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141 citation(s) found for "Block, Matthew S".

Identification and Characterization of Immune Checkpoint Inhibitor–Induced Toxicities From Electronic Health Records Using Natural Language Processing
Barman, Hannah , Venkateswaran, Sriram, Santo, Antonio , Yoo, Unice, Silvert, Eli , Raghunathan, Bharathwaj, Kottschade, Lisa A. , Block, Matthew S. , Chandler, G. Scott , Zalis, Joshua, Wagner, Tyler E. , Mohindra, Rajat , Santo, Antonio Del , Kottschade, Lisa A , Block, Matthew S , Chandler, G Scott , Wagner, Tyler E , Mohindra, Rajat , Venkateswaran, Sriram, Rao, Krishna

Mayo Clinic

JCO Clinical Cancer Informatics | April 30, 2024 | Volume: No volume available | Issue: 8 | Pages: No page available

10.1200/cci.23.00151 | PMID 38687915 Get It

PURPOSE Immune checkpoint inhibitors (ICIs) have revolutionized cancer treatment, yet their use is associated with immune-related adverse events (irAEs). Estimating the prevalence and patient impact of these irAEs in the real-world data setting is critical for characterizing the benefit/risk profile of ICI therapies beyond the clinical trial population. Diagnosis codes, such as International Classification of Diseases codes, do not comprehensively illustrate a patient's care journey and offer no insight into drug-irAE causality. This study aims to capture the relationship between ICIs and irAEs more accurately by using augmented curation (AC), a natural language processing–based innovation, on unstructured data in electronic health records. METHODS In a cohort of 9,290 patients treated with ICIs at Mayo Clinic from 2005 to 2021, we compared the prevalence of irAEs using diagnosis codes and AC models, which classify drug-irAE pairs in clinical notes with implied textual causality. Four illustrative irAEs with high patient impact—myocarditis, encephalitis, pneumonitis, and severe cutaneous adverse reactions, abbreviated as MEPS—were analyzed using corticosteroid administration and ICI discontinuation as proxies of severity. RESULTS For MEPS, only 70% (n = 118) of patients found by AC were also identified by diagnosis codes. Using AC models, patients with MEPS received corticosteroids for their respective irAE 82% of the time and permanently discontinued the ICI because of the irAE 35.9% (n = 115) of the time. CONCLUSION Overall, AC models enabled more accurate identification and assessment of patient impact of ICI-induced irAEs not found using diagnosis codes, demonstrating a novel and more efficient strategy to assess real-world clinical outcomes in patients treated with ICIs.
Abstract CT139: Immunological activity of oncolytic adenovirus encoding TNFα and IL-2 (TILT-123) in combination with pembrolizumab in platinum resistant or refractory ovarian cancer patients
Clubb, J., Block, Matthew S. , Mäenpää, Johanna , Haybout, Lyna , Heijden, Mirte van der , Ramadan, Susan, Kononen, Juha , Cohen, Julia W. , Singh, Nadena, Goldfinch, John, Sorsa, Suvi , Havunen, Riikka , Kistler, Claudia , Santos, João M. , Pakola, Santeri A. , Quixabeira, Dafne C.A. , Kudling, Tatiana Viktorovna , Jirovec, Elise , Alanko, Tuomo , Adamo, Daniel A. , Sormunen, Jorma , Cervera-Carrascón, Víctor , Hemminki, Akseli

Mayo Clinic

Cancer Research | April 5, 2024 | Volume: 84 | Issue: 7_Supplement | Pages: CT139-CT139

10.1158/1538-7445.am2024-ct139 Get It

Abstract Background TILT-123 (Ad5/3-E2F-D24-hTNFα-IRES-hIL-2) is a serotype chimeric dual safety device oncolytic adenovirus armed with tumor necrosis factor alpha and interleukin-2. It was designed to improve efficacy of T-cell therapies such as immune checkpoint blockade or adoptive cell transfer. We present biological and immunological endpoints from an open-label phase 1 dose escalation study of TILT-123 in combination with anti-PD-1 pembrolizumab in platinum resistant or refractory ovarian cancer patients. Experimental procedures In this dose escalation trial (NCT05271318), patients were first injected with an intravenous (i.v.) dose of TILT-123 ranging from 3x1011 to 4x1012 virus particles (VP), followed by five intratumoural (i.t.) or intraperitoneal (i.p.) injections ranging from 1x1011 to 5x1011 VP. Patients also received intravenous injections of 200 mg pembrolizumab every three weeks starting 36 days after the first dose of TILT-123. The primary endpoint was safety, while efficacy by RECIST1.1 was a secondary endpoint. Collection of tumor biopsies, circulating immune cells, serum, saliva, urine and feces enabled multi-omic evaluation of mechanism of action and identification of predictive biomarkers. Summary of data As of January 2nd 2024, 15 patients received trial therapy. No dose-limiting toxicities were observed and the most frequent AEs associated with therapy included chills and nausea (>10% of patients). Stable disease by RECIST 1.1 was seen in 67% in 12 evaluable patients. TILT-123 replication was detected in both injected and non-injected tumors as assessed by qPCR and anti-hexon IHC. Multiplex immunofluorescence demonstrated induction of robust immunological activity in both injected and non-injected tumors, including significant increase in granzyme B+, PD-1+ CD4+ and CD8+ T cells as well as PD-1+ NK cells. Baseline intratumoral CD4+, FOXP3+ regulatory T cells were not associated with clinical response. Tertiary lymphoid structures and lymphoid aggregates were identified in patients showing long term disease control. Low to medium titers of neutralizing antibodies against 5/3 chimeric adenovirus were detected in 57% of patients at baseline and were not a predictive factor of disease control. No patients had high titers at baseline. Conclusion TILT-123 in combination with anti-PD-1 pembrolizumab was safe and resulted in disease control in both platinum resistant and refractory ovarian cancer patients. Analysis of biological samples revealed insights into mechanism of action, including an immune profile predictive of clinical response. These results, together with those from four other trials (NCT04695327, NCT04217473, NCT06125197 and NCT05222932) set the stage for continued clinical evaluation of TILT-123. Citation Format: James H. Clubb, Matthew S. Block, Johanna Mäenpää, Santeri Pakola, Lyna Haybout, Dafne C. Quixabeira, Tatiana Kudling, Mirte van der Heijden, Elise Jirovec, Tuomo Alanko, Daniel A. Adamo, Susan Ramadan, Jorma Sormunen, Juha Kononen, Julia W. Cohen, Nadena Singh, John Goldfinch, Suvi Sorsa, Riikka Havunen, Claudia Kistler, João M. Santos, Víctor Cervera-Carrascon, Akseli Hemminki. Immunological activity of oncolytic adenovirus encoding TNFα and IL-2 (TILT-123) in combination with pembrolizumab in platinum resistant or refractory ovarian cancer patients [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 2 (Late-Breaking, Clinical Trial, and Invited Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(7_Suppl):Abstract nr CT139.
Abstract CT157: Phase 1 trial of MEK1 inhibitor E6201 plus dabrafenib in patients (pts) with BRAF V600-mutated metastatic melanoma (MM) with central nervous system (CNS) metastases (mets)
Seetharam, ­Mahesh , Dronca, Roxana , Nelson, Garth D. , Block, Matthew S. , Starling, Skylar C , Baskin, Amber, Bradshaw, Renee, Nelson, Courtney, Andrews, Kylee, Birgin, Alisha, Watson, C. Jennifer, Yan, Yiyi , Mahadevan, Daruka , Myers, Tom, Paradiso, Linda J. , Dudek, Arkadiusz Z. , Markovic, Svetomir N. , Babiker, Hani M.

Mayo Clinic

Cancer Research | April 5, 2024 | Volume: 84 | Issue: 7_Supplement | Pages: CT157-CT157

10.1158/1538-7445.am2024-ct157 Get It

Abstract Background: The prognosis of patients with MM with CNS mets is poor. E6201 is an intravenous (IV) MEK inhibitor with activity against BRAF V600-mutated MM cell lines, including MAPK resistance alteration. A previous phase I trial demonstrated activity of E6201 in BRAF V600E mutated MM with a Maximal Tolerated Dose of 320mg/m2 given IV once a week x 3 weeks q 28 days. 2/23 (8.7%) of patients had a PR, 8/23 (34.8%) had SD. Two patients with MM and brain mets achieved near-CR which led to preclinical studies that demonstrated E6201 is unaffected by P-gp and BCRP transport and achieved higher brain to blood concentration (266%).In this trial, patients with BRAF mutation + MM with brain mets, single agent E6201 given at 320mg/m2 twice weekly x 3 weeks q 28 days was determined to be safe. One patient had CNS SD and a PR in lung mets, and a second patient achieved CNS stable disease and CR in a leg melanotic lesion. The drug was well-tolerated with one reversible AE thrombocytopenia (Gr 2). The final review showed intracranial response of SD in 2/4 (50%) patients and systemic SD in 3/4 (75%) patients. Methods: We are currently accruing to the dose escalation cohort of E6201 with dabrafenib 150 mg twice daily orally (n=up to 22 evaluable patients). E6201 is administered IV at 320mg/m2 twice weekly for 3 weeks every 28 days. Patients must have stage IV melanoma with BRAF mutation with at least one active lesion in the brain. Prior local therapy is allowed if done at least 3 weeks prior to cycle 1. Participants must be on a stable dose of steroids for at least 7 days and have an ECOG <!–=2. The study allows one prior BRAF/MEK inhibitor therapy. The primary objectives are to determine the MTD of E6201 when combined with dabrafenib and the response rate of brain mets. The secondary objectives include duration of response, extracranial response, progression free survival, overall survival, and impact of BRAF mutation subtype and safety of the combination. Clinicaltrials.gov: NCT05388877 References:1.Gampa G, et al. Brain distribution of a novel MEK inhibitor E6201: implications in the treatment of melanoma brain metastases. 2018. Drug Metab Dispos.2.Tibes R et al. Safety, pharmacokinetics, and preliminary efficacy of E6201 in patients with advanced solid tumors, including melanoma: results of a phase I study. 2018. Brit J of Cancer. 3.Babiker Gm et al, E6201, an intravenous MEK1 inhibitor, achieves an exceptional response in BRAF V600E mutated metastatic malignant melanoma with brain metastases. 2018. Inv New Drugs4.Gampa G, Kim M, Cook-Rostie N, Laramy JK, Sarkaria JN, Paradiso L, DePalatis L, Elmquist WF. Brain distribution of a novel MEK inhibitor E6201: Implications in the treatment of melanoma brain metastases. 2018. Drug Met Disp.–> Citation Format: Mahesh Seetharam, Roxana Dronca, Arkadiusz Z. Dudek, Garth Nelson, Matthew Block, Skylar Starling, Amber Baskin, Renee Bradshaw, Courtney Nelson, Kylee Andrews, Alisha Birgin, Cristina Watson, Yiyi Yan, Daruka Mahadevan, Svetomir Markovic, Tom Myers, Linda Paradiso, Hani Babiker. Phase 1 trial of MEK1 inhibitor E6201 plus dabrafenib in patients (pts) with BRAF V600-mutated metastatic melanoma (MM) with central nervous system (CNS) metastases (mets) [abstract]. In: Proceedings of the American Association for Cancer Research Annual Meeting 2024; Part 2 (Late-Breaking, Clinical Trial, and Invited Abstracts); 2024 Apr 5-10; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2024;84(7_Suppl):Abstract nr CT157.
A Phase I Trial of Nab-Paclitaxel/Bevacizumab (AB160) Nano-Immunoconjugate Therapy for Gynecologic Malignancies
Kalogera, Eleftheria , Nevala, Wendy K. , Finnes, Heidi D. , Suman, Vera J. , Schimke, Jill M. , Strand, Carrie , Kottschade, Lisa A. , Kudgus, Rachel A. , Buhrow, Sarah A. , Becher, Laura , Geng, Liyi , Grudem, Megan E. , Jatoi, Aminah , Klampe, Carolyn M., Hendrickson, Andrea E. Wahner , Weroha, S. John , Yan, Yiyi , Block, Matthew S. , Strand, Carrie A , Elsbernd, Laura R. , Glaser, Gretchen , Grudem, Megan E , Jatoi, Aminah , Klampe, Carolyn M , Kumar, Amanika , Langstraat, Carrie L , McWilliams, Robert R , Wahner Hendrickson, Andrea E , Weroha, S John , Yan, Yiyi , Reid, Joel M , Markovic, Svetomir , Block, Matthew S , Suman, Vera , Glaser, Gretchen , Kumar, Amanika , Langstraat, Carrie , McWilliams, Robert R. , Reid, Joel M. , Markovic, Svetomir N.

Mayo Clinic

Clinical Cancer Research | March 26, 2024 | Volume: 30 | Issue: 12 | Pages: 2623-2635

10.1158/1078-0432.ccr-23-3196 | PMID 38530846 Get It

Abstract Purpose: AB160 is a 160-nm nano-immunoconjugate consisting of nab-paclitaxel (ABX) nanoparticles noncovalently coated with bevacizumab (BEV) for targeted delivery into tissues expressing high levels of VEGF. Preclinical data showed that AB160 resulted in greater tumor targeting and tumor inhibition compared with sequential treatment with ABX then BEV. Given individual drug activity, we investigated the safety and toxicity of AB160 in patients with gynecologic cancers. Patients and Methods: A 3+3 phase I trial was conducted with three potential dose levels in patients with previously treated endometrial, cervical, and platinum-resistant ovarian cancer to ascertain the recommended phase II dose (RP2D). AB160 was administered intravenously on days 1, 8, and 15 of a 28-day cycle (ABX 75–175 mg/m2, BEV 30–70 mg/m2). Pharmacokinetic analyses were performed. Results: No dose-limiting toxicities (DLT) were seen among the three dose levels tested. Grade 3/4 toxicities included neutropenia, thromboembolic events, and leukopenia. DL2 (ABX 150 mg/m2, BEV 60 mg/m2) was chosen as the RP2D. Seven of the 19 patients with measurable disease (36.8%) had confirmed partial responses (95% confidence interval, 16.3%–61.6%). Pharmacokinetic analyses demonstrated that AB160 allowed 50% higher paclitaxel dosing and that paclitaxel clearance mirrored that of therapeutic antibodies. Conclusions: The safety profile and clinical activity of AB160 supports further clinical testing in patients with gynecologic cancers; the RP2D is DL2 (ABX 150 mg/m2, BEV 60 mg/m2).
Convalescent Adaptive Immunity Is Highly Heterogenous after SARS-CoV-2 Infection
Pathakumari, Balaji , Marty, Paige K. , Shah, Maleeha, Keulen, Virginia P. Van , Erskine, Courtney L. , Block, Matthew S. , Escalante, Patricio , Peikert, Tobias, Arias-Sanchez, Pedro, Shah, Maleeha, Arias, Pedro

Mayo Clinic

Journal of Clinical Medicine | November 16, 2023 | Volume: 12 | Issue: 22 | Pages: 7136

10.3390/jcm12227136 | PMID 38002748 Get It

The optimal detection strategies for effective convalescent immunity after SARS-CoV-2 infection and vaccination remain unclear. The objective of this study was to characterize convalescent immunity targeting the SARS-CoV-2 spike protein using a multiparametric approach. At the beginning of the pandemic, we recruited 30 unvaccinated convalescent donors who had previously been infected with COVID-19 and 7 unexposed asymptomatic controls. Peripheral blood mononuclear cells (PBMCs) were obtained from leukapheresis cones. The humoral immune response was assessed by measuring serum anti-SARS-CoV-2 spike S1 subunit IgG via semiquantitative ELISA, and T-cell immunity against S1 and S2 subunits were studied via IFN-γ enzyme-linked immunosorbent spot (ELISpot) and flow cytometric (FC) activation-induced marker (AIM) assays and the assessment of cytotoxic CD8+ T-cell function (in the subset of HLA-A2-positive patients). No single immunoassay was sufficient in identifying anti-spike convalescent immunity among all patients. There was no consistent correlation between adaptive humoral and cellular anti-spike responses. Our data indicate that the magnitude of anti-spike convalescent humoral and cellular immunity is highly heterogeneous and highlights the need for using multiple assays to comprehensively measure SARS-CoV-2 convalescent immunity. These observations might have implications for COVID-19 surveillance, and the determination of optimal vaccination strategies for emerging variants. Further studies are needed to determine the optimal assessment of adaptive humoral and cellular immunity following SARS-CoV-2 infection, especially in the context of emerging variants and unclear vaccination schedules.
Th17-inducing dendritic cell vaccines stimulate effective CD4 T cell-dependent antitumor immunity in ovarian cancer that overcomes resistance to immune checkpoint blockade
Luo, Yan , Shreeder, Barath , Jenkins, James W. , Lamichhane, Purushottam , Zhou, Kexun , Bahr, Deborah, Kurian, Sophia, Jones, Katherine A. , Daum, Joshua , Dutta, Navnita , Necela, Brian M. , Cannon, Martin J. , Block, Matthew S. , Knutson, Keith L. , Shi, Huashan, Bahr, Deborah A, Daum, Joshua I, Knutson, Keith L. , Jenkins, James William , H, Shi , Jones, Katherine A

Mayo Clinic

Journal for ImmunoTherapy of Cancer | November 2, 2023 | Volume: 11 | Issue: 11 | Pages: e007661

10.1136/jitc-2023-007661 | PMID 37918918 Get It

Background Ovarian cancer (OC), a highly lethal cancer in women, has a 48% 5-year overall survival rate. Prior studies link the presence of IL-17 and Th17 T cells in the tumor microenvironment to improved survival in OC patients. To determine if Th17-inducing vaccines are therapeutically effective in OC, we created a murine model of Th17-inducing dendritic cell (DC) (Th17-DC) vaccination generated by stimulating IL-15 while blocking p38 MAPK in bone marrow-derived DCs, followed by antigen pulsing. Methods ID8 tumor cells were injected intraperitoneally into mice. Mice were treated with Th17-DC or conventional DC (cDC) vaccine alone or with immune checkpoint blockade (ICB). Systemic immunity, tumor associated immunity, tumor size and survival were examined using a variety of experimental strategies. Results Th17-DC vaccines increased Th17 T cells in the tumor microenvironment, reshaped the myeloid microenvironment, and improved mouse survival compared with cDC vaccines. ICB had limited efficacy in OC, but Th17-inducing DC vaccination sensitized it to anti-PD-1 ICB, resulting in durable progression-free survival by overcoming IL-10-mediated resistance. Th17-DC vaccine efficacy, alone or with ICB, was mediated by CD4 T cells, but not CD8 T cells. Conclusions These findings emphasize using biologically relevant immune modifiers, like Th17-DC vaccines, in OC treatment to reshape the tumor microenvironment and enhance clinical responses to ICB therapy.
Proton Craniospinal Irradiation with Immunotherapy in Two Patients with Leptomeningeal Disease from Melanoma
Sener, Uğur , Webb, Mason , Breen, William G. , Neth, Bryan J. , Brown, Paul D. , Mahajan, Anita , Frechette, K.M., Block, Matthew S. , Kottschade, Lisa A. , Montane, Heather N. , Kizilbash, Sani H. , Campian, Jian , Routman, David, Frechette, Kelsey, Neth, Byran J. , Kizilbash, Sani H , Sener, Ugur , Webb, Mason James , Laack, Nadia N. , Routman, David M. , Dudek, Arkadiusz Z. , Markovic, Svetomir N. , McWilliams, Robert R. , Dimou, Anastasios

Mayo Clinic

Journal of Immunotherapy and Precision Oncology | October 15, 2023 | Volume: 7 | Issue: 1 | Pages: 1-6

10.36401/jipo-23-20 | PMID 38327758 Get It

ABSTRACT Introduction Proton craniospinal irradiation (pCSI) is a treatment option for leptomeningeal disease (LMD), which permits whole neuroaxis treatment while minimizing toxicity. Despite this, patients inevitably experience progression. Adding systemic therapy to pCSI may improve outcomes. Methods In this single-institution retrospective case series, we present the feasibility of treatment with pCSI (30Gy, 10 fractions) and an immune checkpoint inhibitor (ICI) in two sequential patients with LMD from melanoma. Results The first patient developed LMD related to BRAF V600E-mutant melanoma after prior ICI and BRAF-targeted therapy. After pCSI with concurrent nivolumab, the addition of relatlimab, and BRAF-targeted therapy, he remained alive 7 months after LMD diagnosis despite central nervous system progression. The second patient developed LMD related to BRAF-wildtype melanoma after up-front ICI. He received pCSI with concurrent ipilimumab and nivolumab, then nivolumab maintenance. Though therapy was held for ICI hepatitis, the patient remained progression-free 5 months after LMD diagnosis. Conclusion Adding an ICI to pCSI is feasible for patients with LMD and demonstrates a tolerable toxicity profile. While prospective evaluation is ultimately warranted, pCSI with ICI may confer survival benefits, even after prior ICI.
Convalescent Adaptive Immunity is Highly Heterogenous after SARS-CoV-2 Infection
Marty, Paige K. , Shah, Maleeha, Keulen, Virginia P. Van , Erskine, Courtney L. , Block, Matthew S. , Escalante, Patricio , Peikert, Tobias, Pathakumari, Balaji , Keulen, Virginia P, Arias-Sanchez, Pedro, Shah, Maleeha, Arias, Pedro

Mayo Clinic

No container title available | August 24, 2023 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3222112/v1 | PMID 37674707 Get It

Abstract Optimal detection strategies for effective convalescent immunity after SARS-CoV-2 infection and vaccination remain unclear. The objective of this study was to characterize convalescent immunity targeting the SARS-CoV-2 spike protein using a multiparametric approach. At the beginning of the pandemic, between April 23, 2020, to May 11, 2020, we recruited 30 COVID-19 unvaccinated convalescent donors and 7 unexposed asymptomatic donors. Peripheral blood mononuclear cells (PBMCs) were obtained from leukapheresis cones. The humoral immune response was assessed by measuring serum anti-SARS-CoV-2 spike S1 subunit IgG semiquantitative ELISA and T cell immunity against S1 and S2 subunits were studied by IFN-γ Enzyme-Linked Immune absorbent Spot (ELISpot), flow cytometric (FC) activation-induced marker (AIM) assays and the assessment of cytotoxic CD8+ T-cell function (in the subset of HLA-A2 positive patients). No single immunoassay was sufficient in identifying anti-spike convalescent immunity among all patients. There was no consistent correlation between adaptive humoral and cellular anti-spike responses. Our data indicate that the magnitude of anti-spike convalescent humoral and cellular immunity is highly heterogeneous and highlights the need for using multiple assays to comprehensively measure SARS-CoV-2 convalescent immunity. These observations might have implications for COVID-19 surveillance, and optimal vaccination strategies for emerging variants. Further studies are needed to determine the optimal assessment of adaptive humoral and cellular immunity following SARS-CoV-2 infection, especially in the context of emerging variants and unclear vaccination schedules.
The role of natural language processing techniques versus conventional methods to gain ICI safety insights from unstructured EHR data.
Block, Matthew S. , Barman, Hannah , Venkateswaran, Sriram, Santo, Antonio Giuseppe Del, Yoo, Unice, Silvert, Eli , Chandler, G. Scott , Wagner, Tyler , Mohindra, Rajat, Venkateswaran, Sriram, Mohindra, Rajat

Mayo Clinic

JCO Global Oncology | August 3, 2023 | Volume: 9 | Issue: Supplement_1 | Pages: 136-136

10.1200/go.2023.9.supplement_1.136 Get It

136 Background: Studies using International Classification of Diseases (ICD) codes have aimed to characterize the safety profile of cancer therapies in the Real-World Data setting, but this approach has limitations including an inability to illustrate patient journey and offer insights into drug-Adverse Event (AE) causality. Using data from a cohort of ~9000 patients treated with immune checkpoint inhibitors (ICI) at Mayo Clinic, we recently demonstrated the feasibility of applying Augmented Curation (AC), a natural language processing (NLP)-based innovation, on unstructured electronic health record (EHR) data to detect and characterize immune related AEs (irAEs). While the ability to identify and extract clinical details from EHRs has been previously demonstrated, our approach focuses on applying these techniques to identify implied textual causality of drug-event pairs. This study aims to build upon our prior findings and compare the accuracy, speed, and resource savings enabled by AC analysis versus manual review of patient notes. Methods: We compared the prevalence of adrenal insufficiency, colitis, and hypophysitis (A.C.H) among ICI patients at Mayo Clinic using ICD codes and AC which leverages SciBERT to perform scientific NLP tasks. AC models trained to identify drug-adverse event relationships were used to assess irAEs and subsequent treatments and demonstrated strong performance with F1 scores of 0.85. Manual curation of relevant clinical data, i.e. medications and adverse events, was employed to create a “gold standard” A.C.H. cohort. Time required for manual review compared to AC was documented for overall comparison. Corticosteroid/immunosuppressant use and ICI discontinuations were used as proxies of severity. Results: In our cohort, 540 unique patients experienced at least one of the A.C.H. irAEs. A.C.H patients were found to receive corticosteroids for their respective irAE 79% of the time and discontinued the ICI due to the irAE 7.7% of the time. 6.1% of Colitis patients were treated with a 2L immunosuppressant. Similar to the previous study, AC showed higher sensitivity, PPV and NPV compared to ICD codes alone within the A.C.H. cohort. Sentence extraction and entity classification using AC models on all 9,000-patients took ~10 minutes, whereas manual review of this cohort would take roughly 9 weeks (~10 minutes per patient). Conclusions: The results from this study reinforce that AC models are a valuable tool to comprehensively extract information and to impute relationships between entities, such as therapies and AEs. The AC models demonstrated better accuracy at a much greater speed compared to manual review of patient EHRs. Leveraging AC models provides the ability to manipulate unstructured clinical text married to structured EHR data at scale while minimizing need for manual curation.
Intralesional therapy, limb infusion/perfusion, and immune checkpoint inhibitors as first-line therapy in surgically unresectable melanoma in-transit metastases.
DePalo, Danielle K. , Naqvi, Syeda Mahrukh Hussnain , Ollila, David W. , Block, Matthew S. , Duncan, Zoey , Anderson, Matilda, Vetto, John T. , Saw, Robyn P.M. , Lo, Serigne , Akkooi, Alexander Christopher Jonathan Van, Akkooi, Alexander C. J. van , Lo, Serigne N , Hieken, Tina J. , Houdt, Winan J. van , Wouters, Michel W.J.M. , Asher, Nethanel , Broman, Kristy K. , Gyorki, David E. , Hui, Jane Yuet Ching , Kim, Youngchul , Bagge, Roger Olofsson , Zager, Jonathan S.

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 9574-9574

10.1200/jco.2023.41.16_suppl.9574 Get It

9574 Background: Surgery remains the gold standard for resectable melanoma in-transit metastases (ITM). Unresectable ITM is a heterogenous disease with multiple treatment (tx) options including systemic therapies such as immune checkpoint inhibitors (ICI), regional therapies such as isolated limb infusion or perfusion (ILI/P), and intratumoral therapies such as talimogene laherparepvec (IT). Until now, there has been no direct comparison of these first-line tx for unresectable ITM. Methods: A retrospective chart review of patients (pts) with ITM treated first-line with IT, ILI/P, or ICI was performed at 11 institutions. Pts with unresectable ITM, synchronous nodal or distant metastatic disease were excluded. Results: 560 pts (54% women) were identified, 86 received IT, 353 received ILI/P, and 121 received ICI from 1990-2022. ICI pts were youngest, IT pts were oldest (p<0.001). Limb was the most common site of ITM. There was no difference in largest ITM size, but number of lesions (burden of disease (BOD)) was highest in ILI/P pts and lowest in IT pts (p=0.003). Toxicity (tox) requiring <90 days (p<0.001) or > 90 days (p=0.034) of pharmacologic tx as well as tox requiring hospitalization (p<0.001) was greatest in ICI pts. Lymphedema was more likely in ILI/P pts (p=0.016). Median follow-up was much longer for ILI/P pts at 8.0 yrs compared to 2.5 yrs for IT pts and 3.1 yrs for ICI pts. Overall response rate (ORR) was 82.2% in ILI/P pts, significantly higher than IT (72.1%, p=0.047) or ICI pts (63.6%, p<0.001). Overall survival was similar between modalities (p=0.167); however, ILI/P pts had worse progression-free survival (PFS) (p<0.0001) and melanoma-specific survival (MSS) (p=0.003). On multivariable analysis of MSS by number of ITM present, MSS remained worst if ILI/P was used for low BOD, ≤3 ITM (p=0.005), but no difference was seen between tx modalities for higher BOD, >3 ITM (p=0.211). Conclusions: ICI was used more often in younger pts with less BOD, IT in older pts with less BOD, and ILI/P in older pts with high BOD. Short and long-term tox was greater in ICI. ILI/P had the best ORR, but ICI and IT resulted in greater overall MSS. Multidisciplinary consideration of risks and benefits of each modality should guide ITM tx selection. [Table: see text]