Citations

Mayo Clinic

Clear

419 citation(s) found for "Ma, Chao".

Abstract TP314: Baseline Thrombocytopenia in Patients With Acute Coronary Syndrome: Does it Affect Following Cerebrovascular Event Rates?
Khalid, Muhammad, Fortuin, David, Chao, Chieh‐Ju , Chiang, Chia‐Chun

Stroke | June 21, 2021 | Volume: 51 | Issue: Suppl_1 | Pages: No page available

10.1161/str.51.suppl_1.tp314 Get It

Introduction: Baseline thrombocytopenia (TP) is a common condition in patients with acute coronary syndrome (ACS) and acute ischemic stroke and has been shown to increase mortality. The effect of baseline TP on cerebrovascular events following initial ACS event is not well studied. Methods: We retrospectively reviewed all patients identified from the institutional NCDR Chest Pain registry database at Mayo Clinic Arizona from Oct 2015 to Sep 2018. Patients were classified into TP (platelet <150) and control (platelet > 150) groups for clinical outcome (stroke/TIA and bleeding events) analysis. P-value < 0.05 is considered significant. Results: Five hundred and thirty-six patients were included for final analysis. Patient demographics and clinical outcomes are shown in Table 1. The rates of dual antiplatelet therapy (DAPT) prescription at discharge (TP vs. control: 68.1% and 75.4%, P=0.197), stroke/TIA (1.3% vs. 2.4%, P=1.000) and recurrent myocardial infarction (11.1% vs. 11.2%, P=1.000) were similar between the two groups. The TP group has more bleeding events compared to control (Figure 1). Conclusions: In patients with ACS, baseline TP does not affect stroke/TIA events but is associated with higher bleeding rate. The results could not be explained by the DAPT or anticoagulation use alone. Further studies are needed to investigate the pathophysiologic correlation of thrombocytopenia, DAPT, and stroke in ACS patients.
Abstract TMP81: Artificial Intelligence Beats Conventional Regression Analysis in Predicting Short and Long Term Risk of Stroke in Patients Undergoing Percutaneous Coronary Interventions
Wu, Han , Mookadam, Farouk , Venepally, Nithin R. , Eleid, Mackram F. , Beohar, Nirat , Forutin, Floyd D, Holmes, David R. , Agasthi, Pradyumna , Chao, Chieh‐Ju , Wu, Han Lun, Yang, Eric H. , Arsanjani, Reza

Stroke | June 21, 2021 | Volume: 51 | Issue: Suppl_1 | Pages: No page available

10.1161/str.51.suppl_1.tmp81 Get It

Introduction: Ischemic stroke (IS) causes substantial morbidity and mortality in patients undergoing percutaneous coronary intervention (PCI) with a 5 yr incidence ~ 3%. We sought the test the accuracy of Machine learning (ML) algorithms in predicting IS in patients undergoing PCI. Methods: Mayo Clinic CathPCI registry data were retrospectively analyzed from Jan 2003 - June 2018 including 21,872 patients who underwent PCI. The cohort was randomly divided into a training sample (75%, n=16404) and a unique test sample (25%, n=5468) prior to model generation. The risk prediction model was generated utilizing a random forest algorithm (RF model) on 188 unique variables to predict the risk of IS at 6-month, 1, 2, and 5-year post PCI. Conventional risk factors for stroke were used for logistic regression. The receiver operating characteristic (ROC) curve and area under the curve for the RF and logistic regression models were compared for the test cohort. Results: The mean age was 66.9 ± 12.4 years, and 71% were male. Patient demographics and outcomes are shown in Table 1 . The ROC area under the curve for the RF model was superior compared to the logistic regression model in predicting IS at 6 months, 1,2 and 5 yrs for the test cohort ( Figure 1 .) Conclusions: The RF model accurately predicts short and long term risk of IS and outperforms logistic regression analysis in patients undergoing PCI.
MET Amplification Attenuates Lung Tumor Response to Immunotherapy by Inhibiting STING
Yang, Qifan, Zeng, Xiangyu , Wang, Manxiang , Tu, Xinyi , Wei, Ting , Xie, Wenzhuan , Guo, Qiang , Kloeber, Jake A. , Cao, Yueyu, Guo, Guijie , Zhou, Qin , Huang, Jinzhou , Zhang, Kai , Luo, Kuntian, Kim, Wootae , Hou, Jing , Shi, Yu , Zhu, Qian , Hu, Sheng , Yue, Junqiu , Pi, Guoliang , Kloeber, Jake A , Liu, Li , Kim, Wootae , Zhu, Qian , Wei, Ting , Zeng, Xiangyu , Zhang, Yong , Dong, Shuang , Yang, Bin , Zhang, Chao , Zhao, Fei Linda , Liu, Li , Wang, Mingwei , Yin, Ping , Deng, Min , Chen, Lifeng , Lou, Zhenkun , Guo, Guijie

Cancer Discovery | June 7, 2021 | Volume: 11 | Issue: 11 | Pages: 2726-2737

10.1158/2159-8290.cd-20-1500 | PMID 34099454 Get It

Abstract Immune checkpoint blockade (ICB) has revolutionized cancer therapy. However, the response of patients to ICB is difficult to predict. Here, we examined 81 patients with lung cancer under ICB treatment and found that patients with MET amplification were resistant to ICB and had a poor progression-free survival. Tumors with MET amplifications had significantly decreased STING levels and antitumor T-cell infiltration. Furthermore, we performed deep single-cell RNA sequencing on more than 20,000 single immune cells and identified an immunosuppressive signature with increased subsets of XIST- and CD96-positive exhausted natural killer (NK) cells and decreased CD8+ T-cell and NK-cell populations in patients with MET amplification. Mechanistically, we found that oncogenic MET signaling induces phosphorylation of UPF1 and downregulates tumor cell STING expression via modulation of the 3′-UTR length of STING by UPF1. Decreased efficiency of ICB by MET amplification can be overcome by inhibiting MET. Significance: We suggest that the combination of MET inhibitor together with ICB will overcome ICB resistance induced by MET amplification. Our report reveals much-needed information that will benefit the treatment of patients with primary MET amplification or EGFR–tyrosine kinase inhibitor resistant-related MET amplification. This article is highlighted in the In This Issue feature, p. 2659
Germline pathogenic variants in cancer predisposition genes among women with invasive lobular cancer of breast.
Goldgar, David E. , Yussuf, Amal , Pesaran, Tina , Dolinsky, Jill S. , LaDuca, Holly , Yadav, Siddhartha , Hu, Chunling , Domchek, Susan M. , Weitzel, Jeffrey N. , Kraft, Peter , Nathanson, Katherine L. , Karam, Rachid , Chao, Elizabeth , Hart, Steven N. , Polley, Eric C. , Couch, Fergus J.

Journal of Clinical Oncology | June 2, 2021 | Volume: 39 | Issue: 15_suppl | Pages: 10581-10581

10.1200/jco.2021.39.15_suppl.10581 Get It

10581 Background: The prevalence of germline pathogenic variants (PVs) in cancer predisposition genes among women with invasive lobular breast cancer (ILC) and the risk of ILC in PV carriers is not well-defined. Methods: The study included 2,999 women with ILC and 32,544 unaffected controls from a population-based cohort; 3,796 women with ILC and 20,323 women with invasive ductal carcinoma (IDC) undergoing clinical multigene panel testing (clinical cohort); and 125,748 exome sequences from unrelated women without a cancer diagnosis in the gnomAD 3.0 dataset. Frequencies of germline PVs in breast cancer predisposition genes ( ATM, BARD1, BRCA1, BRCA2, BRIP1, CDH1, CHEK2, PALB2, PTEN, RAD51C, RAD51D, and TP53) were compared between women with ILC and unaffected controls in both cohorts and between women with ILC and IDC in the clinical cohort. Results: The frequency of PVs in breast cancer predisposition genes among women with ILC was 6.5% in the clinical cohort and 5.2% in the population-based cohort. In case-control analyses, CDH1 and BRCA2 PVs were associated with high risks of ILC (Odds ratio (OR) > 4), and CHEK2, ATM and PALB2 PVs were associated with moderate (OR = 2-4) risks. BRCA1 PVs and CHEK2 p.Ile157Thr were not associated with clinically relevant risks (OR < 2) of ILC. PV frequencies in these genes in ILC and IDC were similar except for PV frequencies in BRCA1 and CDH1. Conclusions: The study establishes that PVs in ATM, BRCA2, CDH1, CHEK2 and PALB2 are associated with an increased risk of ILC, whereas BRCA1 PVs are not. The similar overall PV frequencies for ILC and IDC suggest that cancer histology should not influence the decision to proceed with genetic testing. While, multigene panel testing may be appropriate for women with ILC, CDH1 should be specifically discussed in the context of low prevalence and attendant gastric cancer risk.
Dietary fat in relation to overall and progression-free survival among patients (pts) with advanced or metastatic colorectal cancer (CRC): Data from CALGB 80405 (Alliance).
Blarigan, Erin Van, Ng, Kimmie , Giovannucci, Edward L. , Lenz, Heinz‐Josef , Innocenti, Federico , Polite, Blasé N. , Höchster, Howard S. , Goldberg, Richard M. , Fuchs, Charles S. , Blarigan, Erin L. Van , Ma, Chao , Ou, Fang‐Shu , Venook, Alan P. , Niedzwiecki, Donna , Shaw, James Edward , Mayer, Robert J. , O’Reilly, Eileen M. , Meyerhardt, Jeffrey A.

Journal of Clinical Oncology | June 2, 2021 | Volume: 39 | Issue: 15_suppl | Pages: 3588-3588

10.1200/jco.2021.39.15_suppl.3588 Get It

3588 Background: Growing data suggest dietary factors are associated with survival among pts with non-metastatic CRC. However, data on diet and survival among pts with advanced or metastatic disease are very limited. Methods: We prospectively examined dietary fat intake assessed at initiation of treatment for advanced or metastatic CRC in relation to OS and PFS. This analysis was conducted among 1,149 pts in the CALGB 80405 randomized controlled trial who completed a validated food frequency questionnaire. We examined intakes of saturated, monounsaturated, and polyunsaturated (total n-3, long-chain n-3, and total n-6) fats as well as animal and vegetable fats. Based on data from non-metastatic CRC and other cancers, we hypothesized that higher intakes of long-chain n-3 fatty acids and vegetable fats would be associated with longer OS and PFS and higher intakes of saturated fat and animal fat would be associated with shorter OS and PFS. We used Cox proportional hazards regression to estimate adjusted hazard ratios (HR) and 95% confidence intervals (CI). Results: Over a median follow-up of 6.1 years [y; interquartile range (IQR): 5.3, 7.2 y], we observed 974 deaths and 103 events of progression without death during follow-up. Participants in this analysis had a median age of 59 y (IQR: 51 to 67 y); 41% were female and 86% identified as white. We observed no statistically significant associations between any type of dietary fat and OS. However, vegetable fat was non-linearly associated with longer PFS (HR comparing 4th to 1st quartile: 0.78; 95% CI: 0.64, 0.96; p-trend: 0.10). We also observed a linear association between continuous saturated fat and PFS (HR per 5% kcal/d: 1.21; 95% CI: 1.03, 1.42; p-value: 0.02), perhaps driven by pts with high saturated fat intake. Conclusions: We observed no statistically significant associations between types of dietary fat and OS among pts with advanced or metastatic CRC. However, a healthy diet that includes vegetable fat and is modest in saturated fat may be associated with longer PFS. Future studies to replicate these findings and examine diet in relation to cancer survival in racially/ethnically diverse populations are needed. Support: K07CA197077, U10CA180821, U10CA180882, https://acknowledgments.alliancefound.org . Clinical trial information: NCT00265850.
Influence of dietary insulin scores on survival in patients with metastatic colorectal cancer (mCRC): Findings from CALGB (Alliance) 80405.
DiNardo, Katherine, Morales‐Oyarvide, Vicente, Blarigan, Erin Van, Chang, I-Wen, Lenz, Heinz‐Josef , Blanke, Charles D. , Fuchs, Charles S. , Innocenti, Federico , Goldberg, Richard M. , Ng, Kimmie , Ma, Chao , Ou, Fang‐Shu , Yuan, Chen , Guercio, Brendan J. , Blarigan, Erin L. Van , Niedzwiecki, Donna , Venook, Alan P. , Mayer, Robert J. , Nixon, Andrew B. , O’Reilly, Eileen M. , Meyerhardt, Jeffrey A.

Journal of Clinical Oncology | June 2, 2021 | Volume: 39 | Issue: 15_suppl | Pages: 3568-3568

10.1200/jco.2021.39.15_suppl.3568 Get It

3568 Background: Diets inducing an elevated insulin response have been associated with increased recurrence and mortality in patients with non-metastatic colorectal cancer, but it remains unknown if postprandial hyperinsulinemia also affects progression and mortality in mCRC patients. The goal of this study was to assess the influence of dietary insulin load (DIL) and dietary insulin index (DII) on survival of mCRC patients. Methods: This was a prospective cohort study of 1,177 patients with previously untreated mCRC enrolled in a phase III trial of systemic chemotherapy plus biologics who reported dietary intake within one month after chemotherapy initiation. DIL was calculated as a function of food insulin index and the energy content of individual foods reported on a food frequency questionnaire. DII was calculated by dividing DIL by total energy intake. The primary endpoint was overall survival (OS). Secondary endpoints were progression-free survival (PFS) and treatment-related adverse events (TRAEs). The primary statistical test was a test for trend, which was performed using the median value for each quintile of dietary insulin score as a continuous variable. Cox proportional hazards regression was used to adjust for potential confounders including assigned treatment arm, known prognostic factors, comorbidities, body mass index, and physical activity. Results: Higher DIL was significantly associated with worse OS (ptrend = 0.04); patients in the highest quintile survived 34.1 months, compared to 27.7 months in the lowest quintile (Cox hazard ratio [HR] 1.22, 95% confidence interval [CI] 0.99 - 1.51). Higher DII was non-significantly associated with worse OS (HR 1.18, 95% CI 0.94 - 1.48, ptrend = 0.09). There was no significant association between dietary insulin scores and PFS. The influence of dietary insulin scores on survival did not differ significantly by various molecular markers involved in the insulin signaling pathway, including C-peptide, adiponectin, IGF-1, IGFBP-3, and IGFBP-7. Higher dietary insulin scores were significantly associated with greater risk of any TRAE. Those with a DIL greater than the median had a 75.4% rate of any TRAE, compared to 70.8% in those with a DIL less than or equal to the median (HR 1.19, 95% CI 1.03 - 1.38, p=0.02); the most significant associations were with neutropenia (HR 1.30, 95% CI 1.05 - 1.61, p=0.01) and diarrhea (HR 1.43, 95% CI 1.00 - 2.06, p=0.05). Conclusions: Higher DIL was significantly associated with worse OS, and both higher DIL and DII were significantly associated with increased TRAEs, in patients with previously untreated mCRC. These findings may inform future dietary recommendations for patients with mCRC. Further investigation into the molecular mechanisms underlying these associations is warranted. Clinical trial information: NCT00265850.
Master protocol to assess safety and recommended phase 2 dose of next generation NY-ESO-1–specific TCR T-cells in HLA-A*02 patients with synovial sarcoma or non-small cell lung cancer (Substudies 1 and 2).
Altan, Mehmet , Ladle, Brian H. , Noujaim, Jonathan , Yachnin, Jeffrey , Huang, Chao , Tine, Brian Andrew Van, Hasan, Aisha , Faitg, Thomas, Butler, Emily, Shalabi, Aiman, Attia, Steven , Araujo, Dejka M. , Schoenfeld, Adam Jacob , Owonikoko, Taofeek Kunle , D'Angelo, Sandra P , He, Kai , Liebner, David A. , Sacher, Adrian Gerold , Haanen, John B A G , Butler, Emily

Journal of Clinical Oncology | June 2, 2021 | Volume: 39 | Issue: 15_suppl | Pages: TPS2661-TPS2661

10.1200/jco.2021.39.15_suppl.tps2661 Get It

TPS2661 Background: Letetresgene autoleucel (lete-cel; GSK3377794) is an autologous T-cell therapy using a genetically modified T-cell receptor (TCR) to improve recognition of cancer cells expressing NY-ESO-1/LAGE-1a. Next generation NY-ESO-1 TCR T-cell therapies, such as GSK3901961 and GSK3845097, integrate added genetic modifications to enhance anticancer activity. GSK3901961 co-expresses the CD8α chain to stabilize TCR-human leukocyte A (HLA) class I interactions on CD4+ T cells, improving T-cell persistence and helper functions such as Type 1 T-helper antitumor responses. GSK3845097 co-expresses a dominant negative transforming growth factor-β (TGF-β) type II receptor to reduce TGF-β pathway activation and maintain T-cell proliferation, cytokine production, and cytotoxicity in the tumor microenvironment. A first-time-in-human master protocol (NCT04526509) will evaluate safety, tolerability, and recommended phase 2 dose (RP2D) of these and possible subsequent therapies. Substudy 1 will assess GSK3901961 in patients (pts) with advanced non-small cell lung cancer (NSCLC) or synovial sarcoma (SS). Substudy 2 will assess GSK3845097 in pts with advanced SS. Methods: Each substudy includes a dose confirmation stage to assess RP2D and a dose expansion stage. Key inclusion criteria are age ≥18 y; measurable disease per RECIST v1.1; HLA-A*02:01, A*02:05, or A*02:06 positivity; NY-ESO-1/LAGE-1a tumor expression; advanced (metastatic/unresectable) SS with t(X;18) translocation and anthracycline-based therapy receipt/completion/intolerance (SS only); and Stage IV NSCLC, receipt of ≥1 prior line(s) of standard of care (SOC) therapy including programmed death receptor- or ligand-1 inhibitors, and SOC chemotherapy receipt/intolerance (Substudy 1 only). Key exclusion criteria are prior malignancy that is not in complete remission or clinically significant systemic illness; prior receipt of gene/NY-ESO-1–specific therapy or allogenic stem cell/solid organ transplant; central nervous system metastases (SS only); and actionable genetic aberration and receipt/failure of ≥3 systemic therapy lines (Substudy 1 only). Primary endpoints are safety (adverse events) and tolerability (dose-limiting toxicities). Secondary endpoints include investigator-assessed overall response rate, duration of response, and maximum expansion/persistence and phenotype of infiltrating transduced T cells. Exploratory endpoints include laboratory parameters, overall survival, and anti-GSK3901961 or -GSK3845097 titers as applicable. Analyses will be descriptive. The substudies are enrolling. Funding: GSK (209012; NCT04526509). Editorial support was provided by Eithne Maguire, PhD, of Fishawack Indicia, part of Fishawack Health; funded by GSK. Previously presented at AACR 2021 (CT219). Clinical trial information: NCT04526509.
Ten-Year All-Cause Death According to Completeness of Revascularization in Patients With Three-Vessel Disease or Left Main Coronary Artery Disease: Insights From the SYNTAX Extended Survival Study
Takahashi, Kuniaki , Serruys, Patrick W. , Gao, Chao , Ono, Masafumi , Wang, Rutao , Thuijs, Daniel J.F.M. , Mack, Michael J. , Curzen, Nick , Mohr, Friedrich‐Wilhelm, Davierwala, Piroze , Milojevic, Milan , Winter, Robbert J. de , Onuma, Yoshinobu , Head, Stuart J., Morice, Marie‐Claude, Holmes, David R. , Investigators, on behalf of the SYNTAX Extended Survival Study, Serruys, Patrick W , Curzen, Nick , Onuma, Yoshinobu , Milojevic, Milan , Wykrzykowska, Joanna J. , Sharif, Faisal , Kappetein, A. Pieter , Investigators, on behalf of the SYNTAX Extended Survival Study

Circulation | May 20, 2021 | Volume: 144 | Issue: 2 | Pages: 96-109

10.1161/circulationaha.120.046289 | PMID 34011163 Get It

Background: Ten-year all-cause death according to incomplete (IR) versus complete revascularization (CR) has not been fully investigated in patients with 3-vessel disease and left main coronary artery disease undergoing percutaneous coronary intervention (PCI) versus coronary artery bypass grafting (CABG). Methods: The SYNTAX Extended Survival study (Synergy Between PCI With TAXUS and Cardiac Surgery: SYNTAX Extended Survival [SYNTAXES]) evaluated vital status up to 10 years in patients who were originally enrolled in the SYNTAX trial. In the present substudy, outcomes of the CABG CR group were compared with the CABG IR, PCI CR, and PCI IR groups. In addition, in the PCI cohort, the residual SYNTAX score (rSS) was used to quantify the extent of IR and to assess its association with fatal late outcome. The rSS of 0 suggests CR, whereas a rSS>0 identifies the degree of IR. Results: IR was more frequently observed in patients with PCI versus CABG (56.6% versus 36.8%) and more common in those with 3-vessel disease than left main coronary artery disease in both the PCI arm (58.5% versus 53.8%) and the CABG arm (42.8% versus 27.5%). Patients undergoing PCI with CR had no significant difference in 10-year all-cause death compared with those undergoing CABG (22.2% for PCI with CR versus 24.3% for CABG with IR versus 23.8% for CABG with CR). In contrast, those with PCI and IR had a significantly higher risk of all-cause death at 10 years compared with CABG and CR (33.5% versus 23.7%; adjusted hazard ratio, 1.48 [95% CI, 1.15–1.91]). When patients with PCI were stratified according to the rSS, those with a rSS≤8 had no significant difference in all-cause death at 10 years as the other terciles (22.2% for rSS=0 versus 23.9% for rSS>0–4 versus 28.9% for rSS>4–8), whereas a rSS>8 had a significantly higher risk of 10-year all-cause death than those undergoing PCI with CR (50.1% versus 22.2%; adjusted hazard ratio, 3.40 [95% CI, 2.13–5.43]). Conclusions: IR is common after PCI, and the degree of incompleteness was associated with 10-year mortality. If it is unlikely that complete (or nearly complete; rSS<8) revascularization can be achieved with PCI in patients with 3-vessel disease, CABG should be considered. Registration: URL: https://www.clinicaltrials.gov ; Unique identifier: NCT00114972. URL: https://www.clinicaltrials.gov ; Unique identifier: NCT03417050.
New pathological illuminations on 3D transillumination transesophageal echocardiography imaging
Chao, Chieh‐Ju , Mandale, Deepa, Naqvi, Tasneem Z. , Mandale, Deepa R, Chao, Chieh-Ju

Echocardiography | May 13, 2021 | Volume: 38 | Issue: 6 | Pages: 1070-1073

10.1111/echo.15060 | PMID 33982822 Get It

AbstractThe use of 3D technology has significantly improved the diagnostic accuracy of echocardiography by overcoming the limitation of 2D echocardiography. Transillumination 3D image post processing technique enhances shadows and contrast of cardiac structures with a movable virtual light source improving further the clarity and detail provided by conventional 3D imaging. In this report, we present 3 cases, one of mobile atherosclerotic aortic root plaque, another of small thrombi on ICD lead, and a third case of bicuspid aortic valve perforation due to infective endocarditis in whom TEE 3D transillumination further improved the diagnostic quality of conventional 3D imaging and lead to accurate clinical diagnosis.
Abstract 15728: Machine Learning Helps Predict Short and Intermediate-term Risk for All Cause Mortality in Patients Undergoing Percutaneous Coronary Intervention
Wang, Panwen , Pujari, Sai Harika , Fortuin, F. David , Eleid, Mackram F. , Beohar, Nirat , Mookadam, Farouk , Holmes, David R. , Agasthi, Pradyumna , Ashraf, Hasan, Chao, Chieh‐Ju , Allam, Mohamed , Yang, Eric H. , Mookadam, Farouk , Arsanjani, Reza

Circulation | May 10, 2021 | Volume: 142 | Issue: Suppl_3 | Pages: No page available

10.1161/circ.142.suppl_3.15728 Get It

Background: Identifying patients at a high risk of mortality post percutaneous coronary intervention (PCI) is of vital clinical importance. We investigated the utility of machine learning algorithms to predict short and intermediate-term risk of all-cause mortality in patients undergoing PCI. Methods: Patient-level demographics, clinical, electrocardiographic ,echocardiographic and angiographic data from January 2006 to December 2017 were extracted from the Mayo Clinic CathPCI registry and clinical records. For patients with multiple PCI events, data collected at the time of the index PCI was used for analysis. Patients who underwent bailout coronary artery bypass graft surgery (CABG) prior to discharge were excluded. 306 variables were incorporated into random forest machine learning model (RF) to predict all-cause mortality at 6 months and 1 year after PCI. Ten-fold cross-validation repeated five times was used to optimize the hyperparameters and estimate its external performance. The National Cardiovascular Data Registry (NCDR) based logistic regression model was used for comparison. The area under receiver operator characteristic curves (AUC) was calculated to assess the ability of the models to predict all-cause mortality. Results: A total of 17356 unique patients were included for the final analysis after excluding 165 patients who underwent CABG surgery during the index hospitalization. The mean age was 66.9 ± 12.5 years;71% were male. Indications for PCI were ST-elevation myocardial infarction (9.4%), non-ST elevation myocardial infarction (12.9%), unstable angina (17.7%), and stable angina (52.8%) in the cohort. In-hospital, 6-month & 1 year mortality rates were 1.9%,4.2% & 5.8% respectively. The RF model was superior to the NCDR model in predicting inhospital, 6-month, 1 year mortality (p<0.0001) ( Figure 1 ). Conclusion: Machine learning is superior to NCDR model in predicting short and intermediate risk of all-cause mortality post PCI.