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36 citation(s) found for "Ross, Jeffrey S".

Homozygous Loss of Recombination Repair Genes and Poly ADP-Ribose Polymerase Inhibitor Benefit for Patients With Ovarian Cancer
Konecny, Gottfried, Cohen, Joshua, Colón‐Otero, Gerardo , Danziger, Natalie , Lin, Douglas I. , Li, Gerald , Quintanilha, Julia C.F., Decker, Brennan , Ross, Jeffrey S. , Gearing, Mary, Baker, Kathryn, Scott, Takara, Poyser, Lynette, Vallejos, Paul , Elvin, Julia A. , Cohen, Joshua G. , Konecny, Gottfried E , Cohen, Joshua , Colon-Otero, Gerardo , Danziger, Natalie , Lin, Douglas I , Li, Gerald , Decker, Brennan , Ross, Jeffrey S , Vallejos, Paul , Elvin, Julia A , Graf, Ryon P , Swisher, Elizabeth M. , Quintanilha, Júlia C.F. , Gearing, Mary E., Scott, Takara A., Graf, Ryon P.

Mayo Clinic

JCO Precision Oncology | May 14, 2026 | Volume: 10 | Issue: 5 | Pages: No page available

10.1200/po-25-00763 | PMID 42133897 Get It

PURPOSE We sought to characterize outcome associations of poly ADP-ribose polymerase inhibitors (PARPi) in patients with ovarian cancer (OVCA) whose cancers contain homozygous loss (deletions) of homologous recombination repair (HRR) pathway genes, an alteration class not uniformly reported on clinical testing and not susceptible to acquired resistance via secondary reversion mutations. METHODS This study used US-based deidentified Flatiron Health-Foundation Medicine OVCA Clinico-Genomic Database. Patients with advanced OVCA and genomic profiling by Foundation Medicine were assembled into cohorts evaluating PARPi monotherapy use, and separately, PARPi maintenance therapy use, with outcomes associated with HRR gene alterations: BRCA1 / 2 , PALB2 , RAD51B/C/D , BARD1 , and BRIP1 . RESULTS 1.5% (82/5,404) had HRR gene homozygous loss, with BRCA1 and BRCA2 loss being most common. Among all OVCAs with BRCA1/2 alterations, 7.5% (63/836) were homozygous losses. Most BRCA1 (34/38, 89%) and BRCA2 (18/25, 72%) homozygous losses were intragenic, with breakpoints not spanning entire gene. Maintenance cohort: 22 patients had HRR gene homozygous loss, with strongly improved progression-free survival (PFS) for PARPi versus no PARPi use (HR, 0.06, 95% CI, 0.01 to 0.37). Monotherapy cohort: patients without HRR alterations (n = 198), HRR mutations or rearrangements (n = 93), and HRR homozygous loss (n = 8) had median PFS of 4.9, 10.6, and 25.4 months, and median overall survival of 18.5, 22.5, and 51.8 months, respectively. CONCLUSION We observe durable PARPi effectiveness for patients with OVCA and HRR gene homozygous loss in routine practice. We demonstrate the importance of detecting and reporting homozygous loss in HRR genes, an aspect not standard to all sequencing assays.
Prevalence of treatment-acquired homozygous losses (homozygous deletions) of PTEN from androgen receptor pathway inhibitors (ARPI) in metastatic prostate cancer.
Bose, R., Vento, Joseph , Kase, Adam M. , Berchuck, Jacob E. , Cortez, Eliane, Ross, Jeffrey S., Graf, R., Bilušić, Marijo , Li, Gerald , Danziger, Natalie , Ross, Jeffrey S , Graf, Ryon P.

Mayo Clinic

Journal of Clinical Oncology | March 2, 2026 | Volume: 44 | Issue: 7_suppl | Pages: 27-27

10.1200/jco.2026.44.7_suppl.27 Get It

27 Background: Validated homozygous loss detection is becoming increasingly important in clinical practice, with prostate NCCN guideline inclusion of BRCA1/2 loss (often portending durable PARP inhibitor benefit) and multi-tumor trials of PRMT5 and MAT2A inhibitors ongoing (biomarker: MTAP loss). Homozygous losses are challenging to detect and require intentional NGS assay design and validations. Using an FDA-approved NGS assay, we evaluated the most frequent losses identified in metastatic prostate cancer, evaluated prognostic associations on ARPI, and prevalence before and after ARPI treatments. Methods: This study used the nationwide (US-based) de-identified Flatiron Health-Foundation Medicine Prostate Cancer clinico-genomic database (FH-FMI CGDB), originating from approximately 280 US cancer clinics (~800 sites of care). Patients with metastatic prostate cancer and tissue tumor genomic testing by FoundationOne CDx were eligible for analysis. Alteration prevalence was compared between non-sequential groups of specimens obtained from patients naïve to ADT and ARPI, naïve to ARPI but not ADT, or exposed to any ARPI. Outcome analyses adjusted for: ECOG performance score, age, baseline PSA, and socioeconomic status. To limit immortal time confounding, outcome analyses were restricted to patients with specimens tested prior to initiation of ARPI. Results: 1990 specimens from 1984 unique patients met criteria for assessment. The most common losses and respective ADT & ARPI naïve vs ADT exposed & ARPI-naïve vs ARPI-exposed prevalence were PTEN (17.1% vs 24.8% vs. 33.5%, p < 0.001), FAS (2.4% vs 5.0% vs 5.8%, p = 0.003), BRCA2 (4.2% vs 3.2% vs. 2.8%, p = 0.36), RB1 (1.6% vs 3.0% vs 3.5%, p = 0.062), and TP53 (2.3% vs 2.3% vs 4.4%, p = 0.064). 227 patients had tissue specimens obtained and NGS results reported prior to initiation of ARPI. Sufficient patients with PTEN loss were present for nominal outcome associations, observing less favorable time to next treatment (HR: 1.81, 95%CI: 1.24 – 2.65, p = 0.002) and overall survival (HR: 1.65, 95%CI: 1.02 – 2.65, p = 0.040) from the initiation of ARPI. In the mHSPC (ADT and ARPI naïve) setting, 17.1% had PTEN loss, 32.8% had an HRR gene alteration, and 2.8% had both. Conclusions: Our results are consistent with homozygous losses of certain genes, notably PTEN , potentially being acquired resistance alterations to ARPI. Prostate cancer trials often do not specify timing of specimen acquisition relative to treatment initiation. For trials like IPATential-150 or CAPItello-280 that evaluate AKT inhibitors in post-ARPI setting, patients with PTEN status determined by archival tissue could be false negatives and reduce power of analysis in biomarker(+) group. Our results underscore the importance of clinical context, especially prior treatment exposures, when interpreting biomarker prevalence.
Diabetic striatopathy associated with nonketotic hyperglycemia
Arguinchona, Joseph , Ross, Jeffrey S, Ranasinghe, Tamra , Cook, Curtiss B.

Mayo Clinic

JCEM Case Reports | March 2, 2026 | Volume: 4 | Issue: 6 | Pages: No page available

10.1210/jcemcr/luag075 | PMID 42064722 Get It

Additive clinical utility of tissue biomarkers of microsatellite instability (MSI) status and tumor mutational burden (TMB) to predict immune checkpoint inhibitor (ICI) effectiveness for real-world patients with metastatic castration-resistant prostate can
Elvin, Julia A. , Swami, Umang , McKay, Rana R. , Zhang, Tian , Sayegh, Nicolas , Graf, Ryon P. , Quintanilha, Júlia C.F. , Lin, Douglas I. , Ross, Jeffrey S , Elvin, Julia A , Özay, Zeynep İrem , Bryce, Alan H. , Agarwal, Neeraj

Mayo Clinic

Journal of Clinical Oncology | May 28, 2025 | Volume: 43 | Issue: 16_suppl | Pages: 5064-5064

10.1200/jco.2025.43.16_suppl.5064 Get It

5064 Background: FoundationOneCDx (F1CDx) supports two FDA-approved biomarkers to guide treatment decisions for ICI for patients with mCRPC: MSI status and TMB. MSI-H and TMB-H (10+ mut/MB) have strongly overlapping prevalence. We sought to better characterize ICI outcome associations of TMB-H / non-MSI-H population and relative effectiveness of taxanes & ICI among patients who received these agents in sequence. Methods: Following a prespecified analysis plan, this study used the nationwide (US-based) de-identified Flatiron Health-Foundation Medicine mCRPC clinico-genomic database (FH-FMI CGDB), with data originating from ~280 US cancer clinics (~800 sites of care). Inclusion criteria included patients with mCRPC treated with single-agent anti-PD(L)1 therapy in the FH network between 1/1/2011 - 3/30/2024. This study used the MSI and TMB algorithms from the tissue based F1CDx. Time to next treatment (TTNT) and OS were assessed with Kaplan-Meier plots and in multivariable Cox models adjusted for ECOG performance score, socioeconomic status, prior treatment history, and baseline PSA. Among patients who received taxanes in a prior line of therapy, the effectiveness (TTNT1 vs. TTNT2) of taxane and ICI were compared. Results: Among 2995 prostate cancer tissue specimens in the database, 95 (3.1%) were MSI-H and 142 (4.7%) were TMB-H. 94 (3.1%) were MSI-H & TMB-H, 1 was MSI-H & TMB-L, and 48 (1.6%) were TMB-H & not MSI-H. Among these, 84 patients with mCRPC were treated with ICI and met inclusion criteria, including MSI-H & TMB-H (n = 30), non-MSI-H & TMB-H (n = 8), and non-MSI-H and TMB-L (n = 46). The respective median TTNT on ICI was 8.0 vs. 9.6 vs. 3 months. The respective median OS from initiation of ICI was 10.9 vs. not reached vs. 4.4 months. In multivariable models evaluating ICI only, compared to non-MSI-H & TMB-L, the MSI-H & TMB-H group had more favorable TTNT (HR: 0.20, 95%CI: 0.10 – 0.41, p < 0.001) and OS (HR: 0.33, 95%CI: 0.16 – 0.70, p = 0.004), and the non-MSI-H & TMB-H group also had more favorable TTNT (HR: 0.13, 95%CI: 0.04 – 0.45, p = 0.002) and OS (HR: 0.20, 95%CI: 0.05 – 0.75, p = 0.017). 50 of the 84 (60%) patients treated with ICI had prior mCRPC taxane treatment. Better TTNT2 on subsequent ICI vs. prior taxane was observed for MSI-H (HR: 0.49, 95%CI: 0.23 – 1.01, p = 0.051) and TMB-H (0.54, 95%CI: 0.30 – 0.98, p = 0.044), but the opposite was true for non-MSI-H and TMB-L subgroups, with significant treatment interactions for each (p = 0.0018, p = 0.00052). Conclusions: TMB-H (4.7%) is more prevalent than MSI-H (3.1%) by F1CDx in mCRPC. Non-MSI-H / TMB-H (1.6%) in the routine practice cohort have similar outcome associations on ICI to MSI-H. Both MSI-H and TMB-H by F1CDx are predictive of differential benefit for ICI vs. taxanes in later mCRPC treatment lines.
First Application of a Mixed Porcine–Human Repopulated Bioengineered Liver in a Preclinical Model of Post-Resection Liver Failure
Felgendreff, Philipp , Hosseiniasl, Seyed M. , Minshew, Anna, Amiot, Bruce , Wilken, Silvana, Ahmadzada, Boyukkhanim , Jalan‐Sakrikar, Nidhi , Engles, Noah G. , Halsten, Peggy, Mariakis, Kendra, Barry, John J., Riesgraf, Shawn A., Fecteau, Chris, Ross, Jeffrey , Nyberg, Scott L. , Hosseiniasl, Seyed Mohammad, Amiot, Bruce P, Sakrikar, Nidhi Jalan , Engles, Noah G , Nyberg, Scott L , Huebert, Robert C. , Barry, John, Ross, Jeffrey J.

Mayo Clinic

Biomedicines | June 7, 2024 | Volume: 12 | Issue: 6 | Pages: 1272

10.3390/biomedicines12061272 | PMID 38927479 Get It

In this study, a mixed porcine–human bioengineered liver (MPH-BEL) was used in a preclinical setup of extracorporeal liver support devices as a treatment for a model of post-resection liver failure (PRLF). The potential for human clinical application is further illustrated by comparing the functional capacity of MPH-BEL grafts as assessed using this porcine PRLF model with fully human (FH-BEL) grafts which were perfused and assessed in vitro. BEL grafts were produced by reseeding liver scaffolds with HUVEC and primary porcine hepatocytes (MPH-BEL) or primary human hepatocytes (FH-BEL). PRLF was induced by performing an 85% liver resection in domestic white pigs and randomized into the following three groups 24 h after resection: standard medical therapy (SMT) alone, SMT + extracorporeal circuit (ECC), and SMT + MPH-BEL. The detoxification and metabolic functions of the MPH-BEL grafts were compared to FH-BEL grafts which were perfused in vitro. During the 24 h treatment interval, INR values normalized within 18 h in the MPH-BEL therapy group and urea synthesis increased as compared to the SMT and SMT + ECC control groups. The MPH-BEL treatment was associated with more rapid decline in hematocrit and platelet count compared to both control groups. Histological analysis demonstrated platelet sequestration in the MPH-BEL grafts, possibly related to immune activation. Significantly higher rates of ammonia clearance and metabolic function were observed in the FH-BEL grafts perfused in vitro than in the MPH-BEL grafts. The MPH-BEL treatment was associated with improved markers of liver function in PRLF. Further improvement in liver function in the BEL grafts was observed by seeding the biomatrix with human hepatocytes. Methods to reduce platelet sequestration within BEL grafts is an area of ongoing research.
Tumor Mutational Burden in Real-World Patients With Pancreatic Cancer: Genomic Alterations and Predictive Value for Immune Checkpoint Inhibitor Effectiveness
Storandt, Michael H. , Graf, Ryon P. , Li, Gerald , Keller, Rachel B., Lin, Douglas I. , Ross, Jeffrey S. , Huang, Richard S.P. , Schrock, Alexa B. , Oxnard, Geoffrey R. , Graf, Ryon P , Li, Gerald , Keller, Rachel , Lin, Douglas I , Ross, Jeffrey S , Huang, Richard S P , Schrock, Alexa B , Oxnard, Geoffrey R , Chakrabarti, Sakti , Mahipal, Amit , Quintanilha, Júlia C.F. , Chakrabarti, Sakti , Mahipal, Amit

Mayo Clinic

JCO Precision Oncology | July 6, 2023 | Volume: No volume available | Issue: 7 | Pages: No page available

10.1200/po.23.00092 | PMID 37410975 Get It

PURPOSE Pancreatic ductal adenocarcinoma (PDAC) is largely considered a nonimmunogenic malignancy; however, approximately 1%, of patients may have tumors with deficient mismatch repair, high microsatellite instability, or high tumor mutational burden (TMB ≥10 mutations/Mb), which may be predictive of response to immune checkpoint inhibitor (ICI) therapy. We sought to analyze outcomes of patients with high-TMB and pathogenic genomic alterations observed in this population. METHODS This study included patients with PDAC who underwent comprehensive genomic profiling (CGP) at Foundation Medicine (Cambridge, MA). Clinical data were obtained from a US-wide real-world clinicogenomic pancreatic database. We report genomic alterations in those with high and low TMB, and compare outcomes on the basis of receipt of single-agent ICI or therapy regimens not containing ICI. RESULTS We evaluated 21,932 patients with PDAC who had tissue CGP data available, including 21,639 (98.7%) with low-TMB and 293 (1.3%) with high-TMB. Among patients with high-TMB, a greater number of alterations were observed in BRCA2, BRAF, PALB2, and genes of the mismatch repair pathway, whereas fewer alterations were observed in KRAS. Among patients who received an ICI (n = 51), those with high-TMB had more favorable median overall survival when compared with the low-TMB subset (25.7 v 5.2 months; hazard ratio, 0.32; 95% CI, 0.11 to 0.91; P = .034). CONCLUSION Longer survival was observed in patients with high-TMB receiving ICI compared with those with low-TMB. This supports the role of high-TMB as a predictive biomarker for efficacy of ICI therapy in PDAC. Additionally, we report higher rates of BRAF and BRCA2 mutations and lower rates of KRAS mutation among patients with PDAC and high-TMB, which to our knowledge, is a novel finding.
Tumor mutational burden (TMB) in real-world patients with pancreatic ductal adenocarcinoma (PDAC): Differences in genomic alterations (GA) and predictive value for immune checkpoint inhibitor (ICI) effectiveness.
Keller, Rachel B., Schrock, Alexa B. , Oxnard, Geoffrey R. , Mahipal, Amit , Quintanilha, Júlia C.F. , Graf, Ryon P. , Storandt, Michael H. , Li, Gerald , Ross, Jeffrey S , Huang, Richard S.P. , Chakrabarti, Sakti

Mayo Clinic

Journal of Clinical Oncology | June 4, 2023 | Volume: 41 | Issue: 16_suppl | Pages: 4146-4146

10.1200/jco.2023.41.16_suppl.4146 Get It

4146 Background: Currently, ICI therapy is recommended for patients with metastatic PDAC whose tumors exhibit dMMR, MSI-H, or high TMB (≥10 mutations/Mb). However, due to the low prevalence of high TMB in PDAC (~1%), few studies have evaluated the role of ICI therapy in this subpopulation. This study aimed to compare GA between PDAC patients with high TMB and low TMB ( < 10 mutations/Mb) and to evaluate the effectiveness of ICIs in real-world PDAC patients by TMB status. Methods: This study included PDAC patients who underwent genomic testing using Foundation Medicine tissue comprehensive genomic profiling (CGP) assays. GA were compared between tissue specimens with high and low TMB by chi-squared, adjusted for multiple comparisons. Patient clinical data was obtained by the US-wide de-identified Flatiron Health and Foundation Medicine real-world clinicogenomic pancreatic database (CGDB), originated from ~280 US cancer clinics between 01/2011 and 09/2022. Real-world overall survival (OS) and time to treatment discontinuation (TTD) were compared between patients receiving an ICI (high TMB versus low TMB) and between patients with high TMB (ICI versus other therapies) by Cox models. Results: We included 21,932 patients with PDAC with tissue CGP data available; 98.7% with low TMB and 1.3% with high TMB. Among actionable alterations, patients with high TMB had higher prevalence of mutations in BRCA2 (p < 0.0001), BRAF (p < 0.0001), PALB2 (p < 0.0001), and genes of the mismatch repair pathway ( MSH2, MSH6, MLH1, and PMS2, p < 0.0001), but lower prevalence of KRAS mutations (p < 0.0001). The most common KRAS mutation in both groups of patients was G12D. In CGDB, 51 patients received an ICI (10 with high TMB and 41 with low TMB) and 17 patients with high TMB received other therapies. Among patients receiving an ICI, those with high TMB had more favorable median OS compared to those with low TMB (25.7 versus 5.2 months, hazard ratio (HR) 0.27, 95% confidence interval (CI) 0.09 - 0.76, p = 0.01) and median TTD (20.7 versus 3.0 months, HR 0.33, 95% CI 0.13 - 0.82, p = 0.02). Among patients with high TMB, those receiving an ICI had more favorable OS compared to those receiving other therapies (25.7 versus 6.6 months, HR 0.31, 95% CI 0.10-0.96, p = 0.043), nominally favoring ICI use in this small cohort (n = 10 versus 17). Conclusions: There is no randomized clinical trial evaluating ICI versus other therapies in PDAC. To our knowledge, this is the largest cohort to date comparing ICI effectiveness in PDAC. We observed more favorable OS among PDAC patients with high TMB receiving ICI versus those with low TMB who received an ICI and more favorable to those with high TMB receiving other therapies. This study supports the FDA-approved use of ICIs in patients with PDAC and high TMB and demonstrates the importance of TMB assessment for patients with PDAC.
Comprehensive genomic profiling (CGP) of fibrolamellar oncocytic hepatoma (FLO) and conventional hepatocellular carcinomas (HCC): An observational study.
Shreenivas, Aditya , George, Ben , Puckett, Lindsay , Chakrabarti, Sakti , Straza, Michael , Hall, William A. , Loy, Veronica , Rilling, William S., Hong, Johnny C. , Gamblin, T. Clark , Smolock, Amanda R. , Christians, Kathleen K. , Dougherty, Kali, Durazo, Francisco , Chakrabarti, Sakti , Thomas, James P. , Awan, Musaddiq J. , Kamgar, Mandana , Tsai, Susan , Danziger, Natalie , Ross, Jeffrey S.

Mayo Clinic

Journal of Clinical Oncology | January 19, 2022 | Volume: 40 | Issue: 4_suppl | Pages: 474-474

10.1200/jco.2022.40.4_suppl.474 Get It

474 Background: FLO is a rare variant of liver cancer that disproportionately affects young adults and is frequently progressive and fatal as it is often detected in a clinically advanced stage. It is seldom associated with cirrhosis of liver, viral hepatitis or other risk factors associated with conventional HCC. Treatment options are largely limited to surgical resection, and there is dearth of effective targeted therapies for FLO. Methods: Comprehensive genomic profiling (CGP) was performed using the Foundation Medicine Inc. (FMI) data base on 63 FLO and 1,793 HCC clinically advanced cases between 6/2013-12/2020 using a hybrid capture-based assay of up to 324 genes a to detect genomic alterations (GA), tumor mutational burden (TMB) and microsatellite instability (MSI). PD-L1 expression in tumor cells (Dako 22C3) was measured by IHC and scored using the tumor proportion score (TPS) method. Results: The FLO patients (pts) were significantly younger than HCC pts (median age 20 vs. 64, respectively) and the male preponderance was similar. The HCC group featured significantly more GA/tumor than FLO group (3.74 vs 1.31 p<.0001). In the currently untargetable GA group, CTNNB1, TERT and TP53 GA were significantly more frequent in HCC than FLO. GA in potentially targetable genes were extremely uncommon in both FLO and HCC with HCC featuring slightly more MTOR pathway targets ( PTEN, TSC2, NF1). GA in DNA damage and repair (DDR) pathway including BRCA2 were infrequent in both groups. GA in targetable kinases including EGFR, ERBB2, ALK, RET and PIK3CA were extremely uncommon in both groups. GA associated with intrahepatic cholangiocarcinoma (IDH1, FGFR2) were extremely uncommon in these tumors. Although the mean TMB was significantly higher in HCC than FLO, overall TMB was low with very few cases having TMB > 10 mutations/Mb. PD-L1 expression was relatively low in both groups. GA in genes associated with immune checkpoint inhibitors (ICPI) drug response like PBRM1, CD274, MDM2, STK11 were rarely identified in both groups. Additional details are illustrated in the table. Conclusions: Comparison of CGP of FLO with HCC illustrates the multifarious nature of these cancers. In HCC, there is a high prevalence of GA in TERT, CTNNB1 and TP53. CGP identified certain targetable GA in the MTOR and DDR pathways and TMB was higher in HCC. These findings warrant further evaluation of clinically advanced FLO and HCC pts by CGP to identify possible targetable genomic pathways. [Table: see text]
Genomic Profiling of Combined Hepatocellular Cholangiocarcinoma Reveals Genomics Similar to Either Hepatocellular Carcinoma or Cholangiocarcinoma
Murugesan, Karthikeyan , Sharaf, Radwa , Montesion, Meagan , Moore, Jay A. , Pao, James , Pavlick, Dean C. , Upadhyay, Vivek , Alexander, Brian M. , Miller, Vincent A. , Javle, Milind , Bekaii‐Saab, Tanios , Albacker, Lee A. , Ali, Siraj M. , Bekaii Saab, Tanios S, Bekaii-Saab, Tanios S , Alexander, Brian M , Frampton, Garrett M. , Ross, Jeffrey S

Mayo Clinic

JCO Precision Oncology | August 19, 2021 | Volume: No volume available | Issue: 5 | Pages: 1285-1296

10.1200/po.20.00397 | PMID 34476330 Get It

PURPOSE Combined hepatocellular cholangiocarcinoma (cHCC-CCA) is a rare, aggressive primary liver carcinoma, with morphologic features of both hepatocellular carcinomas (HCC) and liver cholangiocarcinomas (CCA). METHODS The genomic profiles of 4,975 CCA, 1,470 HCC, and 73 cHCC-CCA cases arising from comprehensive genomic profiling in the course of clinical care were reviewed for genomic alterations (GA), tumor mutational burden, microsatellite instability status, genomic loss of heterozygosity, chromosomal aneuploidy, genomic ancestry, and hepatitis B virus status. RESULTS In cHCC-CCA, GA were most common in TP53 (65.8%), TERT (49.3%), and PTEN (9.6%), and 24.6% cHCC-CCA harbored potentially targetable GA. Other GA were predominantly associated with either HCC or CCA, including, but not limited to, TERT, FGFR2, IDH1, and presence of hepatitis B virus. On the basis of these features, a machine learning (ML) model was trained to classify a cHCC-CCA case as CCA-like or HCC-like. Of cHCC-CCA cases, 16% (12/73) were ML-classified as CCA-like and 58% (42/73) cHCC-CCA were ML-classified as HCC-like. The ML model classified more than 70% of cHCC-CCA as CCA-like or HCC-like on the basis of genomic profiles, without additional clinico-pathologic input. CONCLUSION These findings demonstrate the use of ML for classification as based on a targeted exome panel used during routine clinical care. Classification of cHCC-CCA by genomic features alone creates insights into the biology of the disease and warrants further investigation for relevance to clinical care.