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HGG-18. CLINICAL EFFICACY OF ONC201 IN THALAMIC H3 K27M-MUTANT GLIOMA
Chi, Andrew , Kurz, Sylvia C. , Wen, Patrick Y. , Arrillaga‐Romany, Isabel , Batchelor, Tracy T. , Butowski, Nicholas , Shonka, Nicole , DeGroot, John, Hall, Matthew D. , Daghistani, Doured , Schwartz, Jonathan , Cartaxo, Rodrigo T. , Siada, Ruby , Miklja, Zachary , Bruzek, Amy K., Wierzbicki, Kyle , Paul, Alyssa , Wolfe, Ian, Leaoard, Marcia, Garton, Hugh , Mody, Rajen , Robertson, Patricia L. , Merdinger, Krystal, Venneti, Sriram , Oster, Wolfgang, Allen, Joshua E. , Kawakibi, Abed Rahman , Tarapore, Rohinton S. , Gardner, Sharon L , Wen, Patrick Yung , Arrillaga‐Romany, Isabel , Sumrall, Ashley , Harrison, Rebecca A , Mehta, Minesh P. , Odia, Yazmín , Cloughesy, Timothy F. , Ellingson, Benjamin M. , Umemura, Yoshie , Yadav, Viveka Nand , Cantor, Evan , Lu, Guangrong , Koschmann, Carl

Neuro-Oncology | December 4, 2020 | Volume: 22 | Issue: Supplement_3 | Pages: iii347-iii347

10.1093/neuonc/noaa222.305 Get It

Abstract ONC201, a bitopic DRD2 antagonist and allosteric ClpP agonist, has shown encouraging efficacy in H3 K27M-mutant glioma. Given that the thalamus has the highest extra-striatal expression of DRD2, we performed an integrated preclinical and clinical analysis of ONC201 in thalamic H3 K27M-mutant glioma. ONC201 was effective in mouse intra-uterine electroporation (IUE)-generated H3 K27M-mutant gliomas, with an in vitro IC50 of 500 nM and 50% prolongation of median survival in vivo (p=0.02, n=14). We analyzed thalamic H3 K27M-mutant glioma patients treated with ONC201 on active clinical trials as of 5/22/19 enrollment (n=19 recurrent and 10 post-radiation, non-recurrent; 5–70 years old). As of 12/18/2019, PFS6 and OS12 are 26.3% and 36.8%, respectively, in the recurrent group. For non-recurrent patients, with median follow up of 21.9 months (8.6–26.6) from diagnosis, median PFS or OS have not been reached. This surpasses historical OS of 13.5 months. Best response by RANO includes 1 CR, 3 PR, 4 SD, 8 PD for recurrent patients and 2 PR, 4 SD, 1 PD for non-recurrent patients (4 on-trial patients experienced regressions that are yet unconfirmed responses). Median duration of response for recurrent patients is 14.0 months (2.0–33.1). Furthermore, H3 K27M cell-free tumor DNA in plasma and CSF correlated with MRI response. In summary, single agent ONC201 administered at recurrence, or adjuvantly following radiation, demonstrates promising clinical efficacy in thalamic H3 K27M-mutant glioma patients who currently have no effective treatments following radiation. Investigations are ongoing to assess whether micro-environmental DRD2 expression explains the early exceptional responses in thalamic H3 K27M-mutant glioma.
CTNI-11. CC-115 IN NEWLY DIAGNOSED MGMT UNMETHYLATED GLIOBLASTOMA IN THE INDIVIDUALIZED SCREENING TRIAL OF INNOVATIVE GLIOBLASTOMA THERAPY (INSIGHT): A PHASE II RANDOMIZED BAYESIAN ADAPTIVE PLATFORM TRIAL
Rahman, Rifaquat , Trippa, Lorenzo , Fell, Geoffrey, Lee, Eudocia Q. , Arrillaga‐Romany, Isabel , McCluskey, Christine , Brunno, Jennifer, Gaffey, Sarah, Lassman, Andrew B. , Ahluwalia, Manmeet S. , Colman, Howard , Hepel, Jaroslaw T., Elinzano, Heinrich, Schiff, David , Chukwueke, Ugonma , Nayak, Lakshmi , Batchelor, Tracy T. , Rinne, Mikael L. , Lu‐Emerson, Christine , Haas‐Kogan, Daphne A. , Cagney, Daniel , Aizer, Ayal A. , Welch, Mary , Doherty, Lisa, Lavallee, Maria, Fisher-Longden, Brittany, Dowling, Shanna, Watkinson, Fiona , Reardon, David A. , Wen, Patrick Y. , Ahluwalia, Manmeet S , Fell, Geoffrey G. , Arrillaga‐Romany, Isabel , Touat, Mehdi , Drappatz, Jan , Galanis, Evanthia , Colman, Howard , Nabors, Burt , Beroukhim, Rameen , McFaline-Figueroa, J Ricardo , Kaley, Thomas , Bi, Wenya Linda , Arnaout, Omar M. , Tanguturi, Shyam K , Geduldig, Jack , Santagata, Sandro , Meredith, David M. , Chiocca, E Antonio , Ligon, Keith L , Alexander, Brian M. , Wen, Patrick Yung

Neuro-Oncology | December 4, 2020 | Volume: 22 | Issue: Supplement_2 | Pages: ii43-ii44

10.1093/neuonc/noaa215.178 Get It

Abstract BACKGROUND CC-115 is an oral, CNS-penetrant, selective inhibitor of mammalian target of rapamycin kinase (mTOR) and deoxyribonucleic acid-dependent protein kinase (DNA-PK). Both targets are important in glioblastoma; PI3K/Akt/mTOR signaling is hyperactive in most glioblastomas, and DNA-PK is integral to repair of radiotherapy-mediated DNA damage. To investigate CC-115 in newly diagnosed glioblastoma and explore potential genomic biomarker associations, CC-115 was evaluated in the Individualized Screening Trial of Innovative Glioblastoma Therapy (INSIGhT) trial, an adaptive platform trial designed to efficiently test experimental agents. METHODS Adults with newly diagnosed MGMT-unmethylated glioblastoma, with genomic data available, are eligible for this ongoing trial. Patients are adaptively randomized to one of several experimental arms or the control arm: standard radiotherapy with concurrent and adjuvant temozolomide. The primary endpoint is overall survival (OS). Patients randomized to CC-115 (10mg po BID) received it concurrently with radiotherapy and as adjuvant monotherapy. As the first in-human use of CC-115 with radiation, a safety lead-in 3 + 3 design was used. RESULTS Twelve patients were randomized to CC-115; seven patients had possible treatment-related CTCAE grade > 3 toxicity, including four pre-specified dose-limiting toxicities: liver function abnormality (n=1), hyperlipidemia (n=1), lipase elevation (n=1) and cerebral edema (n=1). There was no significant difference in progression-free survival (PFS, median 4.2 months [CC-115] vs. 5.2 months, p=0.9) or OS (median 10.1 months [CC-115] vs. 14.5 months, p=0.9) compared to the 50 patients randomized to the control arm. Based on early PFS results, randomization probability to CC-115 decreased from 25% to < 10% at time of the trial arm closure. CONCLUSION Concurrent and adjuvant CC-115 was associated with toxicity and failed to improve PFS or OS. The INSIGhT trial design allowed for more efficient testing of CC-115, decreasing patients and resources allocated to a therapy that was discontinued due to concerns about toxicity and unfavorable risk-to-benefit ratio.
CTNI-12. PRELIMINARY RESULTS OF THE ABEMACICLIB ARM IN THE INDIVIDUALIZED SCREENING TRIAL OF INNOVATIVE GLIOBLASTOMA THERAPY (INSIGHT): A PHASE II PLATFORM TRIAL USING BAYESIAN ADAPTIVE RANDOMIZATION
Wen, Patrick Y. , Trippa, Lorenzo , Lee, Eudocia Q. , Fell, Geoffrey, Rahman, Rifaquat , Arrillaga‐Romany, Isabel , McCluskey, Christine , Brunno, Jennifer, Gaffey, Sarah, Lassman, Andrew B. , Ahluwalia, Manmeet S. , Colman, Howard , Hepel, Jaroslaw T., Elinzano, Heinrich, Schiff, David , Chukwueke, Ugonma , Nayak, Lakshmi , Batchelor, Tracy T. , Rinne, Mikael L. , Lu‐Emerson, Christine , Doherty, Lisa, Haas‐Kogan, Daphne A. , Cagney, Daniel , Aizer, Ayal A. , Welch, Mary , Lavallee, Maria, Fisher-Longden, Brittany, Dowling, Shanna, Reardon, David A. , Ahluwalia, Manmeet S , Wen, Patrick Yung , Fell, Geoffrey G. , Arrillaga‐Romany, Isabel , Touat, Mehdi , Drappatz, Jan , Galanis, Evanthia , Colman, Howard , Nabors, Burt , Beroukhim, Rameen , McFaline-Figueroa, J Ricardo , Kaley, Thomas , Bi, Wenya Linda , Arnaout, Omar M. , Peruzzi, Pier Paolo , Tanguturi, Shyam K , Geduldig, Jack , Santagata, Sandro , Meredith, David M. , Chiocca, E Antonio , Ligon, Keith L , Alexander, Brian M.

Neuro-Oncology | December 4, 2020 | Volume: 22 | Issue: Supplement_2 | Pages: ii44-ii44

10.1093/neuonc/noaa215.179 Get It

Abstract BACKGROUND The cyclin D-CDK4/6-Rb pathway is activated in most glioblastomas. Abemaciclib is a potent CDK4/6 inhibitor with good brain penetration approved for ER/PR/HER2- breast cancer. In order to efficiently evaluate the potential impact of abemaciclib on overall survival (OS) in newly diagnosed glioblastoma and to simultaneously develop information regarding potential genomic biomarker associations, abemaciclib was included as an arm on the Individualized Screening Trial of Innovative Glioblastoma Therapy (INSIGhT) trial. INSIGhT is a phase II platform trial using response adaptive randomization and deep genomic profiling to more efficiently test experimental agents in MGMT unmethylated glioblastoma and potentially accelerate identification of novel therapies for phase III testing. Initial randomization was equal between abemaciclib, control, and two other experimental arms but subsequent randomization was adapted based on efficacy as determined by progression-free survival (PFS). Ineffective arms were discontinued and new arms added by protocol amendment. We report preliminary results for the abemaciclib arm which has completed accrual. METHODS Patients with newly diagnosed MGMT-unmethylated glioblastoma were randomized to receive either radiotherapy with concomitant and adjuvant temozolomide at standard doses or standard radiochemotherapy followed by adjuvant abemaciclib (150–200 mg orally BID) without temozolomide. Treatment continued until progression or development of unacceptable toxicities. The primary endpoint was OS. Association between abemaciclib efficacy and cyclin D-CDK4/6-Rb pathway genomic alterations was also investigated. RESULTS There were 123 patients (50 control; 73 treated with abemaciclib). Abemaciclib was generally well-tolerated with no new toxicity signals identified. PFS was significantly longer (p=0.03, logrank test) with abemaciclib (median 6.31 months 95% CI [5.29, 8.18]) compared to the control arm (5.16 months 95% CI [4.37, 6.28]). 28/50 control and 36/73 abemaciclib patients remain alive. CONCLUSION Preliminary analysis suggests that abemaciclib increases PFS compared to control. Updated toxicity, PFS and survival data and potential genomic biomarker associations will be presented.
Beat-to-beat variability in the tricuspid annulus dimensions and dynamics is markedly increased in atrial fibrillation
Ciobanu, A. , Wen, S, Thaden, J, Nkomo, V, Eleid, M, Ciobanu, Andrea O , Naser, Jwan A. , Pislaru, Cristina , Pellikka, Patricia A. , Pislaru, Sorin V.

European Heart Journal | November 26, 2020 | Volume: 41 | Issue: Supplement_2 | Pages: No page available

10.1093/ehjci/ehaa946.0026 Get It

Abstract Background Atrial fibrillation (Afib) leads to beat-to-beat variability in cycle length; however, whether there is associated beat-to-beat variability in the tricuspid annulus (TA) dimensions or variability in the time in cardiac cycle when TA reaches maximal size is unknown. Purpose We aim to assess the beat-to-beat variability in the TA dimensions in Afib compared with sinus rhythm (SR). Methods Images were obtained from 58 patients (29 in Afib, 29 in SR) undergoing either 3D TTE or TEE examination. We measured TA in 3–6 cardiac cycles per patient using commercially available software (TomTec 4MV). Results Median absolute difference in maximal TA area over 3–6 cardiac cycles was 1.60 cm2 (range 0.35 cm2 to 4.08 cm2) in Afib vs. 1.17 cm2 (range 0.32 cm2 to 2.19 cm2) in SR, p=0.0063. Median absolute difference in the maximal circumference was 0.79 cm (range 0.09 cm to 2.2 cm) in Afib vs 0.54 cm (range 0.12 cm to 1.43 cm) in SR, p=0.0175. A total of 118 cardiac cycles were analyzed in patients in SR and 147 in Afib. Timing of maximal TA area was most commonly recorded at end-diastole (80–100% of the R-R interval) in 62% of cycles in SR; however, it was distributed over a broad range in Afib, p<0.0001, [Figure]. Conclusion Afib leads to significant beat-to-beat variability in the maximal TA area, minimal TA area, maximal TA circumference, and in the time of maximal TA area. These findings suggest that accurate assessment of TA dimensions should be based on continuous tracking of the TA over several cardiac cycles, especially in patients with Afib. These observations have significant implications for device sizing in percutaneous tricuspid valve interventions. Timing of Maximal TA Area Funding Acknowledgement Type of funding source: None
Behavioral Counseling Interventions to Promote a Healthy Diet and Physical Activity for Cardiovascular Disease Prevention in Adults With Cardiovascular Risk Factors
Force, US Preventive Services Task, Krist, Alex H. , Davidson, Karina W. , Mangione, Carol M. , Cabana, Michael D. , Caughey, Aaron B. , Donahue, Katrina E , Epling, John W. , Kubik, Martha , Landefeld, Seth, Ogedegbe, Gbenga, Silverstein, Michael, Tseng, Chien‐Wen , Wong, John B. , Doubeni, Chyke A. , Krist, Alex , Davidson, Karina , Force, US Preventive Services Task, Barry, Michael J. , Pbert, Lori A. , Simon, Melissa Andrea

JAMA | November 24, 2020 | Volume: 324 | Issue: 20 | Pages: 2069

10.1001/jama.2020.21749 | PMID 33231670 Get It

Central Nervous System Cancers, Version 3.2020, NCCN Clinical Practice Guidelines in Oncology
Ahluwalia, Manmeet S. , Baehring, Joachim M. , Brem, Henry , Butowski, Nicholas , Campian, Jian , Clark, Stephen W. , Fabiano, Andrew J. , Hattangadi‐Gluth, Jona A. , Holdhoff, Matthias , Junck, Larry , Kumthekar, Priya , Loeffler, Jay S., Mrugała, Maciej M. , Nagpal, Seema , Pandey, Manjari , Peters, Katherine B. , Robins, Ian, Rockhill, Jason K., Rusthoven, Chad G. , Shonka, Nicole , Shrieve, Dennis C. , Swinnen, Lode J., Weiss, Stephanie E. , Wen, Patrick Y. , Willmarth, Nicole E. , Bergman, Mary Anne, Darlow, Susan, Peters, Katherine B , Ahluwalia, Manmeet S , Nagpal, Seema , Nabors, Burt , Portnow, Jana , Brem, Steven , Forsyth, Peter A , Horbinski, Craig , Kaley, Thomas , Parney, Ian F. , Puduvalli, Vinay K. , Wen, Patrick Yung

Journal of the National Comprehensive Cancer Network | November 5, 2020 | Volume: 18 | Issue: 11 | Pages: 1537-1570

10.6004/jnccn.2020.0052 | PMID 33152694 Get It

The NCCN Guidelines for Central Nervous System (CNS) Cancers focus on management of adult CNS cancers ranging from noninvasive and surgically curable pilocytic astrocytomas to metastatic brain disease. The involvement of an interdisciplinary team, including neurosurgeons, radiation therapists, oncologists, neurologists, and neuroradiologists, is a key factor in the appropriate management of CNS cancers. Integrated histopathologic and molecular characterization of brain tumors such as gliomas should be standard practice. This article describes NCCN Guidelines recommendations for WHO grade I, II, III, and IV gliomas. Treatment of brain metastases, the most common intracranial tumors in adults, is also described.
Polyreactivity and Somatic Hypermutation Analysis Reveals the Innate B Cell Origin of Human PF4/Heparin Reactive Antibodies
Zhu, Wen , Zhou, Lü , Zhao, Ting , Yu, Mei , Wei, Jianhui, Padmanabhan, Anand , Aster, Richard H. , Wen, Renren , Zheng, Yongwei , Yu, Mei, Wang, Demin

Blood | November 4, 2020 | Volume: 136 | Issue: Supplement 1 | Pages: 34-35

10.1182/blood-2020-138781 Get It

Heparin-induced thrombocytopenia (HIT) is a serious reaction to heparin treatment characterized by antibodies that recognize a complex formed between heparin and platelet factor 4 (PF4/H) and are capable of activating platelets and inducing a pro-thrombotic state. Although a high percentage of heparin-treated patients produce antibodies to PF4/H, only a subset of these antibodies are platelet-activating (pathogenic) and capable of causing HIT. We previously reported that we cloned B cells from six patients experiencing HIT and identified two types of PF4/H-binding antibodies: seven platelet-activating (PA) and 48 non-activating (NA). Comparison of the structural features in the PA, NA, and non PF4/H-binding (NB) clones showed that the length and the number of basic amino acid and tyrosine residue in the heavy chain complementarity determining region 3 (HCDR3) were significantly different, and was in the order of PA>NA>NB. Most significantly, the seven platelet-activating antibodies each have one of the two pathogenic motifs: RX1-2 R/KX1-2 R/H and YYYYY in an unusually long HCDR3 (≥ 20 residues). In the current study, we attempt to understand the origin of the B cells that produce the PA and NA antibodies and the nature of the immune response in HIT through analyzing somatic hypermutation and biological property of such antibodies. Longer HCDR3 and more basic Aas and Tyr residues in the HCDR3 are features of autoreactive and polyreactive antibodies. With this in mind, we tested PA and NA clones in a standard antinuclear antibody (ANA) assay and found that these clones were significantly more reactive than NB antibodies, and the plasma of HIT patients were significantly more reactive than normal plasma (Figure1). We then compared reactions of PA, NA and NB clones against a group of self and foreign antigens commonly used in polyreactivity assays: dsDNA, ssDNA, LPS, insulin, and keyhole limpet hemocyanin (KLH). About 90% of PA and NA clones were reactive to at least two antigens, this was true of only 20% of the NB clones, and the latter is consistent with the frequency of polyreactive clones in the IgG+ B cells (Figure2). Taken together, these data indicate that PA and NA antibodies are largely polyreactive. We then investigated the development of the PA and NA B cells through analyzing somatic hypermutation in the antibodies. Through analyzing the HCDR3 nucleotide insertion, trimming and VDJ segment usage, we found that longer HCDR3 typical of PF4/H-binding clones and the RKH and Y5 motifs identified in PA clones were the result of original recombination not somatic hypermutation. Consistently, the average number of nucleotide mutations in the VH genes of the binding clones was lower (PA and NA, 9.4 ± 9.5) compared to that of peripheral blood IgG+ memory B cells in healthy subjects (~18) (Figure3). Total mutation frequency in the VH and Vk CDRs of the PF4/H-binding PA and NA clones was comparable to that of the framework regions. This finding contrasts with findings made in peripheral blood IgG+ memory B cells of healthy subjects showing that the mutation frequencies are much higher in the CDRs than in the FRs of VH. Taken together, these findings suggest that affinity maturation plays a limited role in the evolution PF4/H-binding antibodies during the immune response that leads to HIT. In this study, we showed thay PF4/H-binding PA and NA IgGs are largely polyreactive antibodies and contain lower levels of mutations compared to IgG+ memory B cells. B1 and MZ B cells are innate B cells that are main producers of polyreactive natural antibodies and can respond to toll-like receptor signaling, quickly differentiate into antibody-secreting cells, and undergo IgG class switch extrafollicularly. Polyreactivity identified in the PF4/H-binding PA and NA IgGs supports the possibility that human B cells producing PF4/H-binding antibodies are innate B cells akin to MZ B cells shown to be a source of PF4/H antibodies in mice. A mutation rate lower than that of IgG+ memory cells in the PF4/H-binding IgGs is also consistent with an extrafollicular response typical of innate B cells. These observations would help to improve our understanding of the immunological responses and B cell origin in HIT patients. Disclosures Padmanabhan: Retham Technologies: Current equity holder in private company; Veralox Therapeutics: Membership on an entity's Board of Directors or advisory committees; Versiti Blood Research Institute: Patents & Royalties.
Loss of LKB1/STK11 Facilitates Leukemic Progression of the Myeloproliferative Neoplasms
Marinaccio, Christian , Suraneni, Praveen, Celik, Hamza , Volk, Andrew , Wen, Jeremy Q., Famulare, Christopher , Stein, Brady L. , Gangat, Naseema , Chandel, Navdeep S. , Rampal, Raajit K. , Challen, Grant A. , Tefferi, Ayalew , Ling, Te , Lasho, Terra L. , Koche, Richard P , Gurbuxani, Sandeep K. , Hoffman, Ronald , Levine, Ross L. , Crispino, John D.

Blood | November 4, 2020 | Volume: 136 | Issue: Supplement 1 | Pages: 1-1

10.1182/blood-2020-140557 Get It

Nearly 20% of patients with myelofibrosis progress to blast phase disease; an aggressive form of acute myeloid leukemia. Although previous studies have implicated loss of TP53 or JARID2 in progression, by and large the genetic events that lead to conversion to blast phase remain unknown. To identify genes whose loss drives progression, we performed a focused CRISPR/Cas9 screen in which murine Jak2V617F bone marrow cells expressing Cas9 were transduced with two separate sgRNA libraries of known tumor suppressor genes and subjected to colony replating assays. Transduction of one of the two libraries led to serial replating and enhanced self-renewal of the Jak2V617F cells. Subsequent DNA sequencing revealed enrichment of all four guides targeting STK11, the gene that encodes LKB1 which regulates a number of key cellular pathways including energy utilization by activation of AMPK. To confirm that loss of Stk11 is the event that leads to increased clonogenicity, we collected cells from Jak2V617F/Vav-Cre+ and control Vav-Cre+ mice and induced Stk11 knockout by electroporating Cas9-Stk11 sgRNA ribonucleoprotein complexes. Consistent with the screening results, only Jak2V617F Vav-Cre+ cells with Cas9-Stk11 sgRNA showed serial replating. To determine whether Stk11 is required for growth of cells with a different driver of enhanced JAK/STAT signaling, we doubly transduced Stk11 homozygous floxed bone marrow cells with MPLW515L-mCherry and Cre-GFP to delete Stk11. As expected, cells with both MPLW515L and Cre recombinase showed enhanced self-renewal, while singly infected control cells failed to replate. These results demonstrate that activation of JAK/STAT signaling can overcome the requirement for Stk11 in normal hematopoiesis and suggest that STK11 loss may be a strong driver of malignant transformation in combination with enhanced JAK-STAT signaling. We next investigated the mechanism by which loss of STK11 cooperates with enhanced JAK/STAT signaling to promote leukemia. RNA-sequencing of wild-type, Stk11+/+/ MPLW515L, and Stk11-/-/MPLW515L hematopoietic cells revealed enrichment of a number of pathways related to hypoxia, oxidative phosphorylation and mitochondrial translation in cells lacking LKB1. Western blot assays confirmed activation of mTOR signaling as well as HIF1a stabilization and pathway activation, both of which have been reported to lie downstream of LKB1 loss. We also performed a number of studies to determine the relevance of reduced LKB1 expression to leukemic progression. First, we induced deletion of Stk11 in mice that were transplanted with HSPCs expressing MPLW515L after development of the MPN phenotype. Loss of Stk11 caused a rapid lethality that was associated with enhanced bone marrow fibrosis and osteosclerosis. We also observed accumulation of leukemic blasts in small clusters consistent with AML transformation arising in the spent phase MPN. Additionally, we deleted STK11 by CRISPR/Cas9 in primary MPN patient samples and monitored their engraftment in immunocompromised mice. We observed enhanced engraftment and increased reticulin fibrosis and osteosclerosis in mice that received the STK11 edited cells compared to those with non-targeted sgRNA. Third, we compared the expression of STK11 in paired blast and chronic phase myelofibrosis patient samples by RT-PCR. Consistent with the hypothesis that loss of STK11 facilitates leukemia, we found that its expression was decreased by more than 50% in five of seven paired post-MPN AML patient samples, with two having STK11 levels below 20%. We further validated downregulation of LKB1 by immunohistochemistry on paired chronic and blast phase MPN specimens and observed little staining in the blast phase specimens. Finally, to further show that the mechanism of in vitro enhanced self-renewal is related to leukemia progression, we stained the paired marrows for HIF1a and saw a dramatic increase in staining at the AML phase. We also analyzed RNA-seq data of paired chronic versus blast phase MPNs specimens and observed that there is a strong congruence of enriched pathways that are associated with the in vitro mouse HSPC phenotype and the human blast phase progression, such as oxidative phosphorylation and hypoxia. Together, our study demonstrates that loss of LKB1/STK11 promotes transformation of cells with activated JAK/STAT signaling and that STK11 is a prominent candidate tumor suppressor gene in post-MPN AML. Disclosures Gurbuxani: UpToDate: Honoraria. Hoffman:Dompe: Research Funding; Protagonist: Consultancy; Abbvie: Membership on an entity's Board of Directors or advisory committees; Forbius: Consultancy; Novartis: Membership on an entity's Board of Directors or advisory committees. Levine:Astellas: Consultancy; Amgen: Honoraria; Gilead: Honoraria; Qiagen: Current equity holder in publicly-traded company, Membership on an entity's Board of Directors or advisory committees; Morphosys: Consultancy; Novartis: Consultancy; Prelude Therapeutics: Research Funding; Loxo: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Imago: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; C4 Therapeutics: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Isoplexis: Current equity holder in private company, Membership on an entity's Board of Directors or advisory committees; Celgene: Consultancy, Honoraria, Research Funding; Roche: Consultancy, Honoraria, Research Funding; Lilly: Consultancy, Honoraria; Janssen: Consultancy. Rampal:Galecto: Consultancy; Incyte: Consultancy, Research Funding; Constellation: Research Funding; Stemline: Consultancy, Research Funding; Celgene: Consultancy; Jazz Pharmaceuticals: Consultancy; CTI Biopharma: Consultancy; Abbvie: Consultancy; Pharmaessentia: Consultancy; Promedior: Consultancy; Blueprint: Consultancy.
Ascertainment of Delirium Status Using Natural Language Processing From Electronic Health Records
Fu, Sunyang , Lopes, Guilherme S. , Pagali, Sandeep R. , Thorsteinsdottir, Bjoerg , Rocca, Walter A. , Sohn, Sunghwan , Thorsteinsdottir, Bjorg , Rocca, Walter A , St Sauver, Jennifer, Pagali, Sandeep , Fu, Sunyang , Lopes, Guilherme S, LeBrasseur, Nathan K. , Wen, Andrew , Liu, Hongfang , Olson, Janet E. , Sauver, Jennifer L. St.

The Journals of Gerontology: Series A | October 30, 2020 | Volume: 77 | Issue: 3 | Pages: 524-530

10.1093/gerona/glaa275 | PMID 35239951 Get It

Abstract Background Delirium is underdiagnosed in clinical practice and is not routinely coded for billing. Manual chart review can be used to identify the occurrence of delirium; however, it is labor-intensive and impractical for large-scale studies. Natural language processing (NLP) has the capability to process raw text in electronic health records (EHRs) and determine the meaning of the information. We developed and validated NLP algorithms to automatically identify the occurrence of delirium from EHRs. Methods This study used a randomly selected cohort from the population-based Mayo Clinic Biobank (N = 300, age ≥65). We adopted the standardized evidence-based framework confusion assessment method (CAM) to develop and evaluate NLP algorithms to identify the occurrence of delirium using clinical notes in EHRs. Two NLP algorithms were developed based on CAM criteria: one based on the original CAM (NLP-CAM; delirium vs no delirium) and another based on our modified CAM (NLP-mCAM; definite, possible, and no delirium). The sensitivity, specificity, and accuracy were used for concordance in delirium status between NLP algorithms and manual chart review as the gold standard. The prevalence of delirium cases was examined using International Classification of Diseases, 9th Revision (ICD-9), NLP-CAM, and NLP-mCAM. Results NLP-CAM demonstrated a sensitivity, specificity, and accuracy of 0.919, 1.000, and 0.967, respectively. NLP-mCAM demonstrated sensitivity, specificity, and accuracy of 0.827, 0.913, and 0.827, respectively. The prevalence analysis of delirium showed that the NLP-CAM algorithm identified 12 651 (9.4%) delirium patients, the NLP-mCAM algorithm identified 20 611 (15.3%) definite delirium cases, and 10 762 (8.0%) possible cases. Conclusions NLP algorithms based on the standardized evidence-based CAM framework demonstrated high performance in delineating delirium status in an expeditious and cost-effective manner.