ref-type="bibr">149</xref>). Human hydroxysteroid dehydrogenase-like 2 (HSDL2) is also a regulator of cancer progression and lipid metabolism. Knocking down HSDL2 promotes CCA progression by inhibiting ferroptosis through the p53/SLC7A11 axis (<xref rid="b150-ijo-68-01-05819" ref-type="bibr">150</xref>). As a member of Runt-domain family, Runt-related transcription factor 3 (RUNX3) has a reduced expression level in GBC. This downregulation, mediated by promoter DNA hypermethylation, is notably associated with adverse outcomes in patients with GBC. RUNX3 activates the transcription of inhibitor of growth protein 1, which leads to the suppression of SLC7A11 through a p53-dependent pathway and the induction of ferroptosis (<xref rid="b151-ijo-68-01-05819" ref-type="bibr">151</xref>). Golgi phosphoprotein 3 also promotes CCA malignancy by inhibiting ferroptosis through SLC7A11 upregulation (<xref rid="b152-ijo-68-01-05819" ref-type="bibr">152</xref>). Additionally, TP53-induced glycolysis and apoptosis regulator (TIGAR) is associated with adverse outcomes and ferroptosis resistance in patients with intrahepatic CCA (iCCA). <italic>TIGAR</italic> encodes an enzyme responsible for regulating glycolysis and scavenging ROS. Knockdown of TIGAR reduced the expression of GPX4, a key inhibitor of ferroptosis (<xref rid="b153-ijo-68-01-05819" ref-type="bibr">153</xref>). Furthermore, combining TIGAR knockdown with cisplatin treatment synergistically induces a notable increase in ferroptosis (<xref rid="b153-ijo-68-01-05819" ref-type="bibr">153</xref>).</p>
<p>The transcription factor Nrf2 controls the expression of genes involved in counteracting oxidative and electrophilic stresses, which serves a role in regulating the cellular antioxidant response (<xref rid="b154-ijo-68-01-05819" ref-type="bibr">154</xref>,<xref rid="b155-ijo-68-01-05819" ref-type="bibr">155</xref>). A study by Huang <italic>et al</italic> (<xref rid="b156-ijo-68-01-05819" ref-type="bibr">156</xref>) reports that transcription factor activating enhancer-binding protein 2 &#x003B1; (TFAP2A) may serve a role as a regulator of ferroptosis in GBC via the Nrf2 signaling pathway. GBC cells exhibit elevated levels of TFAP2A, compared with non-tumorigenic human intrahepatic bile duct cells (H69), and knocking down TFAP2A lead to a decrease in GBC cell proliferation, migration and invasion, as well as a decreased expression of oxidative stress-associated genes, such as heme oxygenase 1 and Nrf2. A study by Zheng <italic>et al</italic> (<xref rid="b157-ijo-68-01-05819" ref-type="bibr">157</xref>) demonstrates high methyltransferase-like 3 expression levels in cisplatin-resistant iCCA cells compared with parental cells. This upregulation enhances m<sup>6</sup>A modifications, leading to the inhibition of ferroptosis and a resistance to cisplatin through the stabilization of Nrf2 mRNA and an increase in the Nrf2 protein expression levels. Additionally, overexpression of METTL16 in patients with CCA is associated with poor prognosis. Mechanistically, METTL16 increases the m<sup>6</sup>A modifications of activating transcription factor 4 (ATF4) mRNA, which increases the expression of ATF4 and subsequently results in the suppression of ferroptosis (<xref rid="b158-ijo-68-01-05819" ref-type="bibr">158</xref>).</p>
<p>At present, GPX4 is recognized as the only enzyme with the ability to directly reduce complex phospholipid hydroperoxide (<xref rid="b159-ijo-68-01-05819" ref-type="bibr">159</xref>). Therefore, GPX4, which is responsible for the efficient removal of phospholipid hydroperoxides, is critical for cell survival (<xref rid="b160-ijo-68-01-05819" ref-type="bibr">160</xref>). When GPX4 fails to effectively remove PLOOHs, there is an increase in LPO and ferroptosis (<xref rid="b57-ijo-68-01-05819" ref-type="bibr">57</xref>,<xref rid="b161-ijo-68-01-05819" ref-type="bibr">161</xref>). GPX4 is also one of the important adverse prognostic indicators in iCCA (<xref rid="b162-ijo-68-01-05819" ref-type="bibr">162</xref>). A study by Lei <italic>et al</italic> (<xref rid="b163-ijo-68-01-05819" ref-type="bibr">163</xref>) demonstrates that JUND enhances the transcription of linc00976, which promotes the development of CCA and prevents ferroptosis by regulating the miR-3202/GPX4 axis. F-box protein 31 (FBXO31) stimulates the ubiquitination process of GPX4 and consequently promotes the degradation of the GPX4 proteasome, which enhances the occurrence of ferroptosis. Additionally, FBXO31-upregulated cancer stem cell-like cells present enhanced sensitivity to cisplatin compared with control cells (<xref rid="b164-ijo-68-01-05819" ref-type="bibr">164</xref>). In addition, lncRNA paired box 8-antisense RNA 1 binds to p62 and activates Nrf2, which promotes GPX4 transcription and stabilizes GPX4 mRNA by interacting with insulin-like growth factor 2 mRNA binding protein 3. This inhibits ferroptosis and promotes resistance to gemcitabine and cisplatin. Treatment with JKE-1674 (1 <italic>&#x003BC;</italic>M), a GPX4 inhibitor, combined with gemcitabine (5 <italic>&#x003BC;</italic>M) and cisplatin (10 <italic>&#x003BC;</italic>M) exhibits an improved antitumor potential in preclinical models of both subcutaneous tumor and orthotopic mice models, compared with gemcitabine and cisplatin therapy (<xref rid="b165-ijo-68-01-05819" ref-type="bibr">165</xref>).</p>
<p>Previous studies reveal ACSL4 promotes ferroptosis by catalyzing the esterification of long-chain PUFAs into PUFA-CoA, which serve as substrates for LPO (<xref rid="b166-ijo-68-01-05819" ref-type="bibr">166</xref>,<xref rid="b167-ijo-68-01-05819" ref-type="bibr">167</xref>). Data from the Gene Expression Omnibus and The Cancer Genome Atlas databases demonstrates that there is a higher level of ACSL4 in CCA compared with normal adjacent tissues. Additionally, ACSL4 levels are associated with the prognosis of patients with CCA as well as the immune infiltration in CCA (<xref rid="b168-ijo-68-01-05819" ref-type="bibr">168</xref>). Targeting the ACSL4 pathway may be an anti-cancer approach. A study by Liao <italic>et al</italic> (<xref rid="b169-ijo-68-01-05819" ref-type="bibr">169</xref>) reveals that, via ACSL4-dependent lipid reprogramming, IFN&#x003B3; from cytotoxic T lymphocytes and AA from the TME induce tumor cell ferroptosis. Furthermore, cancer cells that derive from migration exhibit a higher ferroptosis sensitivity and PUFA lipid contents compared with primary-tumor-derived cells. This supports the possibility of targeting ferroptosis in the treatment of cancer (<xref rid="b170-ijo-68-01-05819" ref-type="bibr">170</xref>). Specific and targeted inhibitors of ACSL4 with anti-ferroptosis function such as AS-252424 have been screened and identified (<xref rid="b171-ijo-68-01-05819" ref-type="bibr">171</xref>). In GBC, sirtuin 3 has tumor suppressive effects through the induction of the expression of ACSL4 and AKT-dependent ferroptosis, and inhibition of the epithelial-mesenchymal transition (<xref rid="b172-ijo-68-01-05819" ref-type="bibr">172</xref>). Another member of the acyl-CoA synthetase long chain family, ACSL3, synthesizes MUFAs that suppress PUFAs peroxidation, which confers ferroptosis protection. Furthermore, ACSL3 is an unfavorable prognostic biomarker in patients with CCA and a mediator of ferroptosis resistance in CCA cells. Therefore, ACSL3 may be a potential therapeutic target (<xref rid="b173-ijo-68-01-05819" ref-type="bibr">173</xref>).</p>
<p>Furthermore, several other factors potentially regulate ferroptosis sensitivity. For example, circular (circ)forkhead box protein P1 and <italic>Homo sapiens</italic>_circ_0050900 affect ferroptosis by interacting with OTU domain-containing protein 4 and regulating SLC3A2, respectively (<xref rid="b174-ijo-68-01-05819" ref-type="bibr">174</xref>,<xref rid="b175-ijo-68-01-05819" ref-type="bibr">175</xref>). TFR modulates the ferroptosis sensitivity of cells by regulating intracellular iron levels. Additionally, TFR is also an adverse prognostic factor in patients with iCCA (<xref rid="b176-ijo-68-01-05819" ref-type="bibr">176</xref>). The regulatory importance of the E26 transformation-specific variant 4-ALY/REF export factor-pyruvate kinase M2 and Aldo-keto reductase family 1 member C1-cytochrome P450 family 1 subfamily B member 1-cAMP axes also warrant attention (<xref rid="b177-ijo-68-01-05819" ref-type="bibr">177</xref>,<xref rid="b178-ijo-68-01-05819" ref-type="bibr">178</xref>). Additionally, gut microbiotas inhibit ferroptosis in iCCA by altering glutamine metabolism through the regulation of the activin receptor-like kinase 5/NADPH oxidase 1 axis (<xref rid="b179-ijo-68-01-05819" ref-type="bibr">179</xref>).</p>
<p>Ferroptosis serves a role in the pathogenesis, progression and treatment resistance of BTC. Furthermore, accumulating evidence demonstrates that ferroptosis-associated indicators are notably associated with patient prognosis and represent potential prognostic biomarkers (<xref rid="tII-ijo-68-01-05819" ref-type="table">Table II</xref>). Techniques such as RNA sequencing and immunohistochemistry reveal elevated expression of ferroptosis-associated markers, including ACSL3/4, SLC7A11 and GPX4, in BTC tumor tissues compared with normal adjacent tissues, which is notably associated with poorer clinical outcomes (<xref rid="b168-ijo-68-01-05819" ref-type="bibr">168</xref>,<xref rid="b173-ijo-68-01-05819" ref-type="bibr">173</xref>,<xref rid="b176-ijo-68-01-05819" ref-type="bibr">176</xref>,<xref rid="b180-ijo-68-01-05819" ref-type="bibr">180</xref>-<xref rid="b183-ijo-68-01-05819" ref-type="bibr">183</xref>). By contrast, isocitrate dehydrogenase 1 (IDH1) mutations are associated with a more favorable prognosis in BTC (<xref rid="b183-ijo-68-01-05819" ref-type="bibr">183</xref>,<xref rid="b184-ijo-68-01-05819" ref-type="bibr">184</xref>). In addition, other key ferroptosis-associated markers, such as LPCAT3 and FSP1, are also associated with prognosis in various solid tumors including ovarian cancer and lung adenocarcinoma; however, their clinical validation in BTC requires further investigation (<xref rid="b185-ijo-68-01-05819" ref-type="bibr">185</xref>-<xref rid="b192-ijo-68-01-05819" ref-type="bibr">192</xref>). Taken together, these ferroptosis-associated indicators may serve as novel prognostic markers for BTC, potentially offering a new perspective for precise prognosis assessment and individualized treatment strategies. Furthermore, integrating these indicators to establish multi-parameter prognostic models may enhance the accuracy of existing BTC prognostic assessment systems.</p>
<p>In addition to conventional GPX4 inhibitors and system Xc<sup>&#x02212;</sup> inhibitors, numerous other compounds have the potential to induce and notably contribute to the ferroptosis process in BTC. A number of these compounds can function independently, while others require co-administration with traditional chemotherapies, inducers and technologies.</p>
<p>Erastin, an inducer of ferroptosis, specifically inhibits system Xc<sup>&#x02212;</sup> (<xref rid="b18-ijo-68-01-05819" ref-type="bibr">18</xref>). A study by Su <italic>et al</italic> (<xref rid="b193-ijo-68-01-05819" ref-type="bibr">193</xref>) demonstrates that IDH1 mutations suppress CCA progression through erastin-induced ferroptosis. Erastin-treated IDH1 mutation cells have increased numbers of propidium iodide-positive cells, increased levels of lipid ROS and decreased cell viability compared with that in erastin-treated wild type cells. However, IDH1 mutation-targeted inhibitors, such as ivosidenib (AG-120), demonstrates notable clinical efficacy in CCA and are, at present, incorporated into second-line therapy. Therefore, the feasibility of combining ferroptosis inducers with IDH1-targeted agents requires further investigation (<xref rid="b12-ijo-68-01-05819" ref-type="bibr">12</xref>,<xref rid="b194-ijo-68-01-05819" ref-type="bibr">194</xref>). Furthermore, erastin and lenvatinib combined with photodynamic therapy (PDT) can increase ROS levels and inhibit antioxidant systems intracellularly, thereby enhancing the induction of ferroptosis in CCA cells (<xref rid="b195-ijo-68-01-05819" ref-type="bibr">195</xref>).</p>
<p>Traditional Chinese medicine (TCM) is currently recognized as a viable complementary treatment in malignancies (<xref rid="b196-ijo-68-01-05819" ref-type="bibr">196</xref>). Accumulating evidence demonstrates that TCM can notably enhance the chemosensitivity of a patient, potentiate the antitumor efficacy of therapeutic agents and mitigate treatment-associated adverse effects in cancer management (<xref rid="b197-ijo-68-01-05819" ref-type="bibr">197</xref>,<xref rid="b198-ijo-68-01-05819" ref-type="bibr">198</xref>). Quercetin (QE), a flavonoid in flowers, stems and leaves of various plants, possesses the ability to impede the progression of breast and colon cancer by interrupting the cell cycle (<xref rid="b199-ijo-68-01-05819" ref-type="bibr">199</xref>,<xref rid="b200-ijo-68-01-05819" ref-type="bibr">200</xref>). Previous studies demonstrate that QE induces ferroptosis in iCCA cells by inhibiting the NF-&#x003BA;B signaling pathway, which inhibits iCCA cell invasion (<xref rid="b201-ijo-68-01-05819" ref-type="bibr">201</xref>,<xref rid="b202-ijo-68-01-05819" ref-type="bibr">202</xref>). Isoliquiritigenin (ISL), also known as 2',4',4-trihydroxychalcone, is also a type of flavonoid and is extracted from the root of the liquorice plant. ISL induces apoptosis and inhibits proliferation in tumors (<xref rid="b203-ijo-68-01-05819" ref-type="bibr">203</xref>,<xref rid="b204-ijo-68-01-05819" ref-type="bibr">204</xref>). A study by Wang <italic>et al</italic> (<xref rid="b205-ijo-68-01-05819" ref-type="bibr">205</xref>) reveals that ISL triggers ferroptosis in GBC by activating the p62-Kelch-like ECH-associated protein 1-Nrf2-haem oxygenase-1 (HMOX1) signaling pathway and reducing the expression of GPX4. Silencing HMOX1 or increasing GPX4 expression levels decreases the susceptibility of GBC cells to ISL-induced ferroptosis and enhances the survival of GBC cells (<xref rid="b205-ijo-68-01-05819" ref-type="bibr">205</xref>). Another naturally occurring triterpenoid compound named liquidambaric acid (LCD) also exhibits notable therapeutic potential. LCD can bind to and inhibit signal transducing adaptor molecule binding protein like 1, which stabilizes Nrf2 through de-ubiquitination, and notably enhances CCA cell proliferation and migration while impeding ferroptosis (<xref rid="b206-ijo-68-01-05819" ref-type="bibr">206</xref>). Wu-Mei-Wan, a long-utilized TCM formula, demonstrates potential efficacy as a second-line GBC therapy. It enhances gemcitabine chemosensitivity and induces ferroptosis through phosphorylated (p)-STAT3-mediated transcriptional regulation of ferroptosis-associated targets, downregulating GPX4, HIF-1&#x003B1; and FTH1, while upregulating ACSL4 (<xref rid="b207-ijo-68-01-05819" ref-type="bibr">207</xref>).</p>
<p>At present, chemoimmunotherapy is the first-line treatment option for BTC due to the durvalumab plus gemcitabine and cisplatin in advanced BTC and KEYNOTE-966 studies (<xref rid="b143-ijo-68-01-05819" ref-type="bibr">143</xref>,<xref rid="b144-ijo-68-01-05819" ref-type="bibr">144</xref>). A study by Zhu <italic>et al</italic> (<xref rid="b208-ijo-68-01-05819" ref-type="bibr">208</xref>) reveals that, in AKT-hyperactivated iCCA, the p-AKT-p-phosphoenolpyruvate carboxykinase 1 (PCK1)-p-lactate dehydrogenase A-SPRINGlac axis is a driver of ferroptosis resistance. This combines p-PCK1-mediated glycolytic activation and mevalonate flux reprogramming. However, simvastatin treatment effectively reverses this resistance, underscoring its therapeutic potential for improving the chemoimmunotherapy efficacy through ferroptosis sensitivity (<xref rid="b208-ijo-68-01-05819" ref-type="bibr">208</xref>).</p>
<p>In addition, metabolic products such as lithocholic acid (LCA) are reagents involved in inhibiting tumorigenesis. A study by Li <italic>et al</italic> (<xref rid="b209-ijo-68-01-05819" ref-type="bibr">209</xref>) reveals that LCA induces ferroptosis in GBC by suppressing glutaminase-mediated glutamine metabolism, which may be a tumor-suppressive mechanism with therapeutic potential.</p>
<p>PDT is a treatment modality that selectively destroys tumor tissue through the light activation of photosensitizers and release of ROS (<xref rid="b210-ijo-68-01-05819" ref-type="bibr">210</xref>). The tumor-selective destruction capacity of PDT minimizes damage to healthy tissues, which suggests it may be a potential antitumor therapeutic strategy (<xref rid="b211-ijo-68-01-05819" ref-type="bibr">211</xref>,<xref rid="b212-ijo-68-01-05819" ref-type="bibr">212</xref>). The first-generation photosensitizer-HiPorfin-mediated PDT promotes the apoptosis and ferroptosis of CCA cells through the activation of the p53/SLC7A11/GPX4 signaling pathway (<xref rid="b213-ijo-68-01-05819" ref-type="bibr">213</xref>). Furthermore, the second-generation photosensitizer-Hypericin-mediated PDT induces ferroptosis in CCA by inhibiting the AKT/mTORC1/GPX4 signaling pathway (<xref rid="b214-ijo-68-01-05819" ref-type="bibr">214</xref>). These findings provide possible insights into individualized precision therapy for CCA. Furthermore, combination strategies represent novel therapeutic paradigms for BTC. Surufatinib (SUR), a multi-targeted kinase inhibitor, has comparable clinical efficacy in patients with advanced CCA compared with regorafenib, which is one of the recommend regimens used for subsequent-line therapy of BTC (<xref rid="b12-ijo-68-01-05819" ref-type="bibr">12</xref>,<xref rid="b215-ijo-68-01-05819" ref-type="bibr">215</xref>). Mechanistically, both SUR and PDT induce ferroptosis through the upregulation of ACSL4 and suppression of GPX4, and their effect is synergistically enhanced during combination treatment (<xref rid="b215-ijo-68-01-05819" ref-type="bibr">215</xref>). In addition, an integrated nanotherapeutic platform known as CMArg@ Lip has been successfully developed for combined PDT and gas therapy. This platform encapsulates the photosensitizer, NO gas-generating agent and Nrf2 inhibitor with ROS-responsive liposomes, which enables it to effectively address the challenges of tumor hypoxia and the antioxidant microenvironment (<xref rid="b216-ijo-68-01-05819" ref-type="bibr">216</xref>).</p></sec>
<sec sec-type="other">
<label>6.</label>
<title>Conclusions and perspectives</title>
<p>Ferroptosis, an iron-dependent, LPO-driven form of RCD, is a research focus in BTC therapeutics. Accumulating evidence demonstrates marked vulnerability of BTC cells to ferroptosis, unveiling novel avenues for targeted treatment. Despite promising advances, challenges persist. While core ferroptosis pathways, such as the GPX4-GSH axis and system Xc<sup>&#x02212;</sup> regulation, are delineated, the integrated regulatory network, particularly crosstalk with metabolic reprogramming and TME interactions, is yet to be fully elucidated. At present, clinically applicable biomarkers for predicting ferroptosis sensitivity are lacking, which hampers patient stratification. Furthermore, current ferroptosis inducers, such as erastin analogs and RSL3 derivatives, have limitations in tumor specificity, systemic toxicity and pharmacokinetic profiles.</p>
<p>Future studies should prioritize the following: i) Systematic investigations of ferroptosis synergism with immune checkpoint inhibitors and molecular-targeted agents, using multiomics approaches to decipher resistance mechanisms; ii) development of integrated biomarker panels incorporating genetic, epigenetic and microenvironmental features for precision patient stratification; iii) therapeutic validation through physiologically relevant platforms, including patient derived organoids, orthotopic BTC models and humanized mouse systems simulating tumor-stroma crosstalk; and iv) engineering of tumor-targeted nano-formulations, such as the CMArg@Lip platform, to enhance the tumor-targeted delivery of ferroptosis inducers while mitigating off-target effects.</p>
<p>In summary, bridging mechanistic insights from laboratory studies with rationally designed clinical trials incorporating biomarker-driven enrollment may highlight ferroptosis modulation as a potnetial therapeutic paradigm for BTC.</p></sec></body>
<back>
<sec sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Not applicable.</p></sec>
<sec sec-type="other">
<title>Authors' contributions</title>
<p>RZ and YD contributed to literature searching and screening, manuscript drafting and revision of the manuscript. SY and HH contributed to the revision of the manuscript. FLi and FLiu contributed to the study design and revision of the manuscript. Data authentication is not applicable. All authors read and approved the final version of the manuscript.</p></sec>
<sec sec-type="other">
<title>Ethics approval and consent to participate</title>
<p>Not applicable.</p></sec>
<sec sec-type="other">
<title>Patient consent for publication</title>
<p>Not applicable.</p></sec>
<sec sec-type="COI-statement">
<title>Competing interests</title>
<p>The authors declare that they have no competing interests.</p></sec>
<ack>
<title>Acknowledgements</title>
<p>Not applicable.</p></ack>
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<floats-group>
<fig id="f1-ijo-68-01-05819" position="float">
<label>Figure 1</label>
<caption>
<p>Main molecular mechanisms of different types of cell death. Cell death includes unregulated cell death and RCD. (A) Necroptosis is a form of RCD that is dependent on the RIPK1/RIPK3/mixed lineage kinase domain like pseudokinase signaling pathway. It is characterized by cell swelling, plasma membrane rupture and the release of damage-associated molecular patterns. (B) Apoptosis is a non-inflammatory form of RCD initiated by perturbations of the extra- or intracellular microenvironment. It is characterized by cell shrinkage, chromatin condensation, apoptotic body formation and phagocytic clearance. (C) Pyroptosis is a form of RCD activated by inflammasomes and caspases, which is characterized by plasma membrane pore formation, cell lysis and the release of proinflammatory cytokines (such as IL-1&#x003B2; and IL-18). (D) Autophagy is a conserved cellular self-degradation process that maintains homeostasis by sequestering damaged organelles or misfolded proteins into autophagosomes, which then fuse with lysosomes for degradation. (E) Ferroptosis is an iron-dependent RCD induced by glutathione depletion and glutathione peroxidase 4 inactivation, which leads to excessive lipid peroxidation. It is characterized by lipid oxidative damage to the plasma membrane and cell swelling and is inhibited by iron chelators and lipophilic antioxidants. Compared with necroptosis, apoptosis, pyroptosis and autophagy, ferroptosis is a new type of RCD and presents distinct morphological, genetic and biochemical characteristics. RCD, regulated cell death; RIPK, receptor-interacting protein kinase.</p></caption>
<graphic xlink:href="ijo-68-01-05819-g00.tif"/></fig>
<fig id="f2-ijo-68-01-05819" position="float">
<label>Figure 2</label>
<caption>
<p>Antioxidant systems that suppress ferroptosis. Pathways of the antioxidant system include the SLC7A11-GSH-GPX4, FSP1-CoQ-NAD(P)H, GCH1-BH4, DHODH-CoQH<sub>2</sub> and MBOAT1/2-MUFA pathways. The SLC7A11-GSH-GPX4 axis transports cystine into cells via SLC7A11 (a component of system Xc<sup>&#x02212;</sup>) for GSH synthesis. Subsequently, GPX4 uses GSH to scavenge lipid peroxides, which serves as the core antioxidant defense axis for ferroptosis inhibition. In the FSP1-CoQ-NAD(P)H pathway, NAD(P)H serves as the energy source, FSP1 reduces CoQ to CoQH<sub>2</sub> and CoQH<sub>2</sub> directly binds lipid free radicals and inhibits lipid peroxidation. Therefore, the FSP1-CoQ-NAD(P)H pathway acts as a ferroptosis defense pathway independent of GSH. In the GCH1-BH4 system, GCH1 catalyzes the production of BH4, which reduces lipid peroxidation by stabilizing the lipid bilayer structure, chelating free iron or directly scavenging free radicals. Therefore, the GCH1-BH4 system exerts antioxidant and ferroptosis-inhibiting effects. In the DHODH-CoQH<sub>2</sub> system, DHODH participates in pyrimidine synthesis in mitochondria using CoQ as an electron acceptor, while reducing CoQ to CoQH<sub>2</sub>. Subsequently, CoQH<sub>2</sub> inhibits lipid peroxidation, forming a mitochondrial-level antioxidant defense mechanism. In the MBOAT1/2-MUFA system, MBOAT1/2 catalyzes the combination of MUFA with phospholipids to form MUFA-containing phospholipids, which can resist lipid peroxidation and enhance the cell anti-ferroptosis capabilities at the membrane structure level. SLC7A11, solute carrier family 7 member 11; System Xc<sup>&#x02212;</sup>, cystine/glutamate antiporter; GSH, glutathione; GPX4, glutathione peroxidase 4; FSP1, ferroptosis inhibitory protein 1; CoQ, ubiquinone; GCH1, GTP cyclic hydrolase 1; BH4, tetrahydrobiopterin; DHODH, dihydroorotate dehydrogenase; CoQH<sub>2</sub>, ubiquinol; MBOAT1/2, membrane-bound O-acyltransferase domain-containing 1/2; TXNRD1, thioredoxin reductase 1; ER, estrogen receptor; AR, androgen receptor; FOXA1, forkhead box protein A1; GS, glutathione synthetase; GSR, glutathione reductase; GSSG, glutathione disulfide; &#x003B3;-GCS, &#x003B3;-glutamylcysteine synthetase; MUFA, monounsaturated fatty acid.</p></caption>
<graphic xlink:href="ijo-68-01-05819-g01.tif"/></fig>
<fig id="f3-ijo-68-01-05819" position="float">
<label>Figure 3</label>
<caption>
<p>Main regulatory network of ferroptosis in BTC. Multiple molecules including system Xc<sup>&#x02212;</sup> and GPX4, as well as signaling pathways involving p53, Nrf2 and NF-&#x003BA;B, are involved in the processes of ferroptosis induction and inhibition. Substances such as isoliquiritigenin, quercetin and lithocholic acid influence ferroptosis-related processes. These regulatory mechanisms control lipid peroxidation and ferroptosis in BTC. BTC, biliary tract cancer; SHARPIN, shank-associated RH domain interacting protein; SLC7A11, solute carrier family 7 member 11; GPX4, glutathione peroxidase 4; HSDL2, hydroxysteroid dehydrogenase-like 2; DNMT1, DNA methyltransferase 1; ING1, inhibitor of growth 1; ACSL4, acyl-CoA synthetase long-chain family member 4; ACSL3, acyl-CoA synthetase long-chain family member 3; LPCAT3, lysophosphatidylcholine acyltransferase 3; MUFA, monounsaturated fatty acid; IDH1, isocitrate dehydrogenase 1; FBXO31, F-box protein 31; GOLPH3, golgi phosphoprotein 3; METTL16, methyltransferase-like protein 16; ATF4, activating transcription factor 4; m<sup>6</sup>A, N6-methyladenosine; STAMBPL1, signal transducing adaptor molecule binding protein like 1; Nrf2, nuclear factor erythroid 2-related factor 2; Keap1, Kelch-like ECH-associated protein 1; METTL3, methyltransferase like 3; TIGAR, TP53-induced glycolysis and apoptosis regulator; TFR, transferrin receptor; SLC3A2, solute carrier family 3 member 2; ETV4, E26 transformation-specific variant 4; ALYREF, Aly/REF nuclear export factor; OTUD4, OTU domain-containing protein 4; NCOA4, nuclear receptor coactivator 4; PAX8-AS1, paired box 8-antisense RNA 1; CYP1B1, cytochrome P450 family 1 subfamily B member 1; GS, glutathione synthetase; GSSG, glutathione disulfide, GLS, glutaminase; GSH, glutathione; RUNX3, runt-related transcription factor 3; TFAP2A, transcription factor activating enhancer-binding protein 2 &#x003B1;; HMOX1, haem oxygenase-1; SIRT3, sirtuin 3; STAT3, signal transducer and activator of transcription 3; PDT, photodynamic therapy; Ub, ubiquitin.</p></caption>
<graphic xlink:href="ijo-68-01-05819-g02.tif"/></fig>
<table-wrap id="tI-ijo-68-01-05819" position="float">
<label>Table I</label>
<caption>
<p>Targeting ferroptosis in biliary tract cancer.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="bottom" align="left">Tumor type</th>
<th valign="bottom" align="center">Agent</th>
<th valign="bottom" align="center">Target</th>
<th valign="bottom" align="center">Mechanism</th>
<th valign="bottom" align="center">Characteristics</th>
<th valign="bottom" align="center">(Refs.)</th></tr></thead>
<tbody>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">SHARPIN</td>
<td valign="top" align="left">Regulates P53/SLC7A11/GPX4 signaling.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b149-ijo-68-01-05819" ref-type="bibr">149</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">HSDL2 (knockdown)</td>
<td valign="top" align="left">Inhibits P53 pathway and upregulates SLC7A11.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b150-ijo-68-01-05819" ref-type="bibr">150</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">JUND/linc00976</td>
<td valign="top" align="left">Regulates miR-3202/GPX4 axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b163-ijo-68-01-05819" ref-type="bibr">163</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="left">AS-252424</td>
<td valign="top" align="left">ACSL4</td>
<td valign="top" align="left">Regulates immune microenvironment and metabolism.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b168-ijo-68-01-05819" ref-type="bibr">168</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">ACSL3</td>
<td valign="top" align="left">Regulates the levels of MUFAs.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b173-ijo-68-01-05819" ref-type="bibr">173</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">IDH1</td>
<td valign="top" align="left">Sensitizes cells to erastin-induced ferroptosis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b193-ijo-68-01-05819" ref-type="bibr">193</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">FBXO31</td>
<td valign="top" align="left">Facilitates the proteasomal degradation of GPX4 and sensitizes cancer stem cells-like cells to cisplatin.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b164-ijo-68-01-05819" ref-type="bibr">164</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">GOLPH3</td>
<td valign="top" align="left">Facilitates the expression of SLC7A11.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b152-ijo-68-01-05819" ref-type="bibr">152</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">METTL16</td>
<td valign="top" align="left">Promotes the expression of ATF4 via m<sup>6</sup>A modification.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b158-ijo-68-01-05819" ref-type="bibr">158</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="left">Liquidambaric acid</td>
<td valign="top" align="left">STAMBPL1</td>
<td valign="top" align="left">Liquidambaric acid binds to STAMBPL1, which inhibits Nrf2 de-ubiquitination.</td>
<td valign="top" align="center">Triterpenoid compound</td>
<td valign="top" align="center">(<xref rid="b206-ijo-68-01-05819" ref-type="bibr">206</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="left">HiPorfin</td>
<td valign="top" align="left">P53</td>
<td valign="top" align="left">HiPorfin activates the P53/SLC7A11/GPX4 axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b213-ijo-68-01-05819" ref-type="bibr">213</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA</td>
<td valign="top" align="left">Hypericin</td>
<td valign="top" align="left">AKT/mTORC1</td>
<td valign="top" align="left">Hypericin inhibits the AKT/mTORC1/GPX4 axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b214-ijo-68-01-05819" ref-type="bibr">214</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="left">Quercetin</td>
<td valign="top" align="left">NF-&#x003BA;B</td>
<td valign="top" align="left">Quercetin inhibits the NF-&#x003BA;B pathway.</td>
<td valign="top" align="center">Flavonoid</td>
<td valign="top" align="center">(<xref rid="b201-ijo-68-01-05819" ref-type="bibr">201</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="left">Simvastatin</td>
<td valign="top" align="left">AKT</td>
<td valign="top" align="left">Simvastatin inhibits the pPCK1-pLDHA-SPRINGlac axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b208-ijo-68-01-05819" ref-type="bibr">208</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">METTL3</td>
<td valign="top" align="left">Promotes the expression of Nrf2 via m<sup>6</sup>A modification.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b157-ijo-68-01-05819" ref-type="bibr">157</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">TIGAR (knockdown)</td>
<td valign="top" align="left">Decreases the expression of GPX4 and elevates the levels of ROS and lipid peroxidation.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b153-ijo-68-01-05819" ref-type="bibr">153</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">TFR</td>
<td valign="top" align="left">Regulates the intracellular iron levels.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b176-ijo-68-01-05819" ref-type="bibr">176</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">Hsa_circ_0050900 (knockdown)</td>
<td valign="top" align="left">Inhibits the expression of SLC3A2 by sponging hsa-miR-605-3p.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b175-ijo-68-01-05819" ref-type="bibr">175</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">ETV4/ALYREF</td>
<td valign="top" align="left">Facilitates glycolytic metabolism and regulates PKM2 transcription and stabilization.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b177-ijo-68-01-05819" ref-type="bibr">177</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">CircFOXP1 (encoding circFOXP1-231aa)</td>
<td valign="top" align="left">Interacts with OTUD4 and regulates the protein stability of NCOA4.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b174-ijo-68-01-05819" ref-type="bibr">174</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (iCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">PAX8-AS1</td>
<td valign="top" align="left">Mediates the PAX8-AS1/GPX4 axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b165-ijo-68-01-05819" ref-type="bibr">165</xref>)</td></tr>
<tr>
<td valign="top" align="left">CCA (dCCA)</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">AKR1C1</td>
<td valign="top" align="left">Downregulates CYP1B1 mRNA levels and the cAMP-PKA signaling pathway.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b178-ijo-68-01-05819" ref-type="bibr">178</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="left">Lithocholic acid</td>
<td valign="top" align="left">GLS</td>
<td valign="top" align="left">Lithocholic acid promotes glutaminase-mediated glutamine metabolism.</td>
<td valign="top" align="center">Bile acids</td>
<td valign="top" align="center">(<xref rid="b209-ijo-68-01-05819" ref-type="bibr">209</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">RUNX3</td>
<td valign="top" align="left">Activates the p53/SLC7A11 signaling pathway.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b151-ijo-68-01-05819" ref-type="bibr">151</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">TFAP2A</td>
<td valign="top" align="left">TFAP2A knockdown suppresses the Nrf2 signaling axis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b156-ijo-68-01-05819" ref-type="bibr">156</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="left">Isoliquiritigenin</td>
<td valign="top" align="left">HMOX1/GPX4</td>
<td valign="top" align="left">Activates the p62-Keap1-Nrf2-HMOX1 signaling pathway and downregulates GPX4 expression levels.</td>
<td valign="top" align="center">Flavonoid</td>
<td valign="top" align="center">(<xref rid="b205-ijo-68-01-05819" ref-type="bibr">205</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="center">-</td>
<td valign="top" align="left">SIRT3</td>
<td valign="top" align="left">Inhibits AKT-dependent mitochondrial metabolism.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">(<xref rid="b172-ijo-68-01-05819" ref-type="bibr">172</xref>)</td></tr>
<tr>
<td valign="top" align="left">GBC</td>
<td valign="top" align="left">Wu-Mei-Wan</td>
<td valign="top" align="left">STAT3</td>
<td valign="top" align="left">Downregulates the expression of STAT3 and enhances the sensitivity of GBC cells to gemcitabine.</td>
<td valign="top" align="center">TCM formulation</td>
<td valign="top" align="center">(<xref rid="b207-ijo-68-01-05819" ref-type="bibr">207</xref>)</td></tr></tbody></table>
<table-wrap-foot>
<fn id="tfn1-ijo-68-01-05819">
<p>BTC, biliary tract cancer; GBC, gallbladder cancer; CCA, cholangiocarcinoma; iCCA, intrahepatic cholangiocarcinoma; dCCA, distal cholangiocarcinoma; SHARPIN, shank-associated RH domain interacting protein; SLC7A11, solute carrier family 7 member 11; GPX4, glutathione peroxidase 4; HSDL2, hydroxysteroid dehydrogenase-like 2; ACSL4, acyl-CoA synthetase long-chain family member 4; ACSL3, acyl-CoA synthetase long-chain family member 3; MUFA, monounsaturated fatty acid; IDH1, isocitrate dehydrogenase 1; FBXO31, F-box protein 31; GOLPH3, golgi phosphoprotein 3; METTL16, methyltransferase-like protein 16; ATF4, activating transcription factor 4; m<sup>6</sup>A, N6-methyladenosine; STAMBPL1, signal transducing adaptor molecule binding protein like 1; Nrf2, nuclear factor erythroid 2-related factor 2; METTL3, methyltransferase like 3; TIGAR, TP53-induced glycolysis and apoptosis regulator; ROS, reactive oxygen species; TFR, transferrin receptor; SLC3A2, solute carrier family 3 member 2; ETV4, E26 transformation-specific variant 4; ALYREF, Aly/REF nuclear export factor; OTUD4, OTU domain-containing protein 4; NCOA4, nuclear receptor coactivator 4; PAX8-AS1, paired box 8-antisense RNA 1; CYP1B1, cytochrome P450 family 1 subfamily B member 1; GLS, glutaminase; RUNX3, runt-related transcription factor 3; TFAP2A, transcription factor activating enhancer-binding protein 2 &#x003B1;; HMOX1, haem oxygenase-1; SIRT3, sirtuin 3; TCM, traditional Chinese medicine.</p></fn></table-wrap-foot></table-wrap>
<table-wrap id="tII-ijo-68-01-05819" position="float">
<label>Table II</label>
<caption>
<p>Ferroptosis-associated biomarkers in BTC.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="bottom" align="left">Biomarker</th>
<th valign="bottom" align="center">Tumor type</th>
<th valign="bottom" align="center">Clinical validation in BTC</th>
<th valign="bottom" align="center">Validation method</th>
<th valign="bottom" align="center">Expression level in tumor</th>
<th valign="bottom" align="center">Prognostic association</th>
<th valign="bottom" align="center">(Refs.)</th></tr></thead>
<tbody>
<tr>
<td valign="top" align="left">ACSL3</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">RNA-sequencing and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b173-ijo-68-01-05819" ref-type="bibr">173</xref>)</td></tr>
<tr>
<td valign="top" align="left">ACSL4</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b168-ijo-68-01-05819" ref-type="bibr">168</xref>)</td></tr>
<tr>
<td valign="top" align="left">SLC7A11</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b180-ijo-68-01-05819" ref-type="bibr">180</xref>)</td></tr>
<tr>
<td valign="top" align="left">CHAC1</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b180-ijo-68-01-05819" ref-type="bibr">180</xref>)</td></tr>
<tr>
<td valign="top" align="left">GPX4</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b183-ijo-68-01-05819" ref-type="bibr">183</xref>)</td></tr>
<tr>
<td valign="top" align="left">ACC</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b181-ijo-68-01-05819" ref-type="bibr">181</xref>)</td></tr>
<tr>
<td valign="top" align="left">TFR1</td>
<td valign="top" align="left">CCA</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b176-ijo-68-01-05819" ref-type="bibr">176</xref>)</td></tr>
<tr>
<td valign="top" align="left">Nrf2</td>
<td valign="top" align="left">GBC</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b182-ijo-68-01-05819" ref-type="bibr">182</xref>)</td></tr>
<tr>
<td valign="top" align="left">IDH1</td>
<td valign="top" align="left">BTC</td>
<td valign="top" align="center">Yes</td>
<td valign="top" align="left">PCR and survival analysis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">Well</td>
<td valign="top" align="center">(<xref rid="b184-ijo-68-01-05819" ref-type="bibr">184</xref>)</td></tr>
<tr>
<td valign="top" align="left">DHODH</td>
<td valign="top" align="left">Esophageal cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b185-ijo-68-01-05819" ref-type="bibr">185</xref>)</td></tr>
<tr>
<td valign="top" align="left">STARD7</td>
<td valign="top" align="left">Hepatocellular carcinoma</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">RNA-sequencing and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b186-ijo-68-01-05819" ref-type="bibr">186</xref>)</td></tr>
<tr>
<td valign="top" align="left">GCL</td>
<td valign="top" align="left">Hepatocellular carcinoma</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b187-ijo-68-01-05819" ref-type="bibr">187</xref>)</td></tr>
<tr>
<td valign="top" align="left">ATF4</td>
<td valign="top" align="left">Gastric cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b188-ijo-68-01-05819" ref-type="bibr">188</xref>)</td></tr>
<tr>
<td valign="top" align="left">SCD1</td>
<td valign="top" align="left">Breast cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b189-ijo-68-01-05819" ref-type="bibr">189</xref>)</td></tr>
<tr>
<td valign="top" align="left">GCH1</td>
<td valign="top" align="left">Breast cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">RNA-sequencing and survival analysis.</td>
<td valign="top" align="center">High</td>
<td valign="top" align="center">Poor</td>
<td valign="top" align="center">(<xref rid="b190-ijo-68-01-05819" ref-type="bibr">190</xref>)</td></tr>
<tr>
<td valign="top" align="left">LPCAT3</td>
<td valign="top" align="left">Ovarian cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">Well</td>
<td valign="top" align="center">(<xref rid="b191-ijo-68-01-05819" ref-type="bibr">191</xref>)</td></tr>
<tr>
<td valign="top" align="left">FSP1</td>
<td valign="top" align="left">Lung cancer</td>
<td valign="top" align="center">No</td>
<td valign="top" align="left">IHC and survival analysis.</td>
<td valign="top" align="center">-</td>
<td valign="top" align="center">Well</td>
<td valign="top" align="center">(<xref rid="b192-ijo-68-01-05819" ref-type="bibr">192</xref>)</td></tr></tbody></table>
<table-wrap-foot>
<fn id="tfn2-ijo-68-01-05819">
<p>BTC, biliary tract cancer; CCA, cholangiocarcinoma; GBC, gallbladder cancer; IHC, immunohistochemistry; ACSL3, acyl-CoA synthetase long-chain family member 3; ACSL4, acyl-CoA synthetase long-chain family member 4; TFR, transferrin receptor; SLC7A11, solute carrier family 7 member 11; CHAC1, glutathione-specific &#x003B3;-glutamylcyclotransferase1; GPX4, glutathione peroxidase 4; ACC, acetyl-CoA carboxylase; IDH1, isocitrate dehydrogenase 1; Nrf2, nuclear factor erythroid 2-related factor 2; LPCAT3, lysophosphatidylcholine acyltransferase 3; SCD1, stearoyl-CoA desaturase 1; GCH1, GTP cyclic hydrolase 1; DHODH, dihydroorotate dehydrogenase; STARD7, steroidogenic acute regulatory protein-related lipid transfer domain containing 7; FSP1, ferroptosis inhibitory protein 1; GCL, glutamate cysteine ligase; ATF4, activating transcription factor 4.</p></fn></table-wrap-foot></table-wrap></floats-group></article>
