Richard KG Do

Dr. Richard KG Do

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Research Focus & Metrics

Academic Career Length

27Years (2000-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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15 July 2022 in Nature Communications
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MAMichela Antonelli
Michela Antonelli
ARAnnika Reinke
Annika Reinke
Spyridon BakasSpyridon Bakas
Spyridon Bakas
KFKeyvan Farahani
Keyvan Farahani
AKAnnette Kopp-Schneider
Annette Kopp-Schneider
MCM. Jorge Cardoso
M. Jorge Cardoso
International challenges have become the de facto standard for comparative assessment of image analysis algorithms. Although segmentation is the most widely investigated medical image processing task, the various challenges have been organized to focus only on specific clinical tasks. We organized the Medical Segmentation Decathlon (MSD)—a biomedical image analysis challenge, in which algorithms compete in a multitude of both tasks and modalities to investigate the hypothesis that a method capable of performing well on multiple tasks will generalize well to a previously unseen task and potentially outperform a custom-designed solution. MSD results confirmed this hypothesis, moreover, MSD winner continued generalizing well to a wide range of other clinical problems for the next two years. Three main conclusions can be drawn from this study: (1) state-of-the-art image segmentation algorithms generalize well when retrained on unseen tasks; (2) consistent algorithmic performance across multiple tasks is a strong surrogate of algorithmic generalizability; (3) the training of accurate AI segmentation models is now commoditized to scientists that are not versed in AI model training.

1 April 2019 in Clinical Cancer Research
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JHJames J Harding
James J Harding
SNSubhiksha Nandakumar
Subhiksha Nandakumar
JAJoshua Armenia
Joshua Armenia
DKDanny N. Khalil
Danny N. Khalil
MAMelanie Albano
Melanie Albano
GAGhassan Abou-Alfa
Ghassan Abou-Alfa
Purpose:: Prior molecular profiling of hepatocellular carcinoma (HCC) has identified actionable findings that may have a role in guiding therapeutic decision-making and clinical trial enrollment. We implemented prospective next-generation sequencing (NGS) in the clinic to determine whether such analyses provide predictive and/or prognostic information for HCC patients treated with contemporary systemic therapies. Methods: Matched tumor/normal DNA from HCC patients (N=127) were analyzed using a hybridization capture-based, NGS assay designed to target 341 or more cancer-associated genes. Demographic and treatment data were prospectively collected with the goal of correlating treatment outcomes and drug response with molecular profiles. Results: WNT/β-catenin pathway (45%) and TP53 (35%) alterations were frequent and represented mutually exclusive molecular subsets. In sorafenib treated patients (N=81), oncogenic PI3K-MTOR pathway alterations were associated with lower disease control rates (DCR, 8.3 vs. 40.2%), shorter median PFS (1.9 vs 5.3 months) and OS (10.4 vs 17.9 months). For patients treated with immune checkpoint inhibitors (N=31), activating alteration WNT/β-catenin signaling were associated with lower DCR (0 vs 53%), shorter median PFS (2.0 vs 7.4 months) and OS (9.1 vs 15.2 months). 24% of patients harbored potentially actionable alterations including TSC1/2 (8.5%)inactivating/truncating mutations, FGF19 (6.3%) and MET (1.5%) amplifications, and IDH1 missense mutations (<1%). 6% of patients treated with systemic therapy were matched to targeted therapeutics. Conclusion: Linking NGS to routine clinical care has the potential to identify those HCC patients likely to benefit from standard systemic therapies and can be used in an investigational context to match patients to genome-directed targeted therapies.

25 September 2000 in Journal of Experimental Medicine
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RDRichard KG Do
Richard KG Do
EHEunice Hatada
Eunice Hatada
HLHayyoung Lee
Hayyoung Lee
MTMichelle R. Tourigny
Michelle R. Tourigny
DHDavid Hilbert
David Hilbert
SCSelina Chen-Kiang
Selina Chen-Kiang
B lymphocyte stimulator (BLyS) is a newly identified monocyte-specific TNF family cytokine. It has been implicated in the development of autoimmunity, and functions as a potent costimulator with antiimmunoglobulin M in B cell proliferation in vitro. Here we demonstrate that BLyS prominently enhances the humoral responses to both T cell–independent and T cell–dependent antigens, primarily by attenuation of apoptosis as evidenced by the prolonged survival of antigen-activated B cells in vivo and in vitro. BLyS acts on primary splenic B cells autonomously, and directly cooperates with CD40 ligand (CD40L) in B cell activation in vitro by protecting replicating B cells from apoptosis. Moreover, although BLyS alone cannot activate the cell cycle, it is sufficient to prolong the survival of naive resting B cells in vitro. Attenuation of apoptosis by BLyS correlates with changes in the ratios between Bcl-2 family proteins in favor of cell survival, predominantly by reducing the proapoptotic Bak and increasing its prosurvival partners, Bcl-2 and Bcl-xL. In either resting or CD40L-activated B cells, the NF-κB transcription factors RelB and p50 are specifically activated, suggesting that they may mediate BLyS signals for B cell survival. Together, these results provide direct evidence for BLyS enhancement of both T cell–independent and T cell–dependent humoral immune responses, and imply a role for BLyS in the conservation of the B cell repertoire. The ability of BLyS to increase B cell survival indiscriminately, at either a resting or activated state, and to cooperate with CD40L, further suggests that attenuation of apoptosis underlies BLyS enhancement of polyclonal autoimmunity as well as the physiologic humoral immune response.

1 December 2018 in Cancer Discovery
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JHJames J. Harding
James J. Harding
MLMaeve Lowery
Maeve Lowery
ASAlan H. Shih
Alan H. Shih
JSJuan M. Schvartzman
Juan M. Schvartzman
SHShengqi Hou
Shengqi Hou
AIAndrew M. Intlekofer
Andrew M. Intlekofer
Somatic mutations in cytosolic or mitochondrial isoforms of isocitrate dehydrogenase (IDH1 or IDH2, respectively) contribute to oncogenesis via production of the metabolite 2-hydroxyglutarate (2HG). Isoform-selective IDH inhibitors suppress 2HG production and induce clinical responses in patients with IDH1- and IDH2-mutant malignancies. Despite the promising activity of IDH inhibitors, the mechanisms that mediate resistance to IDH inhibition are poorly understood. Here, we describe four clinical cases that identify mutant IDH isoform switching, either from mutant IDH1 to mutant IDH2 or vice versa, as a mechanism of acquired clinical resistance to IDH inhibition in solid and liquid tumors. Significance: IDH-mutant cancers can develop resistance to isoform-selective IDH inhibition by “isoform switching” from mutant IDH1 to mutant IDH2 or vice versa, thereby restoring 2HG production by the tumor. These findings underscore a role for continued 2HG production in tumor progression and suggest therapeutic strategies to prevent or overcome resistance. This article is highlighted in the In This Issue feature, p. 1494

22 December 2015 in Cancer
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IKIoannis T. Konstantinidis
Ioannis T. Konstantinidis
BKBas Groot Koerkamp
Bas Groot Koerkamp
RDRichard KG Do
Richard KG Do
MGMithat Gönen
Mithat Gönen
YFYuman Fong
Yuman Fong
WJWilliam R. R Jarnagin
William R. R Jarnagin
BACKGROUND: Intrahepatic cholangiocarcinoma (ICC) is associated with poor survival. This study compared the outcomes of patients with unresectable ICC treated with hepatic arterial infusion (HAI) plus systemic chemotherapy (SYS) with the outcomes of patients treated with SYS alone.METHODS: Consecutive patients with ICC were retrospectively reviewed. Clinicopathologic data were reviewed. Survival rates were compared by Kaplan‐Meier analysis and log‐rank testing.RESULTS: Between January 2000 and August 2012, 525 patients with ICC were evaluated at Memorial Sloan Kettering Cancer Center, and 236 patients with unresectable tumors (locally advanced or metastatic) were analyzed. Disease was confined to the liver in 104 patients, who underwent treatment with combined HAI and SYS (n = 78 or 75%) or SYS alone (n = 26 or 25%). The response rate in the combined group was better than the rate in the group receiving SYS alone, although this did not reach statistical significance (59% vs 39%, P = .11). Overall survival for the combined group was longer than overall survival for the patients who received SYS alone (30.8 vs 18.4 months, P < .001), and this difference was maintained when patients with portal lymph node disease were included in the survival analysis (29.6 months with HAI and SYS [n = 93] vs 15.9 months with SYS [n = 74], P < .001). Eight patients who initially presented with unresectable tumors responded enough to undergo complete resection and had a median overall survival of 37 months (range, 10.4‐92.3 months).CONCLUSIONS: In patients with unresectable ICC confined to the liver or with limited regional nodal disease, a combination of SYS and HAI chemotherapy is associated with greater survival than SYS alone. Cancer 2016;122:758–765. © 2015 American Cancer Society.

12 June 2015 in Annals of Surgical Oncology
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ESEran Sadot
Eran Sadot
ADAlexandre Doussot
Alexandre Doussot
Eileen O'ReillyEileen O'Reilly
Eileen O'Reilly
MLMaeve Lowery
Maeve Lowery
KGKaryn A. Goodman
Karyn A. Goodman
PAPeter J. Allen
Peter J. Allen