Abstract:While current lymphoma therapies induce remission in most dogs, drug-resistant relapse is common, creating a need for novel agents. Rabacfosadine (RAB), a double prodrug of the acyclic nucleotide phosphonate 9-(2-phosphonylmethoxyethel) guanine (PMEG), preferentially targets lymphoma cells with reduced systemic toxicity compared with PMEG. Previous studies evaluating RAB administered every 21 days have suggested efficacy in both naïve and relapsed subjects; however, no large studies of RAB as a single agent ha… Show more
“…Patients treated with rabacfosadine in our study were also more likely to have stage 4 or higher disease (36% vs 19%‐24% in other treatment cohorts; Table 1). This prevalence of high‐stage disease in our rabacfosadine cohort translated to a positive response rate lower than that reported in clinical trials (54% vs 74%‐87%) 6,9 …”
Section: Discussionmentioning
confidence: 68%
“…We modelled in vivo drug responses to five common chemotherapeutic agents that have direct cytotoxic effects in canine lymphoma cells: doxorubicin, vincristine, cyclophosphamide, lomustine, and rabacfosadine 1,6 . Model performance was evaluated with a variety of measures, including ROC‐AUC, representing a model's ability to discriminate between positive and negative responses; Brier score, a proper scoring function that represents the error between probabilistic predictions and actual outcomes; and Brier skill score, which compares the Brier score for a drug response model to the prevalence of positive responses in our data set.…”
Section: Discussionmentioning
confidence: 99%
“…Treatment regimens typically combine cyclophosphamide, doxorubicin, vincristine, and prednisone—collectively known as CHOP—which results in a clinical remission rate of 73% to 96% and overall survival time of 275 to 344 days for high‐grade lymphomas 4,5 . Recently, a novel antineoplastic drug called rabacfosadine (TANOVEA‐CA1) has also become available; an overall response rate of 87% and median progression free interval of 122 days were reported for naïve canine multicentric lymphoma treated with single agent rabacfosadine 6 . With the failure of first‐line protocols or relapse, rescue treatments are considered, with lomustine being a key component of many rescue protocols 7,8 .…”
We report a precision medicine platform that evaluates the probability of chemotherapy drug efficacy for canine lymphoma by combining ex vivo chemosensitivity and immunophenotyping assays with computational modelling. We isolated live cancer cells from fresh fine needle aspirates of affected lymph nodes and collected post‐treatment clinical responses in 261 canine lymphoma patients scheduled to receive at least 1 of 5 common chemotherapy agents (doxorubicin, vincristine, cyclophosphamide, lomustine and rabacfosadine). We used flow cytometry analysis for immunophenotyping and ex vivo chemosensitivity testing. For each drug, 70% of treated patients were randomly selected to train a random forest model to predict the probability of positive Veterinary Cooperative Oncology Group (VCOG) clinical response based on input variables including antigen expression profiles and treatment sensitivity readouts for each patient's cancer cells. The remaining 30% of patients were used to test model performance. Most models showed a test set ROC‐AUC > 0.65, and all models had overall ROC‐AUC > 0.95. Predicted response scores significantly distinguished (P < .001) positive responses from negative responses in B‐cell and T‐cell disease and newly diagnosed and relapsed patients. Patient groups with predicted response scores >50% showed a statistically significant reduction (log‐rank P < .05) in time to complete response when compared to the groups with scores <50%. The computational models developed in this study enabled the conversion of ex vivo cell‐based chemosensitivity assay results into a predicted probability of in vivo therapeutic efficacy, which may help improve treatment outcomes of individual canine lymphoma patients by providing predictive estimates of positive treatment response.
“…Patients treated with rabacfosadine in our study were also more likely to have stage 4 or higher disease (36% vs 19%‐24% in other treatment cohorts; Table 1). This prevalence of high‐stage disease in our rabacfosadine cohort translated to a positive response rate lower than that reported in clinical trials (54% vs 74%‐87%) 6,9 …”
Section: Discussionmentioning
confidence: 68%
“…We modelled in vivo drug responses to five common chemotherapeutic agents that have direct cytotoxic effects in canine lymphoma cells: doxorubicin, vincristine, cyclophosphamide, lomustine, and rabacfosadine 1,6 . Model performance was evaluated with a variety of measures, including ROC‐AUC, representing a model's ability to discriminate between positive and negative responses; Brier score, a proper scoring function that represents the error between probabilistic predictions and actual outcomes; and Brier skill score, which compares the Brier score for a drug response model to the prevalence of positive responses in our data set.…”
Section: Discussionmentioning
confidence: 99%
“…Treatment regimens typically combine cyclophosphamide, doxorubicin, vincristine, and prednisone—collectively known as CHOP—which results in a clinical remission rate of 73% to 96% and overall survival time of 275 to 344 days for high‐grade lymphomas 4,5 . Recently, a novel antineoplastic drug called rabacfosadine (TANOVEA‐CA1) has also become available; an overall response rate of 87% and median progression free interval of 122 days were reported for naïve canine multicentric lymphoma treated with single agent rabacfosadine 6 . With the failure of first‐line protocols or relapse, rescue treatments are considered, with lomustine being a key component of many rescue protocols 7,8 .…”
We report a precision medicine platform that evaluates the probability of chemotherapy drug efficacy for canine lymphoma by combining ex vivo chemosensitivity and immunophenotyping assays with computational modelling. We isolated live cancer cells from fresh fine needle aspirates of affected lymph nodes and collected post‐treatment clinical responses in 261 canine lymphoma patients scheduled to receive at least 1 of 5 common chemotherapy agents (doxorubicin, vincristine, cyclophosphamide, lomustine and rabacfosadine). We used flow cytometry analysis for immunophenotyping and ex vivo chemosensitivity testing. For each drug, 70% of treated patients were randomly selected to train a random forest model to predict the probability of positive Veterinary Cooperative Oncology Group (VCOG) clinical response based on input variables including antigen expression profiles and treatment sensitivity readouts for each patient's cancer cells. The remaining 30% of patients were used to test model performance. Most models showed a test set ROC‐AUC > 0.65, and all models had overall ROC‐AUC > 0.95. Predicted response scores significantly distinguished (P < .001) positive responses from negative responses in B‐cell and T‐cell disease and newly diagnosed and relapsed patients. Patient groups with predicted response scores >50% showed a statistically significant reduction (log‐rank P < .05) in time to complete response when compared to the groups with scores <50%. The computational models developed in this study enabled the conversion of ex vivo cell‐based chemosensitivity assay results into a predicted probability of in vivo therapeutic efficacy, which may help improve treatment outcomes of individual canine lymphoma patients by providing predictive estimates of positive treatment response.
“…The efficacy and safety of rabacfosadine have been reported by several clinical studies in dogs [94] , [95] , [96] , [97] . The clinical efficacy of rabacfosadine was often measured by the overall response rate of dogs experiencing either partial responses or complete responses during the post-treatment period [94] , [95] , [96] , [97] . In the treatment of T-cell lymphoma using the 1 mg/kg dose of rabacfosadine, the clinical efficacy was 47% (8/17) and 50% (2/4) in the treatment-naive and treatment-experienced dogs, respectively ( Fig.…”
Section: Clinical Significance Of 6 Approved Drugsmentioning
confidence: 91%
“… Disease Treatment & Subjects Clinical efficacy* Ref. T-cell lymphoma 1mg/kg Treatment-experienced dogs 50% (2/4) [95] 1mg/kg Treatment-naive dogs 43% (3/7) [95] 1 mg/kg Treatment-naive dogs 50% (5/10) [94] 0.82 mg/kg Treatment-naive dogs 50% (2/4) [94] B-cell lymphoma 1 mg/kg Treatment-experienced dogs 77% (24/31) [96] 0.82 mg/kg Treatment-experienced dogs 69% (11/16) [96] 1 mg/kg Treatment-naive dogs 97% (29/30) [94] 0.82 mg/kg Treatment-naive dogs 100% (11/11) [94] non-Hodgkin's lymphoma 0.66 mg/kg Treatment-naive dogs # 67% (2/3) [97] 0.82 mg/kg Treatment-naive dogs # 50% (2/4) [97] &: A 30-minute intravenous infusion of rabacfosadine was administered once every 3 weeks for 5 doses *: Clinical efficacy was defined by the overall response rate of dogs experiencing either partial responses or complete responses during the post-treatment period. #: Previous treatment was allowable with ≥ three-week washouts from the most recent therapy.…”
Section: Clinical Significance Of 6 Approved Drugsmentioning
Background
Canine peripheral nodal T‐cell lymphoma is considered chemotherapy resistant and carries a relatively poor prognosis. Prospective evaluations reporting the impact of chemotherapy on progression‐free survival (PFS) and overall survival time for dogs with T‐cell lymphoma are lacking. This study examined the impact of L‐CHOP (L‐asparaginase, doxorubicin, cyclophosphamide, vincristine, prednisone) chemotherapy or L‐CHOP in combination with AT‐005, a US Department of Agriculture‐licensed caninised monoclonal antibody, on PFS and response rates in dogs with clinical intermediate‐ and high‐grade peripheral nodal T‐cell lymphoma.
Methods
A prospective, randomised, placebo‐controlled, investigator‐ and owner‐blinded, multicentre study was completed. All dogs received a 19‐week L‐CHOP chemotherapy protocol with randomisation (1:1) into placebo or AT‐005 groups. Response was evaluated via the Veterinary Cooperative Oncology Group criteria for canine lymphoma.
Results
Forty‐nine dogs were enrolled (25 received placebo and 24 received AT‐005). Most demographic factors were similar between the two groups, with the exception that more dogs with stage IV and V disease were treated with AT‐005 (34% vs. 8%;
p
= 0.03). Median PFS was 103 days (95% confidence interval [CI], 56–118) in the placebo group versus 64 days (95% CI, 36–118) in the AT‐005 group. The overall response rate (ORR) for all dogs was 98% (48 of 49); complete response rate in the placebo group (64%) was not different from the AT‐005 group (67%).
Conclusions
To the best of the authors’ knowledge, this is the first prospective study to document that treatment with L‐CHOP chemotherapy, with or without AT‐005, may result in a high ORR, but relatively brief PFS in dogs with clinical intermediate‐ and high‐grade T‐cell lymphoma.
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.