Efficacy of radiotherapy in pembrolizumab-resistant microsatellite instability–high prostate cancer: a two-case series

Efficacy of radiotherapy in pembrolizumab-resistant microsatellite instability–high prostate cancer: a two-case series | Research Square window.SnipcartSettings = { analytics: { enabled: false } }; (function() { var accessVector = localStorage.getItem('access_vector') || ''; window.dataLayer = window.dataLayer || []; if (accessVector) { window.dataLayer.push({ user: { profile: { profileInfo: { snid: accessVector } } } }); } })(); (function(w,d,s,l,i){w[l]=w[l]||[];w[l].push({'gtm.start':new Date().getTime(),event:'gtm.js'});var f=d.getElementsByTagName(s)[0],j=d.createElement(s),dl=l!='dataLayer'?'&l='+l:'';j.async=true;j.src='https://www.googletagmanager.com/gtm.js?id='+i+dl;f.parentNode.insertBefore(j,f);})(window,document,'script','dataLayer','GTM-K279D39R'); Browse Preprints In Review Journals COVID-19 Preprints AJE Video Bytes Research Tools Research Promotion AJE Professional Editing AJE Rubriq About Preprint Platform In Review Editorial Policies Our Team Advisory Board Help Center Sign In Submit a Preprint Cite Share Download PDF Case Report Efficacy of radiotherapy in pembrolizumab-resistant microsatellite instability–high prostate cancer: a two-case series Shinnosuke Fujiwara, Takeo Kosaka, Kohei Nakamura, Hiroyuki Karasawa, and 4 more This is a preprint; it has not been peer reviewed by a journal. https://doi.org/ 10.21203/rs.3.rs-8691261/v1 This work is licensed under a CC BY 4.0 License Status: Under Review Version 1 posted 7 You are reading this latest preprint version Abstract Background Microsatellite instability-high (MSI-H) prostate cancer (PCa) is a rare molecular subtype characterized by aggressive behavior and resistance to conventional therapies. Pembrolizumab, a PD-1 inhibitor, has demonstrated substantial clinical efficacy in MSI-H PCa; however, optimal therapeutic strategies for patients who experience disease progression on pembrolizumab remain undefined. Case presentation: We describe two patients with MSI-H PCa who exhibited disease progression during pembrolizumab treatment. Both patients initially presented with gross hematuria and large prostate tumors invading the bladder. They demonstrated resistance to androgen deprivation therapy, androgen receptor signal inhibitors, and chemotherapy. Comprehensive genome profiling revealed MSH2 and MSH6 homozygous deletion in both cases, confirming MSI-H status. Despite pembrolizumab initiation, their disease progressed, and subsequent systemic therapies showed no effect. Owing to persistent gross hematuria and progressive local invasion, both patients finally required urinary diversion procedures. Following surgery, radiotherapy was administered to the tumor, resulting in rapid decrease of PSA and marked radiographic tumor regression. At the latest follow-up, both patients maintained durable disease control for 10 and 8 months after radiotherapy, respectively, without evidence of recurrence. Conclusions Although pembrolizumab has been reported to achieve deep and durable responses in some patients with MSI-H PCa, others experience disease progression and require multimodal management. These cases suggest that radiotherapy may play a critical therapeutic role in pembrolizumab-resistant MSI-H PCa. microsatellite instability mismatch repair deficiency immune checkpoint inhibitor radiotherapy case report Figures Figure 1 Figure 2 Figure 3 Background Microsatellite instability-high (MSI-H) prostate cancer (PCa) accounts for approximately 3% of all PCa cases worldwide [ 1 , 2 ]. Given the high incidence of PCa in developed countries, this represents a substantial patient population. MSI-H PCa is often characterized by aggressive clinical behavior and is frequently resistant to conventional therapeutic approaches, posing major challenges in its clinical management. Pembrolizumab, a PD-1 inhibitor, has demonstrated clinical efficacy in MSI-H or deficient mismatch repair (dMMR) solid tumors, regardless of tumor origin, with response rates of approximately 50% [ 3 ]. Similar response patterns have been observed in MSI-H PCa, where nearly half of patients experience durable and deep tumor regression [ 2 , 4 , 5 ]. These findings underscore the therapeutic potential of pembrolizumab and the importance of early identification of MSI-H/dMMR status. Although several case reports and small case series of MSI-H PCa treated with pembrolizumab have been published, optimal therapeutic strategies and treatment sequencing remain undefined, particularly for patients who experience disease progression on pembrolizumab. Here, we report two cases of pembrolizumab-resistant MSI-H PCa in which radiotherapy, with or without surgery, achieved marked and durable tumor control. These cases highlight a potential role for local treatment in patients with MSI-H PCa following immunotherapy resistance. Case presentation Case 1 A 70-year-old man presented with gross hematuria persisting for over 1 year. His initial prostate-specific antigen (PSA) level was 11.0 ng/mL. Magnetic resonance imaging (MRI) showed a prostate tumor invading the bladder neck and seminal vesicles (Fig. 1 A), and Computed tomography (CT) revealed two enlarged left internal iliac lymph nodes. Prostate biopsy confirmed adenocarcinoma with a Gleason score of 5 + 5 (Fig. 2 A). At the time of referral, his PSA was 15.271 ng/mL. Persistent hematuria and urinary retention prompted transurethral resection of the prostate cancer (TUR-PC) and cystostomy. Whole-body MRI confirmed cT4N1M0 disease. Androgen deprivation therapy (ADT) was initiated, lowering PSA to 4.602 ng/mL; however, subsequent carboplatin–etoposide chemotherapy resulted in PSA progression to 6.214 ng/mL after four cycles. Comprehensive genomic profiling (CGP) using the NCC Oncopanel revealed a high tumor mutation burden (TMB) (93 muts/Mb) and MSI-H (Table.1). It detected a MSH2/MSH6 homozygous deletion and PMS2 frameshift mutation. Immunohistochemistry (IHC) showed MSH2/MSH6 loss (Fig. 3 ). Pembrolizumab was initiated 5 months after the initial diagnosis. After two cycles, PSA decreased to 4.552 ng/mL, but increased to 5.239 ng/mL after five cycles. MRI revealed local progression with tumor invading the bladder, left ureter, anterior rectal wall, and left obturator muscle. Pembrolizumab was discontinued after six cycles. Docetaxel and subsequent cabazitaxel were administered; however, PSA increased to 13.564 ng/mL, and frequent blood transfusions were required for uncontrollable hematuria. Thirteen months after diagnosis, he underwent cystoprostatectomy with bilateral cutaneous ureterostomy for local disease control and hemostasis. Pathological examination revealed adenocarcinoma, pT4 (bladder), with a positive surgical margin. His PSA decreased to 2.057 ng/mL post-surgery. Three months later, PSA increased to 5.390 ng/mL, and MRI revealed local recurrence at the anterior rectal wall. Intensity-modulated radiotherapy (60 Gy in 20 fractions) was administered, resulting in marked tumor shrinkage and PSA decline to 0.071 ng/mL. Pembrolizumab was reintroduced after radiotherapy. Six months after surgery, CT showed further tumor regression, and PSA became undetectable. Ten months postoperatively, PSA remained undetectable and he received 12 cycles of pembrolizumab (pre- and post-operatively). Case 2 A 70-year-old man presented to another hospital with gross hematuria. His initial PSA level was 58 ng/mL, and MRI revealed a prostate tumor protruding into the bladder neck (Fig. 1 B). CT revealed multiple pelvic and para-aortic lymph node metastases. Prostate biopsy showed adenocarcinoma with neuroendocrine differentiation, with a Gleason score of 5 + 5 = 10 (Fig. 2 B). Bone scintigraphy detected no bone metastases, and the clinical stage was cT4N1M1a. He was referred to our hospital for further treatment. He subsequently developed urinary retention with gross hematuria and underwent TUR-PC and cystostomy. The pathological findings demonstrated adenocarcinoma with neuroendocrine differentiation (Gleason score of 5 + 5 = 10). He received ADT and darolutamide, reducing PSA to 2.277 ng/mL. However, 5 months later, MRI showed local progression and new pelvic lymph node metastases. Darolutamide was discontinued, and CGP using the FoundationOne® CDx test revealed a high TMB (74.8 muts/Mb) and MSI-H (Table.1). CGP identified an MSH2/MSH6 homozygous deletion, a PMS2 nonsense mutation, and a BRCA2 frameshift mutation. IHC showed loss of MSH2/MSH6 (Fig. 3 ). Pembrolizumab was initiated 6 months after the initial diagnosis. PSA decreased from 6.538 ng/mL to 4.934 ng/mL after first cycle, but increased to 18.543 ng/mL after four cycles. MRI showed progression of the primary tumor with rectal invasion. Pembrolizumab was discontinued, and carboplatin plus etoposide were initiated; however, the disease progressed after four cycles. He subsequently received enzalutamide, but PSA increased to 107.0 ng/mL, and finally, ureterocutaneostomy and colostomy were performed because of persistent gross hematuria and rectal invasion. After surgery he received volumetric modulated arc therapy (62 Gy in 20 fractions) to the primary tumor and pelvic lymph node region. Subsequently, his PSA declined rapidly to 23.50 ng/mL. Three months after radiotherapy, MRI showed dramatic regression of the primary tumor, and his PSA decreased to 2.860 ng/mL. At the latest follow-up, the patient continued to received enzalutamide, and further tumor regression was observed 8 months after radiotherapy. Discussion MSI-H PCa is a rare molecular subgroup of PCa, but its detection has important therapeutic implications. Although several case series and case reports have described durable responses to pembrolizumab in MSI-H PCa, optimal subsequent therapy for tumors that progress on pembrolizumab remains undefined and is only sparsely reported. Here, we describe two cases of MSI-H PCa that progressed on pembrolizumab and achieved durable tumor control with radiotherapy, with or without primary tumor resection. Both patients presented with Gleason pattern 5 and atypical local invasiveness which finally required urinary diversion. They were resistant to conventional PCa therapies including ADT, androgen receptor signal inhibitors, and chemotherapy. These aggressive clinical features were similar to previous reports and underscore the therapeutic challenges associated with MSI-H PCa [ 6 – 8 ]. Although the response rate to pembrolizumab in MSI-H PCa is reported to be approximately 50%, predictive factors for response remain poorly defined. In other malignancies, higher TMB correlates with improved response to immune checkpoint inhibitors (ICIs) [ 9 – 11 ]. TMB reflects the abundance of tumor-derived neoantigens, which can theoretically enhance immune recognition. However, the thresholds of TMB for predicting the response to ICIs remain unclear, and its distribution differs across cancer types. In our series, both patients paradoxically had higher TMB (74.83 and 96 muts/Mb, respectively) than those reported in the prior case series (median: 41 muts/Mb) [ 12 ]. This suggests that TMB alone may not adequately explain ICIs responsiveness. Additional factors, such as the host response to tumor-specific neoantigens, likely modulate therapeutic efficacy [ 13 ]. Another study suggested that excessively high TMB may increase intratumoral heterogeneity, generating subclonal mutations that impair clonal immune recognition [ 14 ]. Thus, more comprehensive analyses are needed to identify reliable biomarkers for predicting pembrolizumab response in MSI-H/dMMR tumors. Radiotherapy played an important role in both cases. Although reports of radiotherapy in MSI-H PCa are limited, Han described tumor regression with concomitant external beam radiotherapy (51.2 Gy, fraction unspecified) and pembrolizumab [ 15 ], and Alusio reported long-term control of bladder- and rectal-invasive MSI-H PCa with palliative pelvic radiotherapy (30 Gy in ten fractions) alone [ 16 ]. Despite differences in radiotherapy techniques, doses, and preceding systemic therapies, both prior reports and our cases demonstrated substantial tumor shrinkage in MSI-H PCa. This may suggest a potential clinical characteristic of this subtype and may have implications for treatment strategies. In colorectal cancer, the MSI-H subtype has demonstrated greater sensitivity to RT than microsatellite-stable tumors [ 17 , 18 ]. DNA MMR proteins may influence and/or be directly involved in the DNA damage response (DDR) following radiation-induced DNA double-strand breaks. In particular, MLH1 and MSH2 are central to multiple steps of the DDR to ionizing radiation, including damage sensing and promoting crucial G2/M cell-cycle checkpoint activation [ 18 , 19 ]. Their deficiency, which characterizes MSI-H cancers, may therefore indicate sensitivity to radiotherapy. In our series, both patients exhibited MSH2 loss and showed marked response to RT, consistent with this hypothesis. In our series, MSI-H/dMMR was detected in tumor tissue at initial diagnosis in both patients, suggesting that dMMR represents a truncal genomic alteration present from early tumorigenesis rather than a later-acquired mutation. This observation is consistent with prior reports indicating that MSI-H PCa is typically a dMMR at diagnosis rather than developing through treatment pressure [ 2 , 20 ]. Although pembrolizumab is not a standard therapy for unselected PCa, early identification of MSI-H/dMMR status may allow timely initiation of immune checkpoint blockade, potentially leading to durable responses and complete remission. Notably, Gleason pattern 5 tumors may be enriched in MSI-H status [ 21 ]. Given that it may uncover eligibility for ICIs—a therapeutic option typically unavailable for standard PCa—early molecular testing (CGP or MMR IHC) is warranted for tumors exhibiting Gleason pattern 5 and atypical local invasiveness, based on reported cases and our experience. Conclusion MSI-H PCa exhibits aggressive clinical behavior and is often resistant to conventional treatment. Pembrolizumab have been reported to produce durable and deep responses in some patients, whereas others required multimodal therapy to achieve disease control, underscoring both the therapeutic potential and heterogeneity of outcomes in this molecular subtype. RT may play an important role in the management of pembrolizumab-resistant MSI-H PCa; although, further large-scale, prospective studies are needed to determine the optimal radiation dose and timing, and to clarify whether its combination with pembrolizumab confers additional benefit. Abbreviations MSI-H, Microsatellite instability-high PCa, Prostate cancer dMMR, Deficient mismatch repair PSA, Prostate-specific antigen MRI, Magnetic resonance imaging CT, Computed tomography TUR-PC, Transurethral resection of the prostate cancer ADT, Androgen deprivation therapy CGP, Comprehensive genomic profiling TMB, Tumor mutation burden IHC, Immunohistochemistry ICI, Immune checkpoint inhibitor DDR, DNA damage response Declarations Ethics approval and consent to participate This study was approved by the Ethics Review Board of Keio University Hospital, and all patients provided written informed consent. Consent for publication Written informed consent for publication has been obtained from all patients regarding personal or clinical details and any identifying images to be published in this study. Availability of data and materials The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request. Competing interests This study did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. All authors had no conflict of interests. Funding None declared. Authors’ contributions Conception and design of the study: SF, TK, KN and MO. Drafting the manuscript and figures: SF, TK and YB. Collecting data: SF, KN, HK and YB. Performing pathological analysis: SF, TK and TT. Analysis of the genome sequencing: TK, KN and HN. All authors read and approved the final manuscript. Acknowledgements The authors would like to thank the patients and their families for participating in this study, as well as all colleagues who supported this study. References Robinson D, Van Allen EM, Wu YM, Schultz N, Lonigro RJ, Mosquera JM, et al. Integrative clinical genomics of advanced prostate cancer. Cell. 2015;161:1215–28. https://doi.org/10.1016/j.cell.2015.05.001 . Abida W, Cheng ML, Armenia J, Middha S, Autio KA, Vargas HA, et al. Analysis of the Prevalence of Microsatellite Instability in Prostate Cancer and Response to Immune Checkpoint Blockade. JAMA Oncol. 2019;5:471–8. https://doi.org/10.1001/jamaoncol.2018.5801 . Le DT, Durham JN, Smith KN, Wang H, Bartlett BR, Aulakh LK et al. Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade. Science (1979). 2017;357:409–13. https://doi.org/10.1126/science.aan6733 Graham LS, Montgomery B, Cheng HH, Yu EY, Nelson PS, Pritchard C, et al. Mismatch repair deficiency in metastatic prostate cancer: Response to PD-1 blockade and standard therapies. PLoS ONE. 2020;15:e0233260. https://doi.org/10.1371/journal.pone.0233260 . Barata P, Agarwal N, Nussenzveig R, Gerendash B, Jaeger E, Hatton W, et al. Clinical activity of pembrolizumab in metastatic prostate cancer with microsatellite instability high (MSI-H) detected by circulating tumor DNA. J Immunother Cancer. 2020;8:e001065. https://doi.org/10.1136/jitc-2020-001065 . Hirano T, Yonezawa K, Kawahara T, Mizuno N, Hayashi H, Karibe Y, et al. Complete Response to Pembrolizumab in a Patient with Castration-Resistant Prostate Cancer with Both BRCA Positivity and a High Frequency of Microsatellite Instability: A Case Report. Case Rep Oncol. 2024;17:852–8. https://doi.org/10.1159/000540419 . Chen H, Qu M, Wang Y, Gao X. Immunotherapy in the treatment of rectal invasion by prostate cancer with focal neuroendocrine differentiation: a case report and literature review. Transl Androl Urol. 2024;13:2153–9. https://doi.org/10.21037/tau-24-223 . Shimizu K, Sano T, Mizuno K, Sunada T, Makita N, Hagimoto H, et al. A case of microsatellite instability-high clinically advanced castration-resistant prostate cancer showing a remarkable response to pembrolizumab sustained over at least 18 months. Cold Spring Harb Mol Case Stud. 2022;8. https://doi.org/10.1101/mcs.a006194 . Rizvi NA, Hellmann MD, Snyder A, Kvistborg P, Makarov V, Havel JJ, et al. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Sci (1979). 2015;348:124–8. https://doi.org/10.1126/science.aaa1348 . Snyder A, Makarov V, Merghoub T, Yuan J, Zaretsky JM, Desrichard A, et al. Genetic Basis for Clinical Response to CTLA-4 Blockade in Melanoma. N Engl J Med. 2014;371:2189–99. https://doi.org/10.1056/nejmoa1406498 . Hellmann MD, Callahan MK, Awad MM, Calvo E, Ascierto PA, Atmaca A, et al. Tumor Mutational Burden and Efficacy of Nivolumab Monotherapy and in Combination with Ipilimumab in Small-Cell Lung Cancer. Cancer Cell. 2018;33:853–e8614. https://doi.org/10.1016/j.ccell.2018.04.001 . Lenis AT, Ravichandran V, Brown S, Alam SM, Katims A, Truong H, et al. Microsatellite Instability, Tumor Mutational Burden, and Response to Immune Checkpoint Blockade in Patients with Prostate Cancer. Clin Cancer Res. 2024;30:3894–903. https://doi.org/10.1158/1078-0432.CCR-23-3403 . Mouw KW, Goldberg MS, Konstantinopoulos PA, D’Andrea AD. DNA damage and repair biomarkers of immunotherapy response. Cancer Discov. 2017;7:675–93. https://doi.org/10.1158/2159-8290.CD-17-0226 . Schreiber RD, Old LJ, Smyth MJ. Cancer Immunoediting: Integrating Immunity’s Roles in Cancer Suppression and Promotion. Science (1979). 2011;331:1565–70. https://doi.org/10.1126/science.1203486 Han HJ, Li YR, Roach M, Aggarwal R. Dramatic response to combination pembrolizumab and radiation in metastatic castration resistant prostate cancer. Ther Adv Med Oncol. 2020;12:1758835920936084. https://doi.org/10.1177/1758835920936084 . Aluisio G, Mazzeo E, Lohr F, Fiocchi F, Bettelli S, Baldessari C, et al. Unexpected tumor response to palliative pelvic radiotherapy in mismatch repair-deficient advanced prostate cancer: a case report. J Med Case Rep. 2020;14:239. https://doi.org/10.1186/s13256-020-02578-4 . Tsukada Y, Bando H, Inamori K, Wakabayashi M, Togashi Y, Koyama S, et al. Three-year outcomes of preoperative chemoradiotherapy plus nivolumab in microsatellite stable and microsatellite instability-high locally advanced rectal cancer. Br J Cancer. 2024;131:283–9. https://doi.org/10.1038/s41416-024-02730-7 . Shin J-S, Tut TG, Yang T, Lee CS. Radiotherapy Response in Microsatellite Instability Related Rectal Cancer. Korean J Pathol. 2013;47:1. https://doi.org/10.4132/KoreanJPathol.2013.47.1.1 . Zhang Y, Rohde LH, Wu H. Involvement of Nucleotide Excision and Mismatch Repair Mechanisms in Double Strand Break Repair. Curr Genomics. 2009;10:250–8. https://doi.org/10.2174/138920209788488544 . Fraune C, Simon R, Höflmayer D, Möller K, Dum D, Büscheck F, et al. High homogeneity of mismatch repair deficiency in advanced prostate cancer. Virchows Arch. 2020;476:745–52. https://doi.org/10.1007/s00428-019-02701-x . Guedes LB, Antonarakis ES, Schweizer MT, Mirkheshti N, Almutairi F, Park JC, et al. MSH2 loss in primary prostate cancer. Clin Cancer Res. 2017;23:6863–74. https://doi.org/10.1158/1078-0432.CCR-17-0955 . Tables Additional Declarations No competing interests reported. Cite Share Download PDF Status: Under Review Version 1 posted Reviewers agreed at journal 27 Feb, 2026 Reviewers agreed at journal 26 Feb, 2026 Reviewers invited by journal 25 Feb, 2026 Editor assigned by journal 23 Feb, 2026 Editor invited by journal 02 Feb, 2026 Submission checks completed at journal 30 Jan, 2026 First submitted to journal 30 Jan, 2026 You are reading this latest preprint version Research Square lets you share your work early, gain feedback from the community, and start making changes to your manuscript prior to peer review in a journal. As a division of Research Square Company, we’re committed to making research communication faster, fairer, and more useful. We do this by developing innovative software and high quality services for the global research community. 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Also discoverable on Platform About Our Team In Review Editorial Policies Advisory Board Help Center Resources Author Services Accessibility API Access RSS feed Manage Cookie Preferences © Research Square 2026 | ISSN 2693-5015 (online) Privacy Policy Terms of Service Do Not Sell My Personal Information {"props":{"pageProps":{"initialData":{"identity":"rs-8691261","acceptedTermsAndConditions":true,"allowDirectSubmit":false,"archivedVersions":[],"articleType":"Case Report","associatedPublications":[],"authors":[{"id":597608700,"identity":"5715da14-50fe-4149-962e-0081866d0098","order_by":0,"name":"Shinnosuke Fujiwara","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Shinnosuke","middleName":"","lastName":"Fujiwara","suffix":""},{"id":597608701,"identity":"6dc08fb9-18ca-42b3-b4fa-6a1df09ed3af","order_by":1,"name":"Takeo Kosaka","email":"data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAZAAAAAyAQMAAABI0h/eAAAABlBMVEX///8AAABVwtN+AAAACXBIWXMAAA7EAAAOxAGVKw4bAAAAzUlEQVRIiWNgGAWjYFACNihmbwASBhaENfDAtfAcAGmRIEWLRAKIT4QWe/ZjiY9ulB3O55d8fnXDjwIJBv727gT8tvCkHTbOOXfYcubsnLKbPUCHSZw5u4GAw9LbpHPbDhsY3M5Ju8ED1GIgkUtAC//z9t9gLTfPpN38Q5QWibRjzGAtN9iP3SbOlhvPkqVzzqUbSPbksN2WMZDgIegX9v40w885ZdYG/OzHn91888dGjr+9F78WZAsNwCSxysEWPiBF9SgYBaNgFIwgAAAmukRcw97oswAAAABJRU5ErkJggg==","orcid":"","institution":"Keio University","correspondingAuthor":true,"prefix":"","firstName":"Takeo","middleName":"","lastName":"Kosaka","suffix":""},{"id":597608702,"identity":"219991bf-0b5d-47fc-b52c-faa126c911c1","order_by":2,"name":"Kohei Nakamura","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Kohei","middleName":"","lastName":"Nakamura","suffix":""},{"id":597608703,"identity":"34dc80ad-67a1-469a-a0b1-ef6cc260a9a3","order_by":3,"name":"Hiroyuki Karasawa","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Hiroyuki","middleName":"","lastName":"Karasawa","suffix":""},{"id":597608704,"identity":"843f80c4-8b4e-42da-bdd1-2913c13eec22","order_by":4,"name":"Yuto Baba","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Yuto","middleName":"","lastName":"Baba","suffix":""},{"id":597608705,"identity":"a0730b22-7d38-4a51-83f4-2878c9403d14","order_by":5,"name":"Hiroshi Nishihara","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Hiroshi","middleName":"","lastName":"Nishihara","suffix":""},{"id":597608706,"identity":"0beda085-a2d9-4a82-9065-715161bbe3ce","order_by":6,"name":"Toyonori Tsuzuki","email":"","orcid":"","institution":"Aichi Medical University","correspondingAuthor":false,"prefix":"","firstName":"Toyonori","middleName":"","lastName":"Tsuzuki","suffix":""},{"id":597608707,"identity":"b46593f4-3056-49ad-83e0-1e3114e33621","order_by":7,"name":"Mototsugu Oya","email":"","orcid":"","institution":"Keio University","correspondingAuthor":false,"prefix":"","firstName":"Mototsugu","middleName":"","lastName":"Oya","suffix":""}],"badges":[],"createdAt":"2026-01-25 08:54:06","currentVersionCode":1,"declarations":"","doi":"10.21203/rs.3.rs-8691261/v1","doiUrl":"https://doi.org/10.21203/rs.3.rs-8691261/v1","draftVersion":[],"editorialEvents":[],"editorialNote":"","failedWorkflow":false,"files":[{"id":103614869,"identity":"c5528a33-aec5-42d9-8d88-6197e3dc5576","added_by":"auto","created_at":"2026-02-27 16:29:26","extension":"png","order_by":1,"title":"Figure 1","display":"","copyAsset":false,"role":"figure","size":231448,"visible":true,"origin":"","legend":"\u003cp\u003eImaging and PSA levels during treatment for Cases.\u003c/p\u003e\n\u003cp\u003eA: Case 1, B: Case 2\u003c/p\u003e\n\u003cp\u003eAbbreviations: PBx, prostate needle biopsy; ADT, androgen deprivation therapy; TUR-PC, transurethral resection of prostate cancer\u003c/p\u003e","description":"","filename":"1.png","url":"https://assets-eu.researchsquare.com/files/rs-8691261/v1/43eafaf025d88b1683d985eb.png"},{"id":103614870,"identity":"fb0539d2-7258-4582-9c6c-bb337b546b88","added_by":"auto","created_at":"2026-02-27 16:29:26","extension":"png","order_by":2,"title":"Figure 2","display":"","copyAsset":false,"role":"figure","size":721964,"visible":true,"origin":"","legend":"\u003cp\u003eRepresentative hematoxylin and eosin (H\u0026amp;E)-stained histological images of Cases.\u003c/p\u003e\n\u003cp\u003eA: Case1, transurethral resection of the prostate tumor; B: Case 2, prostate biopsy.\u003c/p\u003e\n\u003cp\u003eBoth specimens predominantly consisted of Gleason pattern 5 adenocarcinomas, characterized by poorly differentiated tumor cells with solid growth patterns and absent glandular formation. Scale bars: 100 μm.\u003c/p\u003e","description":"","filename":"2.png","url":"https://assets-eu.researchsquare.com/files/rs-8691261/v1/d358721064aa59088fc2be19.png"},{"id":104399409,"identity":"fc5b5be4-0e60-4f18-b20f-5641d45ebd06","added_by":"auto","created_at":"2026-03-11 12:05:59","extension":"png","order_by":3,"title":"Figure 3","display":"","copyAsset":false,"role":"figure","size":550511,"visible":true,"origin":"","legend":"\u003cp\u003eRepresentative immunohistochemical staining for mismatch repair proteins in Cases.\u003c/p\u003e\n\u003cp\u003eA: Case1, transurethral resection of the prostate tumor; B: Case 2, prostate biopsy.\u003c/p\u003e\n\u003cp\u003eThe tumor tissue shows retained expression of MLH1 and PMS2, and loss of MSH2 and MSH6. Scale bar: 250 μm.\u003c/p\u003e","description":"","filename":"3.png","url":"https://assets-eu.researchsquare.com/files/rs-8691261/v1/1545efe54485e2ff86de7c77.png"},{"id":104413695,"identity":"bbb5ff2a-65c8-4cd8-b0df-433f88d257f3","added_by":"auto","created_at":"2026-03-11 13:05:18","extension":"pdf","order_by":0,"title":"","display":"","copyAsset":false,"role":"manuscript-pdf","size":2034235,"visible":true,"origin":"","legend":"","description":"","filename":"manuscript.pdf","url":"https://assets-eu.researchsquare.com/files/rs-8691261/v1/65b46238-11ea-40cb-b2ef-2572c568ee70.pdf"}],"financialInterests":"No competing interests reported.","formattedTitle":"Efficacy of radiotherapy in pembrolizumab-resistant microsatellite instability–high prostate cancer: a two-case series","fulltext":[{"header":"Background","content":"\u003cp\u003eMicrosatellite instability-high (MSI-H) prostate cancer (PCa) accounts for approximately 3% of all PCa cases worldwide [\u003cspan citationid=\"CR1\" class=\"CitationRef\"\u003e1\u003c/span\u003e, \u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e]. Given the high incidence of PCa in developed countries, this represents a substantial patient population. MSI-H PCa is often characterized by aggressive clinical behavior and is frequently resistant to conventional therapeutic approaches, posing major challenges in its clinical management.\u003c/p\u003e \u003cp\u003ePembrolizumab, a PD-1 inhibitor, has demonstrated clinical efficacy in MSI-H or deficient mismatch repair (dMMR) solid tumors, regardless of tumor origin, with response rates of approximately 50% [\u003cspan citationid=\"CR3\" class=\"CitationRef\"\u003e3\u003c/span\u003e]. Similar response patterns have been observed in MSI-H PCa, where nearly half of patients experience durable and deep tumor regression [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR4\" class=\"CitationRef\"\u003e4\u003c/span\u003e, \u003cspan citationid=\"CR5\" class=\"CitationRef\"\u003e5\u003c/span\u003e]. These findings underscore the therapeutic potential of pembrolizumab and the importance of early identification of MSI-H/dMMR status.\u003c/p\u003e \u003cp\u003eAlthough several case reports and small case series of MSI-H PCa treated with pembrolizumab have been published, optimal therapeutic strategies and treatment sequencing remain undefined, particularly for patients who experience disease progression on pembrolizumab. Here, we report two cases of pembrolizumab-resistant MSI-H PCa in which radiotherapy, with or without surgery, achieved marked and durable tumor control. These cases highlight a potential role for local treatment in patients with MSI-H PCa following immunotherapy resistance.\u003c/p\u003e"},{"header":"Case presentation","content":"\u003cdiv id=\"Sec3\" class=\"Section2\"\u003e \u003ch2\u003eCase 1\u003c/h2\u003e \u003cp\u003eA 70-year-old man presented with gross hematuria persisting for over 1 year. His initial prostate-specific antigen (PSA) level was 11.0 ng/mL. Magnetic resonance imaging (MRI) showed a prostate tumor invading the bladder neck and seminal vesicles (Fig.\u0026nbsp;\u003cspan refid=\"Fig1\" class=\"InternalRef\"\u003e1\u003c/span\u003eA), and Computed tomography (CT) revealed two enlarged left internal iliac lymph nodes. Prostate biopsy confirmed adenocarcinoma with a Gleason score of 5\u0026thinsp;+\u0026thinsp;5 (Fig.\u0026nbsp;\u003cspan refid=\"Fig2\" class=\"InternalRef\"\u003e2\u003c/span\u003eA). At the time of referral, his PSA was 15.271 ng/mL.\u003c/p\u003e \u003cp\u003ePersistent hematuria and urinary retention prompted transurethral resection of the prostate cancer (TUR-PC) and cystostomy. Whole-body MRI confirmed cT4N1M0 disease. Androgen deprivation therapy (ADT) was initiated, lowering PSA to 4.602 ng/mL; however, subsequent carboplatin\u0026ndash;etoposide chemotherapy resulted in PSA progression to 6.214 ng/mL after four cycles.\u003c/p\u003e \u003cp\u003eComprehensive genomic profiling (CGP) using the NCC Oncopanel revealed a high tumor mutation burden (TMB) (93 muts/Mb) and MSI-H (Table.1). It detected a MSH2/MSH6 homozygous deletion and PMS2 frameshift mutation. Immunohistochemistry (IHC) showed MSH2/MSH6 loss (Fig.\u0026nbsp;\u003cspan refid=\"Fig3\" class=\"InternalRef\"\u003e3\u003c/span\u003e). Pembrolizumab was initiated 5 months after the initial diagnosis. After two cycles, PSA decreased to 4.552 ng/mL, but increased to 5.239 ng/mL after five cycles. MRI revealed local progression with tumor invading the bladder, left ureter, anterior rectal wall, and left obturator muscle. Pembrolizumab was discontinued after six cycles.\u003c/p\u003e \u003cp\u003eDocetaxel and subsequent cabazitaxel were administered; however, PSA increased to 13.564 ng/mL, and frequent blood transfusions were required for uncontrollable hematuria. Thirteen months after diagnosis, he underwent cystoprostatectomy with bilateral cutaneous ureterostomy for local disease control and hemostasis. Pathological examination revealed adenocarcinoma, pT4 (bladder), with a positive surgical margin. His PSA decreased to 2.057 ng/mL post-surgery. Three months later, PSA increased to 5.390 ng/mL, and MRI revealed local recurrence at the anterior rectal wall. Intensity-modulated radiotherapy (60 Gy in 20 fractions) was administered, resulting in marked tumor shrinkage and PSA decline to 0.071 ng/mL. Pembrolizumab was reintroduced after radiotherapy. Six months after surgery, CT showed further tumor regression, and PSA became undetectable. Ten months postoperatively, PSA remained undetectable and he received 12 cycles of pembrolizumab (pre- and post-operatively).\u003c/p\u003e \u003c/div\u003e\n\u003ch3\u003eCase 2\u003c/h3\u003e\n\u003cp\u003eA 70-year-old man presented to another hospital with gross hematuria. His initial PSA level was 58 ng/mL, and MRI revealed a prostate tumor protruding into the bladder neck (Fig.\u0026nbsp;\u003cspan refid=\"Fig1\" class=\"InternalRef\"\u003e1\u003c/span\u003eB). CT revealed multiple pelvic and para-aortic lymph node metastases. Prostate biopsy showed adenocarcinoma with neuroendocrine differentiation, with a Gleason score of 5\u0026thinsp;+\u0026thinsp;5\u0026thinsp;=\u0026thinsp;10 (Fig.\u0026nbsp;\u003cspan refid=\"Fig2\" class=\"InternalRef\"\u003e2\u003c/span\u003eB). Bone scintigraphy detected no bone metastases, and the clinical stage was cT4N1M1a. He was referred to our hospital for further treatment.\u003c/p\u003e \u003cp\u003eHe subsequently developed urinary retention with gross hematuria and underwent TUR-PC and cystostomy. The pathological findings demonstrated adenocarcinoma with neuroendocrine differentiation (Gleason score of 5\u0026thinsp;+\u0026thinsp;5\u0026thinsp;=\u0026thinsp;10). He received ADT and darolutamide, reducing PSA to 2.277 ng/mL. However, 5 months later, MRI showed local progression and new pelvic lymph node metastases.\u003c/p\u003e \u003cp\u003eDarolutamide was discontinued, and CGP using the FoundationOne\u0026reg; CDx test revealed a high TMB (74.8 muts/Mb) and MSI-H (Table.1). CGP identified an MSH2/MSH6 homozygous deletion, a PMS2 nonsense mutation, and a BRCA2 frameshift mutation. IHC showed loss of MSH2/MSH6 (Fig.\u0026nbsp;\u003cspan refid=\"Fig3\" class=\"InternalRef\"\u003e3\u003c/span\u003e).\u003c/p\u003e \u003cp\u003ePembrolizumab was initiated 6 months after the initial diagnosis. PSA decreased from 6.538 ng/mL to 4.934 ng/mL after first cycle, but increased to 18.543 ng/mL after four cycles. MRI showed progression of the primary tumor with rectal invasion. Pembrolizumab was discontinued, and carboplatin plus etoposide were initiated; however, the disease progressed after four cycles. He subsequently received enzalutamide, but PSA increased to 107.0 ng/mL, and finally, ureterocutaneostomy and colostomy were performed because of persistent gross hematuria and rectal invasion.\u003c/p\u003e \u003cp\u003eAfter surgery he received volumetric modulated arc therapy (62 Gy in 20 fractions) to the primary tumor and pelvic lymph node region. Subsequently, his PSA declined rapidly to 23.50 ng/mL. Three months after radiotherapy, MRI showed dramatic regression of the primary tumor, and his PSA decreased to 2.860 ng/mL. At the latest follow-up, the patient continued to received enzalutamide, and further tumor regression was observed 8 months after radiotherapy.\u003c/p\u003e"},{"header":"Discussion","content":"\u003cp\u003eMSI-H PCa is a rare molecular subgroup of PCa, but its detection has important therapeutic implications. Although several case series and case reports have described durable responses to pembrolizumab in MSI-H PCa, optimal subsequent therapy for tumors that progress on pembrolizumab remains undefined and is only sparsely reported. Here, we describe two cases of MSI-H PCa that progressed on pembrolizumab and achieved durable tumor control with radiotherapy, with or without primary tumor resection. Both patients presented with Gleason pattern 5 and atypical local invasiveness which finally required urinary diversion. They were resistant to conventional PCa therapies including ADT, androgen receptor signal inhibitors, and chemotherapy. These aggressive clinical features were similar to previous reports and underscore the therapeutic challenges associated with MSI-H PCa [\u003cspan additionalcitationids=\"CR7\" citationid=\"CR6\" class=\"CitationRef\"\u003e6\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR8\" class=\"CitationRef\"\u003e8\u003c/span\u003e].\u003c/p\u003e \u003cp\u003eAlthough the response rate to pembrolizumab in MSI-H PCa is reported to be approximately 50%, predictive factors for response remain poorly defined. In other malignancies, higher TMB correlates with improved response to immune checkpoint inhibitors (ICIs) [\u003cspan additionalcitationids=\"CR10\" citationid=\"CR9\" class=\"CitationRef\"\u003e9\u003c/span\u003e\u0026ndash;\u003cspan citationid=\"CR11\" class=\"CitationRef\"\u003e11\u003c/span\u003e]. TMB reflects the abundance of tumor-derived neoantigens, which can theoretically enhance immune recognition. However, the thresholds of TMB for predicting the response to ICIs remain unclear, and its distribution differs across cancer types. In our series, both patients paradoxically had higher TMB (74.83 and 96 muts/Mb, respectively) than those reported in the prior case series (median: 41 muts/Mb) [\u003cspan citationid=\"CR12\" class=\"CitationRef\"\u003e12\u003c/span\u003e]. This suggests that TMB alone may not adequately explain ICIs responsiveness. Additional factors, such as the host response to tumor-specific neoantigens, likely modulate therapeutic efficacy [\u003cspan citationid=\"CR13\" class=\"CitationRef\"\u003e13\u003c/span\u003e]. Another study suggested that excessively high TMB may increase intratumoral heterogeneity, generating subclonal mutations that impair clonal immune recognition [\u003cspan citationid=\"CR14\" class=\"CitationRef\"\u003e14\u003c/span\u003e]. Thus, more comprehensive analyses are needed to identify reliable biomarkers for predicting pembrolizumab response in MSI-H/dMMR tumors.\u003c/p\u003e \u003cp\u003eRadiotherapy played an important role in both cases. Although reports of radiotherapy in MSI-H PCa are limited, Han described tumor regression with concomitant external beam radiotherapy (51.2 Gy, fraction unspecified) and pembrolizumab [\u003cspan citationid=\"CR15\" class=\"CitationRef\"\u003e15\u003c/span\u003e], and Alusio reported long-term control of bladder- and rectal-invasive MSI-H PCa with palliative pelvic radiotherapy (30 Gy in ten fractions) alone [\u003cspan citationid=\"CR16\" class=\"CitationRef\"\u003e16\u003c/span\u003e]. Despite differences in radiotherapy techniques, doses, and preceding systemic therapies, both prior reports and our cases demonstrated substantial tumor shrinkage in MSI-H PCa. This may suggest a potential clinical characteristic of this subtype and may have implications for treatment strategies. In colorectal cancer, the MSI-H subtype has demonstrated greater sensitivity to RT than microsatellite-stable tumors [\u003cspan citationid=\"CR17\" class=\"CitationRef\"\u003e17\u003c/span\u003e, \u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e]. DNA MMR proteins may influence and/or be directly involved in the DNA damage response (DDR) following radiation-induced DNA double-strand breaks. In particular, MLH1 and MSH2 are central to multiple steps of the DDR to ionizing radiation, including damage sensing and promoting crucial G2/M cell-cycle checkpoint activation [\u003cspan citationid=\"CR18\" class=\"CitationRef\"\u003e18\u003c/span\u003e, \u003cspan citationid=\"CR19\" class=\"CitationRef\"\u003e19\u003c/span\u003e]. Their deficiency, which characterizes MSI-H cancers, may therefore indicate sensitivity to radiotherapy. In our series, both patients exhibited MSH2 loss and showed marked response to RT, consistent with this hypothesis.\u003c/p\u003e \u003cp\u003eIn our series, MSI-H/dMMR was detected in tumor tissue at initial diagnosis in both patients, suggesting that dMMR represents a truncal genomic alteration present from early tumorigenesis rather than a later-acquired mutation. This observation is consistent with prior reports indicating that MSI-H PCa is typically a dMMR at diagnosis rather than developing through treatment pressure [\u003cspan citationid=\"CR2\" class=\"CitationRef\"\u003e2\u003c/span\u003e, \u003cspan citationid=\"CR20\" class=\"CitationRef\"\u003e20\u003c/span\u003e]. Although pembrolizumab is not a standard therapy for unselected PCa, early identification of MSI-H/dMMR status may allow timely initiation of immune checkpoint blockade, potentially leading to durable responses and complete remission. Notably, Gleason pattern 5 tumors may be enriched in MSI-H status [\u003cspan citationid=\"CR21\" class=\"CitationRef\"\u003e21\u003c/span\u003e]. Given that it may uncover eligibility for ICIs\u0026mdash;a therapeutic option typically unavailable for standard PCa\u0026mdash;early molecular testing (CGP or MMR IHC) is warranted for tumors exhibiting Gleason pattern 5 and atypical local invasiveness, based on reported cases and our experience.\u003c/p\u003e"},{"header":"Conclusion","content":"\u003cp\u003eMSI-H PCa exhibits aggressive clinical behavior and is often resistant to conventional treatment. Pembrolizumab have been reported to produce durable and deep responses in some patients, whereas others required multimodal therapy to achieve disease control, underscoring both the therapeutic potential and heterogeneity of outcomes in this molecular subtype. RT may play an important role in the management of pembrolizumab-resistant MSI-H PCa; although, further large-scale, prospective studies are needed to determine the optimal radiation dose and timing, and to clarify whether its combination with pembrolizumab confers additional benefit.\u003c/p\u003e"},{"header":"Abbreviations","content":"\u003cp\u003eMSI-H, Microsatellite instability-high\u003c/p\u003e\n\u003cp\u003ePCa, Prostate cancer\u003c/p\u003e\n\u003cp\u003edMMR, Deficient mismatch repair\u003c/p\u003e\n\u003cp\u003ePSA, Prostate-specific antigen\u003c/p\u003e\n\u003cp\u003eMRI, Magnetic resonance imaging\u003c/p\u003e\n\u003cp\u003eCT, Computed tomography\u003c/p\u003e\n\u003cp\u003eTUR-PC, Transurethral resection of the prostate cancer\u003c/p\u003e\n\u003cp\u003eADT, Androgen deprivation therapy\u003c/p\u003e\n\u003cp\u003eCGP, Comprehensive genomic profiling\u003c/p\u003e\n\u003cp\u003eTMB, Tumor mutation burden\u003c/p\u003e\n\u003cp\u003eIHC, Immunohistochemistry\u003c/p\u003e\n\u003cp\u003eICI, Immune checkpoint inhibitor\u003c/p\u003e\n\u003cp\u003eDDR, DNA damage response\u003c/p\u003e"},{"header":"Declarations","content":"\u003cp\u003e\u003cstrong\u003eEthics approval and consent to participate\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThis study was approved by the Ethics Review Board of Keio University Hospital, and all patients provided written informed consent.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eConsent for publication\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eWritten informed consent for publication has been obtained from all patients regarding personal or clinical details and any identifying images to be published in this study.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAvailability of data and materials\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eCompeting interests\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThis study did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors. All authors had no conflict of interests.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eFunding\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eNone declared.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAuthors\u0026rsquo; contributions\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eConception and design of the study: SF, TK, KN and MO. Drafting the manuscript and figures: SF, TK and YB. Collecting data: SF, KN, HK and YB. Performing pathological analysis: SF, TK and TT. Analysis of the genome sequencing: TK, KN and HN. All authors read and approved the final manuscript.\u003c/p\u003e\n\u003cp\u003e\u003cstrong\u003eAcknowledgements\u003c/strong\u003e\u003c/p\u003e\n\u003cp\u003eThe authors would like to thank the patients and their families for participating in this study, as well as all colleagues who supported this study.\u003c/p\u003e"},{"header":"References","content":"\u003col\u003e\u003cli\u003e\u003cspan\u003eRobinson D, Van Allen EM, Wu YM, Schultz N, Lonigro RJ, Mosquera JM, et al. Integrative clinical genomics of advanced prostate cancer. Cell. 2015;161:1215\u0026ndash;28. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.cell.2015.05.001\u003c/span\u003e\u003cspan address=\"10.1016/j.cell.2015.05.001\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eAbida W, Cheng ML, Armenia J, Middha S, Autio KA, Vargas HA, et al. Analysis of the Prevalence of Microsatellite Instability in Prostate Cancer and Response to Immune Checkpoint Blockade. JAMA Oncol. 2019;5:471\u0026ndash;8. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1001/jamaoncol.2018.5801\u003c/span\u003e\u003cspan address=\"10.1001/jamaoncol.2018.5801\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eLe DT, Durham JN, Smith KN, Wang H, Bartlett BR, Aulakh LK et al. Mismatch repair deficiency predicts response of solid tumors to PD-1 blockade. Science (1979). 2017;357:409\u0026ndash;13. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1126/science.aan6733\u003c/span\u003e\u003cspan address=\"10.1126/science.aan6733\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eGraham LS, Montgomery B, Cheng HH, Yu EY, Nelson PS, Pritchard C, et al. Mismatch repair deficiency in metastatic prostate cancer: Response to PD-1 blockade and standard therapies. PLoS ONE. 2020;15:e0233260. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1371/journal.pone.0233260\u003c/span\u003e\u003cspan address=\"10.1371/journal.pone.0233260\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eBarata P, Agarwal N, Nussenzveig R, Gerendash B, Jaeger E, Hatton W, et al. Clinical activity of pembrolizumab in metastatic prostate cancer with microsatellite instability high (MSI-H) detected by circulating tumor DNA. J Immunother Cancer. 2020;8:e001065. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1136/jitc-2020-001065\u003c/span\u003e\u003cspan address=\"10.1136/jitc-2020-001065\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eHirano T, Yonezawa K, Kawahara T, Mizuno N, Hayashi H, Karibe Y, et al. Complete Response to Pembrolizumab in a Patient with Castration-Resistant Prostate Cancer with Both BRCA Positivity and a High Frequency of Microsatellite Instability: A Case Report. Case Rep Oncol. 2024;17:852\u0026ndash;8. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1159/000540419\u003c/span\u003e\u003cspan address=\"10.1159/000540419\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eChen H, Qu M, Wang Y, Gao X. Immunotherapy in the treatment of rectal invasion by prostate cancer with focal neuroendocrine differentiation: a case report and literature review. Transl Androl Urol. 2024;13:2153\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.21037/tau-24-223\u003c/span\u003e\u003cspan address=\"10.21037/tau-24-223\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eShimizu K, Sano T, Mizuno K, Sunada T, Makita N, Hagimoto H, et al. A case of microsatellite instability-high clinically advanced castration-resistant prostate cancer showing a remarkable response to pembrolizumab sustained over at least 18 months. Cold Spring Harb Mol Case Stud. 2022;8. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1101/mcs.a006194\u003c/span\u003e\u003cspan address=\"10.1101/mcs.a006194\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eRizvi NA, Hellmann MD, Snyder A, Kvistborg P, Makarov V, Havel JJ, et al. Mutational landscape determines sensitivity to PD-1 blockade in non-small cell lung cancer. Sci (1979). 2015;348:124\u0026ndash;8. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1126/science.aaa1348\u003c/span\u003e\u003cspan address=\"10.1126/science.aaa1348\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eSnyder A, Makarov V, Merghoub T, Yuan J, Zaretsky JM, Desrichard A, et al. Genetic Basis for Clinical Response to CTLA-4 Blockade in Melanoma. N Engl J Med. 2014;371:2189\u0026ndash;99. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1056/nejmoa1406498\u003c/span\u003e\u003cspan address=\"10.1056/nejmoa1406498\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eHellmann MD, Callahan MK, Awad MM, Calvo E, Ascierto PA, Atmaca A, et al. Tumor Mutational Burden and Efficacy of Nivolumab Monotherapy and in Combination with Ipilimumab in Small-Cell Lung Cancer. Cancer Cell. 2018;33:853\u0026ndash;e8614. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1016/j.ccell.2018.04.001\u003c/span\u003e\u003cspan address=\"10.1016/j.ccell.2018.04.001\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eLenis AT, Ravichandran V, Brown S, Alam SM, Katims A, Truong H, et al. Microsatellite Instability, Tumor Mutational Burden, and Response to Immune Checkpoint Blockade in Patients with Prostate Cancer. Clin Cancer Res. 2024;30:3894\u0026ndash;903. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1158/1078-0432.CCR-23-3403\u003c/span\u003e\u003cspan address=\"10.1158/1078-0432.CCR-23-3403\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eMouw KW, Goldberg MS, Konstantinopoulos PA, D\u0026rsquo;Andrea AD. DNA damage and repair biomarkers of immunotherapy response. Cancer Discov. 2017;7:675\u0026ndash;93. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1158/2159-8290.CD-17-0226\u003c/span\u003e\u003cspan address=\"10.1158/2159-8290.CD-17-0226\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eSchreiber RD, Old LJ, Smyth MJ. Cancer Immunoediting: Integrating Immunity\u0026rsquo;s Roles in Cancer Suppression and Promotion. Science (1979). 2011;331:1565\u0026ndash;70. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1126/science.1203486\u003c/span\u003e\u003cspan address=\"10.1126/science.1203486\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eHan HJ, Li YR, Roach M, Aggarwal R. Dramatic response to combination pembrolizumab and radiation in metastatic castration resistant prostate cancer. Ther Adv Med Oncol. 2020;12:1758835920936084. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1177/1758835920936084\u003c/span\u003e\u003cspan address=\"10.1177/1758835920936084\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eAluisio G, Mazzeo E, Lohr F, Fiocchi F, Bettelli S, Baldessari C, et al. Unexpected tumor response to palliative pelvic radiotherapy in mismatch repair-deficient advanced prostate cancer: a case report. J Med Case Rep. 2020;14:239. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1186/s13256-020-02578-4\u003c/span\u003e\u003cspan address=\"10.1186/s13256-020-02578-4\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eTsukada Y, Bando H, Inamori K, Wakabayashi M, Togashi Y, Koyama S, et al. Three-year outcomes of preoperative chemoradiotherapy plus nivolumab in microsatellite stable and microsatellite instability-high locally advanced rectal cancer. Br J Cancer. 2024;131:283\u0026ndash;9. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1038/s41416-024-02730-7\u003c/span\u003e\u003cspan address=\"10.1038/s41416-024-02730-7\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eShin J-S, Tut TG, Yang T, Lee CS. Radiotherapy Response in Microsatellite Instability Related Rectal Cancer. Korean J Pathol. 2013;47:1. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.4132/KoreanJPathol.2013.47.1.1\u003c/span\u003e\u003cspan address=\"10.4132/KoreanJPathol.2013.47.1.1\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eZhang Y, Rohde LH, Wu H. Involvement of Nucleotide Excision and Mismatch Repair Mechanisms in Double Strand Break Repair. Curr Genomics. 2009;10:250\u0026ndash;8. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.2174/138920209788488544\u003c/span\u003e\u003cspan address=\"10.2174/138920209788488544\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eFraune C, Simon R, H\u0026ouml;flmayer D, M\u0026ouml;ller K, Dum D, B\u0026uuml;scheck F, et al. High homogeneity of mismatch repair deficiency in advanced prostate cancer. Virchows Arch. 2020;476:745\u0026ndash;52. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1007/s00428-019-02701-x\u003c/span\u003e\u003cspan address=\"10.1007/s00428-019-02701-x\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e \u003cli\u003e\u003cspan\u003eGuedes LB, Antonarakis ES, Schweizer MT, Mirkheshti N, Almutairi F, Park JC, et al. MSH2 loss in primary prostate cancer. Clin Cancer Res. 2017;23:6863\u0026ndash;74. \u003cspan class=\"ExternalRef\"\u003e\u003cspan class=\"RefSource\"\u003ehttps://doi.org/10.1158/1078-0432.CCR-17-0955\u003c/span\u003e\u003cspan address=\"10.1158/1078-0432.CCR-17-0955\" targettype=\"DOI\" class=\"RefTarget\"\u003e\u003c/span\u003e\u003c/span\u003e.\u003c/span\u003e\u003c/li\u003e\u003c/ol\u003e"},{"header":"Tables","content":"\u003cp\u003e\u003cimg 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Series","inReviewEnabled":true,"inReviewRevisionsEnabled":true},"keywords":"microsatellite instability, mismatch repair deficiency, immune checkpoint inhibitor, radiotherapy, case report","lastPublishedDoi":"10.21203/rs.3.rs-8691261/v1","lastPublishedDoiUrl":"https://doi.org/10.21203/rs.3.rs-8691261/v1","license":{"name":"CC BY 4.0","url":"https://creativecommons.org/licenses/by/4.0/"},"manuscriptAbstract":"\u003ch2\u003eBackground\u003c/h2\u003e \u003cp\u003eMicrosatellite instability-high (MSI-H) prostate cancer (PCa) is a rare molecular subtype characterized by aggressive behavior and resistance to conventional therapies. Pembrolizumab, a PD-1 inhibitor, has demonstrated substantial clinical efficacy in MSI-H PCa; however, optimal therapeutic strategies for patients who experience disease progression on pembrolizumab remain undefined.\u003c/p\u003e\u003ch2\u003eCase presentation:\u003c/h2\u003e \u003cp\u003eWe describe two patients with MSI-H PCa who exhibited disease progression during pembrolizumab treatment. Both patients initially presented with gross hematuria and large prostate tumors invading the bladder. They demonstrated resistance to androgen deprivation therapy, androgen receptor signal inhibitors, and chemotherapy. Comprehensive genome profiling revealed MSH2 and MSH6 homozygous deletion in both cases, confirming MSI-H status. Despite pembrolizumab initiation, their disease progressed, and subsequent systemic therapies showed no effect. Owing to persistent gross hematuria and progressive local invasion, both patients finally required urinary diversion procedures. Following surgery, radiotherapy was administered to the tumor, resulting in rapid decrease of PSA and marked radiographic tumor regression. At the latest follow-up, both patients maintained durable disease control for 10 and 8 months after radiotherapy, respectively, without evidence of recurrence.\u003c/p\u003e\u003ch2\u003eConclusions\u003c/h2\u003e \u003cp\u003eAlthough pembrolizumab has been reported to achieve deep and durable responses in some patients with MSI-H PCa, others experience disease progression and require multimodal management. These cases suggest that radiotherapy may play a critical therapeutic role in pembrolizumab-resistant MSI-H PCa.\u003c/p\u003e","manuscriptTitle":"Efficacy of radiotherapy in pembrolizumab-resistant microsatellite instability–high prostate cancer: a two-case series","msid":"","msnumber":"","nonDraftVersions":[{"code":1,"date":"2026-02-27 16:29:21","doi":"10.21203/rs.3.rs-8691261/v1","editorialEvents":[{"type":"communityComments","content":0},{"type":"reviewerAgreed","content":"82851042703316175830215218144180642156","date":"2026-02-27T10:33:30+00:00","index":"hide","fulltext":""},{"type":"reviewerAgreed","content":"83173244558325253821279322633403895138","date":"2026-02-26T14:07:16+00:00","index":"hide","fulltext":""},{"type":"reviewersInvited","content":"","date":"2026-02-25T09:40:46+00:00","index":"","fulltext":""},{"type":"editorAssigned","content":"","date":"2026-02-23T14:40:01+00:00","index":"","fulltext":""},{"type":"editorInvited","content":"","date":"2026-02-02T14:15:29+00:00","index":"","fulltext":""},{"type":"checksComplete","content":"","date":"2026-01-30T09:33:35+00:00","index":"","fulltext":""},{"type":"submitted","content":"BMC Urology","date":"2026-01-30T09:09:30+00:00","index":"","fulltext":""}],"status":"published","journal":{"display":true,"email":"[email protected]","identity":"bmc-urology","isNatureJournal":false,"hasQc":true,"allowDirectSubmit":false,"externalIdentity":"buro","sideBox":"Learn more about [BMC Urology](http://bmcurol.biomedcentral.com/)","snPcode":"","submissionUrl":"https://www.editorialmanager.com/buro/default.aspx","title":"BMC Urology","twitterHandle":"BMC_series","acdcEnabled":true,"dfaEnabled":false,"editorialSystem":"em","reportingPortfolio":"BMC Series","inReviewEnabled":true,"inReviewRevisionsEnabled":true}}],"origin":"","ownerIdentity":"cc324c3e-ff12-4b8e-b2bb-26e818a00b4d","owner":[],"postedDate":"February 27th, 2026","published":true,"recentEditorialEvents":[],"rejectedJournal":[],"revision":"","amendment":"","status":"under-review","subjectAreas":[],"tags":[],"updatedAt":"2026-02-27T16:29:21+00:00","versionOfRecord":[],"versionCreatedAt":"2026-02-27 16:29:21","video":"","vorDoi":"","vorDoiUrl":"","workflowStages":[]},"version":"v1","identity":"rs-8691261","journalConfig":"researchsquare"},"__N_SSP":true},"page":"/article/[identity]/[[...version]]","query":{"redirect":"/article/rs-8691261","identity":"rs-8691261","version":["v1"]},"buildId":"XKTyCvWXoU3ODBz1xrDgd","isFallback":false,"isExperimentalCompile":false,"dynamicIds":[84888],"gssp":true,"scriptLoader":[]}