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1132 citation(s) found for "Qu, Yan-Ni".

Second primary B-ALL after exposure to lenalidomide for multiple myeloma: A US multicenter study.
Shaw, Gene R., Cook, James R. , Monaghan, Sara A. , Abeykoon, Jithma P. , Rubinstein, Sam , Coombs, Catherine C. , Kumar, Shaji , Lakshman, Arjun , Jensen, Jeffrey L. , Chakraborty, Rajshekhar , Jevremović, Dragan , Shi, Min Yan , Parrondo, Ricardo D , Bergsagel, P. Leif , Agha, Mounzer , Ito, Sawa , Shah, Meera , Advani, Anjali S. , Baughn, Linda B.

Journal of Clinical Oncology | June 10, 2024 | Volume: 42 | Issue: 16_suppl | Pages: 7533-7533

10.1200/jco.2024.42.16_suppl.7533 Get It

7533 Background: Maintenance treatment (rx) with lenalidomide (R) improves overall survival (OS) in multiple myeloma (MM). We report a retrospective cohort of patients (pts) with second primary B-cell acute lymphoblastic leukemia (ALL) diagnosed after R-rx for MM. Methods: We included pts who were exposed to at least 1 yr of R for MM rx prior to ALL dx. After approval by institutional review board, data were collected by chart review at participating centers using Redcap. OS was the primary endpoint. We used BlueSky statistics v10.3.1 for analysis. Results: Analysis included 33 ALL pts diagnosed from 2014-2022 at 7 sites. 52% pts were female. Median follow up was 9.6 yrs (95%CI,7.6-11.8) from MM dx and 3.2 yrs (CI, 2.1-4.7) from ALL dx. Pt characteristics at MM dx are given in Table. Induction rx included: proteasome inhibitor (PI) +immunomodulatory drug (IMiD) (43%), PI+alkylator (24%), IMiD (18%) & others (15%). 50% pts received autologous stem cell transplantation (ASCT). Median OS from MM dx was 11.2 yrs (CI, 8.9-NR). Time from MM dx and initial R rx to ALL dx were 5.0 yrs (range, 2.4-18.5) and 4.4 yrs (2.2-10.6) respectively. Median duration of R exposure before ALL dx was 3.8 yrs (1.6-10.4). Table shows characteristics of pts at B-ALL dx and genetic classification based on karyotyping (n=30), ALL FISH (n=28), chromosomal microarray (n=5) and next-generation sequencing (n=5). 31 pts received ALL-directed rx while 1 pt was initially managed with close observation as the pt attained CR on stopping R ( Lakshman et al; ASH 2019 ). Rx was unknown in 1 pt. Initial rx included: hyper-CVAD+/- rituximab- 49%, pediatric inspired protocols-18%, reduced intensity rx for frail pts- 21% and others- 12%. Response to first line rx were: CR- 56%, CRi- 28%, induction failure- 16%. 32% pts attained measurable residual disease (MRD) negativity. 48% pts underwent SCT for ALL. 14 pts died during follow up. 3-yr OS from ALL-dx was 50% (CI, 33%-76%). 3 pts required rx for MM after ALL diagnosis (2 had allo-SCT for ALL before MM relapse). Conclusions: Most pts had standard risk MM and were exposed to R for several years prior to dx of B-ALL, characterized by high incidence of hypodiploid karyotype; IKZF1 loss and TP53 deletions/mutations were detected in a subset of pts.MRD-adapted timely discontinuation of R in standard risk MM may decrease risk of second primary ALL. [Table: see text]
Upstream regulation of neurotransmitter signaling genes in metastatic colorectal cancer (mCRC) patients: Data from CALGB/SWOG 80405 trial (Alliance) and MONSTAR-SCREEN-2.
Millstein, Joshua , Yang, Yan , Algaze, Sandra, Ashouri, Karam , Mittal, Pooja, Torres‐Gonzalez, Lesly , Zhang, Wu, Höchster, Howard S. , Innocenti, Federico , Hashimoto, Tadayoshi , Lenz, Heinz‐Josef , Battaglin, Francesca , Soni, Shivani , Algaze, Sandra , Mittal, Pooja , Ou, Fang‐Shu , Venook, Alan P. , Mumenthaler, Shannon M. , Fujisawa, Takao , Nakamura, Yoshiaki , Bando, Hideaki , Yoshino, Takayuki

Journal of Clinical Oncology | June 4, 2024 | Volume: 42 | Issue: 16_suppl | Pages: 3523-3523

10.1200/jco.2024.42.16_suppl.3523 Get It

3523 Background: Evidence suggests neurotransmitter signaling may play a crucial role in tumorigenesis of gastrointestinal (GI) cancers, including migration, proliferation, and apoptosis, as well as angiogenesis and the microenvironment. We developed and applied a strategy to identify upstream regulators of neurotransmitters and their associations with patient outcomes. Methods: Prior literature yielded 85 neurotransmitter signaling genes mapped to RNA-seq gene expression in tumor tissue from 545 patients with mCRC enrolled in the phase III CALGB/SWOG 80405 trial. These samples were also sequenced by FoundationOne CDx for DNA damage. Using Cox proportional hazards regression, we identified a subset of CDx genes associated with overall survival (OS) or progression-free survival (PFS). We extended the Causal Inference Test (CIT) for time-to-event data and identified a subset of the 85 signaling genes consistent with mediation of DNA mutation effects on OS and PFS. Another CIT analysis identified potential upstream neurotransmitter regulators, gene expression mediators of mutation effects on the signaling genes. Top genes were then assessed in whole-transcriptome sequencing (WTS) expression data with Caris MI profile collected from 398 patients with advanced CRC enrolled in the MONSTAR-SCREEN-2 trial. Results: At the 0.05 alpha level, we identified 20 signaling genes with gene expression associated with PFS and/or OS, and 68 genes with evidence of DNA mutations associated with PFS and/or OS. False discovery rate (FDR) < 0.05 was applied to filter the 56,674 expression features on PFS and OS associations, yielding 173 unique genes as possible mediators. The CIT yielded 53 putative mediators at FDR < 0.05, suggesting upstream regulation of neurotransmitter signaling. Five genes were identified as targeting at least 8 signaling genes each, PIGU, ANO9, LY6G6D, and GPR160, and FSCN1, where the first 4 are favorable and only FSCN1 is a poorer prognostic. Following up on these 5 genes in MONSTAR-SCREEN-2 by dichotomizing at the median value of WTS expression, 3 were nominally associated with OS, PIGU ( P = 0.050; HR, 0.59; 95%CI, 0.34-1.00), ANO9( P = 0.029; HR, 0.55; 95%CI, 0.32-0.95), LY6G6D( P = 0.0024; HR, 0.44; 95%CI, 0.25-0.76), and FSCN1 was suggestive ( P = 0.079; HR, 1.62; 95%CI, 0.94-2.77), with direction of effects in agreement with 80405 results for all four. Conclusions: Our novel approach identified previously unknown upstream regulators of neurotransmitter signaling associated with treatment outcomes in mCRC. PIGU, FSCN1, and LY6G6D have been suggested in prior literature as targets for CRC and ANO9 has been suggested as a target for GI cancer. These results bolster the strategy of using mediation analysis with large-scale molecular data to identify new therapeutic targets in CRC. NCT00265850.
Efficacy and toxicity of BRAF targeted therapy in elderly patients with melanoma.
Markovic, Svetomir, Kottschade, Lisa A. , Montane, Heather N. , Yan, Yiyi , Tan, Winston, Dronca, Roxana , Seetharam, ­Mahesh , Chen, Ruqin , Block, Matthew S. , Stoff, Ronen , McWilliams, Robert R. , Dimou, Anastasios , Dudek, Arkadiusz Z.

Journal of Clinical Oncology | June 3, 2024 | Volume: 42 | Issue: 16_suppl | Pages: e23270-e23270

10.1200/jco.2024.42.16_suppl.e23270 Get It

e23270 Background: Melanoma is the most lethal form of skin cancer which have seen drastic improvement in patient survival over the last decade. BRAF is the most common driver mutation in melanoma, seen in ≈50% of all patients (≈30% of patients > 65). The use of BRAF & MEK inhibitors yields high response rates, though it is limited by toxicity and development of acquired resistance. Acknowledging these limitations, we aimed at assessing the efficacy and toxicity of these agents in melanoma patients > 65. Methods: We identified electronic medical records of all melanoma patients > 65 that were treated with BRAF & MEK inhibitors at our institution over the years 2017-2023. Data was retrospectively collected including demographics, disease characteristics, treatment given, response patterns and toxicity. Results: 106 patients were identified. The median age was 71 (65-89), 55% were males. The median follow up was 28.9 months. 32 (30%) patients were treated at first line, 58 (55%) at second line and 16 (15%) at third line. 88 (83%) evaluable patients received treatment for unresectable/metastatic disease of which 84% had an objective response (60% partial response, 24% complete response). Response rate (RR) was 82%, 85% and 87% for first, second and third line respectively. RR was 86% for patients with an increased serum lactate dehydrogenase. 33% of patients had active central nervous system (CNS) metastases at treatment initiation, for whom the systemic RR was 80% and the CNS RR was 39%. The median progression free survival (PFS) was 7.9 months, with a PFS of 6, 8.3 and 13.4 months for first, second and third line respectively. The median PFS was 5.7 months for patients with active CNS disease. The median overall survival (OS) from treatment initiation was 15.7 months (12.5, 14.5, 31.9 for first, second & third line respectively). The median OS for patients with CNS disease was 9.8 months. 16 patients were treated in the adjuvant setting, of which 6 (37%) finished treatment as planned, 3 stopped due to disease progression (19%) and 6 stopped due to toxicity (37%). 88% of patients experienced adverse events (AEs) of any grade, with 27% having grade 3-4 toxicity. There were no grade 5 toxicities reported. 36% of patients experienced one AE, while 52% experienced two or more. 21% of patients stopped treatment due to toxicity, 28% needed a dose reduction and 20% changed to different BRAF/MEK inhibitors. 10% of patients needed systemic corticosteroids to treat AEs. The most common toxicities seen were fever (30%), fatigue (30%), skin rash (22%), elevated liver function tests (20%), arthralgia/myalgia (15%), nausea (14%) and diarrhea (11%). 7% had decrease in cardiac ejection fraction with one grade 3 leading to treatment discontinuation. Conclusions: Treatment with BRAF & MEK inhibitors is challenging in older patients, with a high prevalence of toxicity leading to treatment modifications and discontinuation. Efficacy seems to be the same as in the general population.
Efficacy and toxicity of KIT targeted therapy in elderly patients with melanoma.
Markovic, Svetomir, Yan, Yiyi , Tan, Winston , Seetharam, ­Mahesh , Block, Matthew S. , Stoff, Ronen , McWilliams, Robert R.

Journal of Clinical Oncology | June 3, 2024 | Volume: 42 | Issue: 16_suppl | Pages: e23269-e23269

10.1200/jco.2024.42.16_suppl.e23269 Get It

e23269 Background: Most cases of malignant melanoma are cutaneous, with ≈50% having a BRAF driver mutation that predicts response to MAPK pathway inhibitors. A small minority of melanoma cases harbor an activating KIT mutation, most notably in mucosal and acral melanomas (15-20%) and occasionally in those arising from chronic sun-damaged skin (2-3%). Only about a third of KIT mutated melanomas respond to targeted therapy with Imatinib, yet data is scarce and limited, especially in older patients. We sought to characterize the efficacy and toxicity of Imatinib in KIT-mutated melanoma patients over 65. Methods: We identified electronic medical records of patients over 65 that were treated with Imatinib for KIT mutated melanoma at our institution over the years 2017-2023. Data was retrospectively collected including demographics, disease characteristics, response patterns and toxicity. Results: 10 patients were identified, 50% were males. The median age at treatment initiation was 75 years (71-100). 3 patients had cutaneous primary, 3 had Vulvar/vaginal primary, 3 had acral primary and 1 had anal canal primary. All patients had normal Lactate dehydrogenase at treatment initiation and ECOG performance status was 0-2 (median 0). 9 patients received Imatinib for stage IV disease with an overall response rate (ORR) of 55% (44% partial response, 11% complete response). Median duration of response was 4 months. Responses were seen in acral melanoma (67%), vulvar/vaginal melanoma (67%) and cutaneous melanoma (33%). Median Progression free survival was 4.3 months (1.8-44), median overall survival from treatment initiation was 22.6 months (4-64). 6 patients were treated as 2nd line with an ORR of 67% and 3 were treated as 3rd line with an ORR of 33%. There was one patient with M1d disease who did not respond to treatment either systematically or intracranially. 6 patients had Exon 11 mutations (V560D/G/E, N564S and L576P) of which 4 responded (67%). 2 had Exon 17 mutations (N822C/K) of which 1 responded (50%) and the 2 others had an Exon 14 (F681I) and Exon 13 (K642E) mutation that did not respond to treatment at all. Toxicity was moderate with 90% of patients experiencing any grade AE, yet only 1 experienced toxicity requiring dose interruption with two Grade 3 toxicities - Pneumonitis and decreased neutrophil count, leading to temporary treatment interruption, dose reduction and a course of corticosteroids. The rest of the patients experienced only Grade 1-2 toxicity. 4 patients needed dose reductions, there were no treatment discontinuations due to toxicity. Conclusions: Treatment with Imatinib for elderly KIT mutated melanoma patients is safe and well tolerated with no treatment discontinuations recorded. The response rate is encouraging yet seems to vary according to the KIT mutation present as previously reported. The duration of response is usually short-lived and alternative/combination treatments are still needed for this patient population.
Transient Nucleus-to-Cilium Microtubule Assemblies Initiate Senescence in Stressed Renal Epithelial Cells
Robichaud, Jielu Hao, He, Kai , Ling, Kun , Hu, Jinghua , Hao, Jielu , Zhang, Yingyi , Chen, Chuan , Huang, Yan , Dong, Zheng

Journal of the American Society of Nephrology | May 18, 2024 | Volume: 34 | Issue: 11S | Pages: 449-449

10.1681/asn.20233411s1449a Get It

Ventilatory Assistance Before Umbilical Cord Clamping in Extremely Preterm Infants
Petroni, Gina R. , Varhegyi, Nikole, Strand, Marya L. , Josephsen, Justin , Niermeyer, Susan , Barry, James S. , Fang, Jennifer L. , Thomas, Sumesh , Kane, Andrea F., Byrne, Bobbi J., Underwood, Mark A. , Poulain, Francis R., Law, Brenda Hiu Yan , Gorman, Terri, Leone, Tina A. , Bulas, Dorothy , Epelman, Mónica , Chisholm, Christian A., Kattwinkel, John, Duda, Gina M, Thielen, Monika, Liedl, Lavonne M., Amsbaugh, Amy, Lamprecht, Amy, Berlinski, Carolyn S, Johnson, Jacque-Lynne F, Irvine, Leigh , Ciorogariu-Ivan, Anna-Maria, Pesavento, Rosa R, Fray, Caroline , Athaide, Melba, Fairchild, Karen D. , Warren, Jamie B. , Rincon, Monica P. , Travers, Colm P. , Carlo, Waldemar A. , Kline‐Fath, Beth M. , Hawkins, Melissa, Ciorogariu‐Ivan, Anna‐Maria

JAMA Network Open | May 17, 2024 | Volume: 7 | Issue: 5 | Pages: e2411140

10.1001/jamanetworkopen.2024.11140 | PMID 38758557 Get It

ImportanceProviding assisted ventilation during delayed umbilical cord clamping may improve outcomes for extremely preterm infants.ObjectiveTo determine whether assisted ventilation in extremely preterm infants (23 0/7 to 28 6/7 weeks’ gestational age [GA]) followed by cord clamping reduces intraventricular hemorrhage (IVH) or early death.Design, Setting, and ParticipantsThis phase 3, 1:1, parallel-stratified randomized clinical trial conducted at 12 perinatal centers across the US and Canada from September 2, 2016, through February 21, 2023, assessed IVH and early death outcomes of extremely preterm infants randomized to receive 120 seconds of assisted ventilation followed by cord clamping vs delayed cord clamping for 30 to 60 seconds with ventilatory assistance afterward. Two analysis cohorts, not breathing well and breathing well, were specified a priori based on assessment of breathing 30 seconds after birth.InterventionAfter birth, all infants received stimulation and suctioning if needed. From 30 to 120 seconds, infants randomized to the intervention received continuous positive airway pressure if breathing well or positive-pressure ventilation if not, with cord clamping at 120 seconds. Control infants received 30 to 60 seconds of delayed cord clamping followed by standard resuscitation.Main Outcomes and MeasuresThe primary outcome was any grade IVH on head ultrasonography or death before day 7. Interpretation by site radiologists was confirmed by independent radiologists, all masked to study group. To estimate the association between study group and outcome, data were analyzed using the stratified Cochran-Mantel-Haenszel test for relative risk (RR), with associations summarized by point estimates and 95% CIs.ResultsOf 1110 women who consented to participate, 548 were randomized and delivered infants at GA less than 29 weeks. A total of 570 eligible infants were enrolled (median [IQR] GA, 26.6 [24.9-27.7] weeks; 297 male [52.1%]). Intraventricular hemorrhage or death occurred in 34.9% (97 of 278) of infants in the intervention group and 32.5% (95 of 292) in the control group (adjusted RR, 1.02; 95% CI, 0.81-1.27). In the prespecified not-breathing-well cohort (47.5% [271 of 570]; median [IQR] GA, 26.0 [24.7-27.4] weeks; 152 male [56.1%]), IVH or death occurred in 38.7% (58 of 150) of infants in the intervention group and 43.0% (52 of 121) in the control group (RR, 0.91; 95% CI, 0.68-1.21). There was no evidence of differences in death, severe brain injury, or major morbidities between the intervention and control groups in either breathing cohort.Conclusions and RelevanceThis study did not show that providing assisted ventilation before cord clamping in extremely preterm infants reduces IVH or early death. Additional study around the feasibility, safety, and efficacy of assisted ventilation before cord clamping may provide additional insight.Trial RegistrationClinicalTrials.gov Identifier: NCT02742454
Comprehensive profiling of cancer neoantigens from aberrant RNA splicing
Wickland, Daniel P. , McNinch, Colton, Jessen, Erik , Necela, Brian M. , Shreeder, Barath , Knutson, Keith L. , Asmann, Yan W. , Knutson, Keith L. , Lin, Yi

Journal for ImmunoTherapy of Cancer | May 16, 2024 | Volume: 12 | Issue: 5 | Pages: e008988

10.1136/jitc-2024-008988 | PMID 38754917 Get It

Background Cancer neoantigens arise from protein-altering somatic mutations in tumor and rank among the most promising next-generation immuno-oncology agents when used in combination with immune checkpoint inhibitors. We previously developed a computational framework, REAL-neo, for identification, quality control, and prioritization of both class-I and class-II human leucocyte antigen (HLA)-presented neoantigens resulting from somatic single-nucleotide mutations, small insertions and deletions, and gene fusions. In this study, we developed a new module, SPLICE-neo, to identify neoantigens from aberrant RNA transcripts from two distinct sources: (1) DNA mutations within splice sites and (2) de novo RNA aberrant splicings. Methods First, SPLICE-neo was used to profile all DNA splice-site mutations in 11,892 tumors from The Cancer Genome Atlas (TCGA) and identified 11 profiles of splicing donor or acceptor site gains or losses. Transcript isoforms resulting from the top seven most frequent profiles were computed using novel logic models. Second, SPLICE-neo identified de novo RNA splicing events using RNA sequencing reads mapped to novel exon junctions from either single, double, or multiple exon-skipping events. The aberrant transcripts from both sources were then ranked based on isoform expression levels and z-scores assuming that individual aberrant splicing events are rare. Finally, top-ranked novel isoforms were translated into protein, and the resulting neoepitopes were evaluated for neoantigen potential using REAL-neo. The top splicing neoantigen candidates binding to HLA-A*02:01 were validated using in vitro T2 binding assays. Results We identified abundant splicing neoantigens in four representative TCGA cancers: BRCA, LUAD, LUSC, and LIHC. In addition to their substantial contribution to neoantigen load, several splicing neoantigens were potent tumor antigens with stronger bindings to HLA compared with the positive control of antigens from influenza virus. Conclusions SPLICE-neo is the first tool to comprehensively identify and prioritize splicing neoantigens from both DNA splice-site mutations and de novo RNA aberrant splicings. There are two major advances of SPLICE-neo. First, we developed novel logic models that assemble and prioritize full-length aberrant transcripts from DNA splice-site mutations. Second, SPLICE-neo can identify exon-skipping events involving more than two exons, which account for a quarter to one-third of all skipping events.
Clostridioides Difficile: A Concise Review of Best Practices and Updates
Yakout, Abdelrahman , Bi, Yan , Harris, Dana M. , Harris, Dana M

Journal of Primary Care & Community Health | May 10, 2024 | Volume: 15 | Issue: No issue available | Pages: No page available

10.1177/21501319241249645 | PMID 38726585 Get It

Clostridioides difficile infection (CDI) is one of the most common and severe nosocomial infections worldwide. It can also affect healthy individuals in the community. The incidence of CDI has been on the rise globally for the past decade, necessitating a proactive approach to combat its spread; new strategies are being developed to enhance diagnostic accuracy and optimize treatment outcomes. Implementing the 2-step testing has increased diagnostic specificity, reducing the usage of CD-specific antibiotics with no concomitant increase in surgical complication rates. In 2021, the Infectious Diseases Society of America/Society for Healthcare Epidemiology of America (IDSA/SHEA) shifted its preference for initial treatment to fidaxomicin over vancomycin and metronidazole due to its lower recurrence rate. It also prioritized fidaxomicin for the treatment of recurrent CDI. There are new developments on the frontiers of fecal microbiota therapies, with RBX2660 and SER-109 approved recently by the FDA for prevention, with other microbiome-based therapies in various development and clinical trials. This review offers providers an updated and practical guide for CDI management.
Use of Deep Learning to Evaluate Tumor Microenvironmental Features for Prediction of Colon Cancer Recurrence
Sinicrope, Frank A. , Nelson, Garth D. , Saberzadeh-Ardestani, Bahar , Segovia, Diana I. , Graham, Rondell P. , Wu, Christina , Shivji, Sameer , Savage, Paul , Buchanan, Daniel D. , Phipps, Amanda I. , Swallow, Carol J. , Gallinger, Steven , Grant, Robert C. , Pai, Reetesh K. , Sinicrope, Stephen N. , Yan, Dongyao , Shanmugam, Kandavel , Conner, James , Cyr, David P. , Kirsch, Richard , Banerjee, Imon , Alberts, Steve R., Pai, Rish K. , Hagen, Catherine E , Shivji, Sameer , Savage, Paul , Buchanan, Daniel D , Jenkins, Mark A , Phipps, Amanda I , Swallow, Carol , Marchand, Loïc Le , Gallinger, Steven , Grant, Robert C , Pai, Reetesh K , Sinicrope, Stephen N , Yan, Dongyao , Shanmugam, Kandavel , Conner, James , Cyr, David P , Kirsch, Richard , Banerjee, Imon , Alberts, Steven R , Shi, Qian , Pai, R K , Graham, Rondell P , Sinicrope, Frank A , Wu, Christina , Hagen, Catherine E. , Jenkins, Mark A. , Marchand, Loı̈c Le , Alberts, Steven R. , Shi, Qian

Cancer Research Communications | May 6, 2024 | Volume: 4 | Issue: 5 | Pages: 1344-1350

10.1158/2767-9764.crc-24-0031 | PMID 38709069 Get It

Abstract Deep learning may detect biologically important signals embedded in tumor morphologic features that confer distinct prognoses. Tumor morphologic features were quantified to enhance patient risk stratification within DNA mismatch repair (MMR) groups using deep learning. Using a quantitative segmentation algorithm (QuantCRC) that identifies 15 distinct morphologic features, we analyzed 402 resected stage III colon carcinomas [191 deficient (d)-MMR; 189 proficient (p)-MMR] from participants in a phase III trial of FOLFOX-based adjuvant chemotherapy. Results were validated in an independent cohort (176 d-MMR; 1,094 p-MMR). Association of morphologic features with clinicopathologic variables, MMR, KRAS, BRAFV600E, and time-to-recurrence (TTR) was determined. Multivariable Cox proportional hazards models were developed to predict TTR. Tumor morphologic features differed significantly by MMR status. Cancers with p-MMR had more immature desmoplastic stroma. Tumors with d-MMR had increased inflammatory stroma, epithelial tumor-infiltrating lymphocytes (TIL), high-grade histology, mucin, and signet ring cells. Stromal subtype did not differ by BRAFV600E or KRAS status. In p-MMR tumors, multivariable analysis identified tumor-stroma ratio (TSR) as the strongest feature associated with TTR [HRadj 2.02; 95% confidence interval (CI), 1.14–3.57; P = 0.018; 3-year recurrence: 40.2% vs. 20.4%; Q1 vs. Q2–4]. Among d-MMR tumors, extent of inflammatory stroma (continuous HRadj 0.98; 95% CI, 0.96–0.99; P = 0.028; 3-year recurrence: 13.3% vs. 33.4%, Q4 vs. Q1) and N stage were the most robust prognostically. Association of TSR with TTR was independently validated. In conclusion, QuantCRC can quantify morphologic differences within MMR groups in routine tumor sections to determine their relative contributions to patient prognosis, and may elucidate relevant pathophysiologic mechanisms driving prognosis. Significance: A deep learning algorithm can quantify tumor morphologic features that may reflect underlying mechanisms driving prognosis within MMR groups. TSR was the most robust morphologic feature associated with TTR in p-MMR colon cancers. Extent of inflammatory stroma and N stage were the strongest prognostic features in d-MMR tumors. TIL density was not independently prognostic in either MMR group.