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5 citation(s) found for "Gai, X".

Governing Decisions of Probability Cutoffs in Clinical AI Deployment: A Case Study of Asthma Exacerbation Prediction
Zheng, Lu , Kshatriya, Bhavani Singh Agnikula , Ohde, Joshua W. , Rost, Lauren M. , Peterson, Kevin , Brereton, Tracey A. , Loufek, Brenna Tilka , Pereira, Tara V., Gai, Chenyu , Park, Miguel A., Hartz, Martha F., Fladager-Muth, Joy, Juhn, Young, Rost, Lauren M , Malik, Momin M. , Peterson, Kevin J. , Pereira, Tara, Muth, Joy Fladager, Wi, Chung‐Il , Tao, Cui , Garovic, Vesna D. , Juhn, Young J. , Overgaard, Shauna M.

No container title available | March 23, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.03.18.26348562 Get It

Abstract Models that estimate the probability of an adverse clinical outcome require an operational cutoff to translate continuous estimated probabilities into discrete labels that can trigger clinical action. Although statistical methods identify ‘optimal’ cut-offs, threshold selection ultimately reflects value judgments regarding harm tolerance, resource allocation, and workflow feasibility. We describe a governance-informed approach to selecting a deployment threshold for an asthma exacerbation (AE) prediction model integrated into clinical workflows. Using prevalence-adjusted performance metrics and real-world provider capacity modeling, we evaluated multiple candidate thresholds and quantified downstream workload and missed-event trade-offs. We demonstrate that statistically optimal thresholds may produce operationally infeasible alert volumes or unacceptable miss rates. We propose a structured threshold governance framework integrating statistical performance, clinical utility, stakeholder input, and human oversight safeguards. This case illustrates how threshold decisions should be treated as organizational governance processes rather than purely technical optimizations.
Overall Survival With Daratumumab, Bortezomib, and Dexamethasone in Previously Treated Multiple Myeloma (CASTOR): A Randomized, Open-Label, Phase III Trial
Sonneveld, Pieter , Chanan‐Khan, Asher , Nooka, Ajay K. , Beksaç, Meral , Hungria, Vânia , Munder, Markus , Mateos, María‐Victoria , Ahmadi, Tahamtan , Qin, Xiang , Mayo, Wendy Garvin, Gai, Xue , Carey, Jodi, Carson, Robin, Spencer, Andrew , Nooka, Ajay K , Masszi, Tamas , Beksac, Meral , Hungria, Vania , Munder, Markus , Mateos, María-Victoria , Mark, Tomer M , Levin, Mark-David , Gai, Xue , Spencer, Andrew , Weisel, Katja C , Masszi, Tamás , Špıčka, Ivan

Journal of Clinical Oncology | November 22, 2022 | Volume: 41 | Issue: 8 | Pages: 1600-1609

10.1200/jco.21.02734 | PMID 36413710 Get It

PURPOSE At the primary analysis of CASTOR (median follow-up, 7.4 months), daratumumab plus bortezomib and dexamethasone (D-Vd) significantly prolonged progression-free survival versus bortezomib and dexamethasone (Vd) alone in relapsed or refractory multiple myeloma (RRMM). We report updated efficacy and safety results at the final analysis for overall survival (OS). METHODS CASTOR was a multicenter, randomized, open-label, phase III study during which eligible patients with ≥ 1 line of prior therapy were randomly assigned to Vd (up to eight cycles) with or without daratumumab (until disease progression). After positive primary analysis and protocol amendment, patients receiving Vd were offered daratumumab monotherapy after disease progression. RESULTS At a median (range) follow-up of 72.6 months (0.0-79.8), significant OS benefit was observed with D-Vd (hazard ratio, 0.74; 95% CI, 0.59 to 0.92; P = .0075). Median OS was 49.6 months with D-Vd versus 38.5 months with Vd. Prespecified subgroup analyses demonstrated an OS advantage with D-Vd versus Vd for most subgroups, including patients age ≥ 65 years and patients with one or two prior lines of therapy, International Staging System stage III disease, high-risk cytogenetic abnormalities, and prior bortezomib treatment. The most common (≥ 10%) grade 3/4 treatment-emergent adverse events with D-Vd versus Vd were thrombocytopenia (46.1% v 32.9%), anemia (16.0% v 16.0%), neutropenia (13.6% v 4.6%), lymphopenia (10.3% v 2.5%), and pneumonia (10.7% v 10.1%). CONCLUSION D-Vd significantly prolonged OS in patients with RRMM, with the greatest OS benefit observed in patients with one prior line of therapy. To our knowledge, our results, together with the OS benefit observed with daratumumab plus lenalidomide and dexamethasone in the phase III POLLUX study, demonstrate for the first time an OS benefit with daratumumab-containing regimens in RRMM (ClinicalTrials.gov identifier: NCT02136134 [CASTOR]).
P04: DARATUMUMAB PLUS BORTEZOMIB AND DEXAMETHASONE VERSUS BORTEZOMIB AND DEXAMETHASONE ALONE IN PATIENTS WITH PREVIOUSLY TREATED MULTIPLE MYELOMA: OVERALL SURVIVAL RESULTS FROM THE PHASE 3 CASTOR TRIAL
Sonneveld, Pieter , Chanan‐Khan, A.A., Spicka, I, Munder, Markus , Mateos, MV, Mark, TM, Levin, M-D, Ahmadi, T., Qin, Xiang , Mayo, Wendy Garvin, Gai, X, Carey, Jodi, Carson, Robin, Spencer, Andrew , Weisel, Katja C , Nooka, Ajay K. , Masszi, Tamás , Beksaç, Meral , Spicka, I, Hungria, Vânia

HemaSphere | April 6, 2022 | Volume: 6 | Issue: No issue available | Pages: 12-12

10.1097/01.hs9.0000829588.31575.a9 Get It

Early Selective Vulnerability of the CA2 Hippocampal Subfield in Primary Age-Related Tauopathy
Walker, Jamie M. , Richardson, Timothy E. , Iida, Megan A., Foong, Chan, Shang, Ping , Attems, Johannes , Ayalon, Gai , Beach, Thomas G. , Bigio, Eileen H. , Budson, Andrew E. , Cairns, Nigel J. , Corrada, María M. , Cortés, Etty , Flanagan, Margaret E. , Franklin, Erin , Gearing, Marla , Glass, Jonathan D. , Hansen, Lawrence A. , Haroutunian, Vahram , Kawas, Claudia H. , Keene, C. Dirk , Kofler, Julia , Kovács, Gábor G. , Lee, Edward B. , Lutz, Mirjam I. , Masliah, Eliezer , McKee, Ann C. , Mesulam, M.‐Marsel, Nelson, Peter T. , Perrin, Richard J. , Pham, Thao, Purohit, Dushyant P. , Sakai, Kenji , Sano, Mary , Stein, Thor D. , Teich, Andrew F. , Trojanowski, John Q. , Troncoso, Juan C. , Vonsattel, Jean-Paul G., Weıntraub, Sandra , Woltjer, Randall L. , Yamada, Masahito , Yu, Lei , Crary, John F. , Seshadri, Sudha , Murray, Melissa, Seshadri, Sudha , Kovacs, Gabor G , Murray, Melissa E , Teich, Andrew F , Lee, Edward B , Farrell, Kurt , Dickson, Dennis W. , Fischer, Peter A. , Hof, Patrick R. , Honig, Lawrence S. , Mao, Qinwen , McMillan, Corey T. , Murray, Melissa E. , Poon, Wayne W. , Rissman, Robert A. , Schneider, Julie A. , Wolk, David A. , White, Charles L.

Journal of Neuropathology & Experimental Neurology | December 23, 2020 | Volume: 80 | Issue: 2 | Pages: 102-111

10.1093/jnen/nlaa153 | PMID 33367843 Get It

Abstract Primary age-related tauopathy (PART) is a neurodegenerative entity defined as Alzheimer-type neurofibrillary degeneration primarily affecting the medial temporal lobe with minimal to absent amyloid-β (Aβ) plaque deposition. The extent to which PART can be differentiated pathoanatomically from Alzheimer disease (AD) is unclear. Here, we examined the regional distribution of tau pathology in a large cohort of postmortem brains (n = 914). We found an early vulnerability of the CA2 subregion of the hippocampus to neurofibrillary degeneration in PART, and semiquantitative assessment of neurofibrillary degeneration in CA2 was significantly greater than in CA1 in PART. In contrast, subjects harboring intermediate-to-high AD neuropathologic change (ADNC) displayed relative sparing of CA2 until later stages of their disease course. In addition, the CA2/CA1 ratio of neurofibrillary degeneration in PART was significantly higher than in subjects with intermediate-to-high ADNC burden. Furthermore, the distribution of tau pathology in PART diverges from the Braak NFT staging system and Braak stage does not correlate with cognitive function in PART as it does in individuals with intermediate-to-high ADNC. These findings highlight the need for a better understanding of the contribution of PART to cognitive impairment and how neurofibrillary degeneration interacts with Aβ pathology in AD and PART.
Abstract B20: GLI1 overexpression contributes to HCC recurrence partly through the induction of SNAI1-induced epithelial-to-mesenchymal transition
Gai, Xiaohong, Fernández-Zapico, Martín E. , Roberts, Lewis R. , Moser, Catherine D., Nakamura, Ikuo , Shire, Abdirashid M., Yang, Judong, Almada, Luciana L. , Thorgeirsson, Snorri S., Zheng, Xin Min , Hu, Chunling , Elsawa, Sherine F. , Roberts, Lewis R

Cancer Research | June 27, 2012 | Volume: 71 | Issue: 18_Supplement | Pages: B20-B20

10.1158/1538-7445.fbcr11-b20 Get It

Abstract Background/Aim: Glioma-associated oncogene 1 (GLI1) is one of the most important transcription factors in the hedgehog (Hh) signaling pathway and has been shown to be involved in embryonic development and tumor progression. The epithelial-to-mesenchymal transition (EMT) is an important cellular program which contributes to invasion and metastasis of cancer. We have previously shown that GLI1 may promote HCC metastasis via EMT. Here, we demonstrate that GLI1 upregulates SNAI1 expression, induces EMT, and promotes HCC recurrence in vivo and in vitro. Methods: Gli1 mRNA was assessed in 139 HCCs by microarray and its correlation with HCC recurrence and SNAI1 mRNA expression was analyzed. In vitro, the mRNA and protein expression of GLI1 was measured in Gli1-negative Huh7 cells transfected with GU1 and GU1-expressing SNU398 cells transfected with antisense oligonucleotides targeting GU1 (GLI1 ASO). GLI1-dependent transcriptional activity was assessed with GU reporter luciferase assay and electrophoretic mobility shift assay (EMSA). The interaction between Gli1, SNAI1 and EMT was assessed by real-time PCR, Western immunoblotting and immunofluorescence. Effects of GLI1 on proliferation, viability, migration, and invasion of tumor cells were also assessed. Results: GLI1 mRNA was detected in 74 HCC tumors and found to be upregulated in 43 (58.1 %) HCCs. Increased Gli1 mRNA in HCCs was associated with tumor recurrence after resection. There was a positive correlation between GLI1 and SNAI1 mRNA expression. In HCC cells, GLI1 overexpression increased Gli1-dependent transcriptional activity, proliferation, viability, migration, and invasion of tumor cells. GU1 also increased SNAI1 expression and induced the EMT. Opposite effects were observed in GU1-knockdown models. Conclusion: Together, these findings identify a novel mechanism mediating HCC recurrence that includes GLI1-mediated activation of EMT via upregulation of SNAI1. Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the Second AACR International Conference on Frontiers in Basic Cancer Research; 2011 Sep 14-18; San Francisco, CA. Philadelphia (PA): AACR; Cancer Res 2011;71(18 Suppl):Abstract nr B20.