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691 citation(s) found for "Xi, Jing".

Integrating Retrieval-Augmented Generation with Large Language Models in Nephrology: Advancing Practical Applications
Miao, Jing , Suppadungsuk, Supawadee , Valencia, Oscar A. Garcia , Cheungpasitporn, Wisit , Suppadungsuk, Supawadee , Garcia-Valencia, Oscar , Cheungpasitporn, Wisit , Miao, Jing , Thongprayoon, Charat

Medicina | March 8, 2024 | Volume: 60 | Issue: 3 | Pages: 445

10.3390/medicina60030445 | PMID 38541171 Get It

The integration of large language models (LLMs) into healthcare, particularly in nephrology, represents a significant advancement in applying advanced technology to patient care, medical research, and education. These advanced models have progressed from simple text processors to tools capable of deep language understanding, offering innovative ways to handle health-related data, thus improving medical practice efficiency and effectiveness. A significant challenge in medical applications of LLMs is their imperfect accuracy and/or tendency to produce hallucinations—outputs that are factually incorrect or irrelevant. This issue is particularly critical in healthcare, where precision is essential, as inaccuracies can undermine the reliability of these models in crucial decision-making processes. To overcome these challenges, various strategies have been developed. One such strategy is prompt engineering, like the chain-of-thought approach, which directs LLMs towards more accurate responses by breaking down the problem into intermediate steps or reasoning sequences. Another one is the retrieval-augmented generation (RAG) strategy, which helps address hallucinations by integrating external data, enhancing output accuracy and relevance. Hence, RAG is favored for tasks requiring up-to-date, comprehensive information, such as in clinical decision making or educational applications. In this article, we showcase the creation of a specialized ChatGPT model integrated with a RAG system, tailored to align with the KDIGO 2023 guidelines for chronic kidney disease. This example demonstrates its potential in providing specialized, accurate medical advice, marking a step towards more reliable and efficient nephrology practices.
Abstract A004: GTP signaling links metabolism, DNA repair, and responses to genotoxic stress
Zhou, Weihua , Zhao, Zitong , Lin, Angelica , Xu, Jie , Wilder-Romans, Kari , Yang, Annabel , Solanki, Sumeet , Yao, Yangyang , Peterson, Erik , Korimerla, Navyateja , Werner, Christian K. , Liang, Jessica , Jacobson, Janna , O'Brien, Alexandra, Elaimy, Ameer L. , Ferris, Sean P. , Zhao, Shuang G. , Zhang, Shuqun , Morgan, Meredith A. , Lawrence, Theodore S. , Lyssiotis, Costas A. , Peters‐Golden, Marc , Wahl, Daniel , Lawrence, Theodore S , Lyssiotis, Costas A , Yang, John, Scott, Andrew J. , Li, Jing , Speth, Jennifer M. , Walker, Natalie , Kothari, Ayesha U. , Palavalasa, Sravya , Zhao, Shuang G , Sarkaria, Jann N. , Győrffy, Balázs , Al‐Holou, Wajd N. , Umemura, Yoshie , Shah, Yatrik M

Cancer Research | March 4, 2024 | Volume: 84 | Issue: 5_Supplement_1 | Pages: A004-A004

10.1158/1538-7445.brain23-a004 Get It

Abstract OBJECTIVE: We sought to define the mechanisms by which purines regulate DNA repair and therapy response. METHODS: Phosphoproteomics was used to identify GTP-dependent (de)phosphorylation events after radiation (RT) and antibodies generated against novel sites. Animal models of glioblastoma (GBM) and normal tissues were used to assess DNA repair and treatment responses in vivo. RESULTS: Pharmacogenomic inhibition of GTP (but not ATP) synthesis sensitized GBM cells to RT by inhibiting the activity of non-homologous end joining, but not homologous recombination. We found a GTP-dependent RT-induced dephosphorylation event on Abl interactor 1 (Abi-1) serine 323 (S323) using phosphoproteomics. We generated a new antibody for p-Abi-1 (S323), validated its specificity, and confirmed that RT causes a GTP-dependent dephosphorylation of Abi-1 (S323). Knockout of Abi-1 slowed RT-induced double-strand break (DSB) repair, and this was rescued by re-expression of dephosphomimetic Abi-1 (S323A) but not phosphomimetic Abi-1 (S323D). Abi-1 canonically binds to G protein Rac1. Expression of constitutively active Rac1 promoted but dominant negative Rac1 blocked the dephosphorylation of Abi-1 (S323) and DSB repair. Knock-down or inhibition of protein phosphatase 5 reversed the GTP- and Rac1-mediated dephosphorylation of Abi-1 and DSB repair. In GBM PDX samples, p-Abi-1 (S323) levels negatively correlated with Rac1 activity and predicted favorable efficacy of genotoxic treatments. In orthotopic GBM mouse models, inhibiting Rac1 enhanced RT responses and suppressed Abi-1 (S323) dephosphorylation. Abi-1 knockout enhanced efficacy of genotoxic treatments and could be rescued by Abi-1 S323A (but not Abi-1 S323D) re-expression. This regulation is generalizable beyond brain cancer, as GTP supplementation promoted DNA repair and p-Abi1 (S323) dephosphorylation in non-malignant cells and protected mice from RT-mediated gastrointestinal injury and bleomycin-induced pulmonary fibrosis. CONCLUSION: The GTP-Rac1-PP5-Abi-1 signaling axis links metabolism and DNA repair. Disrupting this pathway can overcome cancer resistance to genotoxic therapy while augmenting it can mitigate genotoxic injury of normal tissues. Citation Format: Weihua Zhou, Zitong Zhao, Angelica Lin, John Yang, Jie Xu, Kari Wilder-Romans, Annabel Yang, Andrew J. Scott, Jing Li, Sumeet Solanki, Jennifer Speth, Natalie Walker, Ayesha U. Kothari, Yangyang Yao, Erik R. Peterson, Navyateja Korimerla, Christian K. Werner, Jessica Liang, Janna Jacobson, Sravya Palavalasa, Alexandra M Obrien, Ameer L Elaimy, Sean P. Ferris, Shuang G. Zhao, Jann N. Sarkaria, Balázs Győrffy, Shuqun Zhang, Wajd N. Al-Holou, Yoshie Umemura, Meredith A Morgan, Theodore S. Lawrence, Costas A. Lyssiotis, Marc Peters-Golden, Yatrik M. Shah, Daniel R. Wahl. GTP signaling links metabolism, DNA repair, and responses to genotoxic stress [abstract]. In: Proceedings of the AACR Special Conference on Brain Cancer; 2023 Oct 19-22; Minneapolis, Minnesota. Philadelphia (PA): AACR; Cancer Res 2024;84(5 Suppl_1):Abstract nr A004.
HLA-DQB1*05 subtypes and not DRB1*10:01 mediates risk in anti-IgLON5 disease
Yogeshwar, Selina , Muñiz‐Castrillo, Sergio , Sabater, Lídia , Peris-Sempere, Vicente, Mallajosyula, Vamsee , Guo, Luo, Yan, Han , Lin, Ling , Bueno, Flavia Fagundes, Ji, Xuhuai , Picard, Géraldine , Pinto, Anne Laurie, Heidbreder, Anna , Dalmau, Josep , Santamaría, Joan , Iranzo, Alex, Schreiner, Bettina , Giannoccaro, Maria Pia , Kimura, Akio , Ono, Yoya , Bonello, Michael , Nigro, Pasquale , Prüß, Harald , McKeon, Andrew, Irani, Sarosh R. , Gaig, Carles , Mignot, Emmanuel , Luo, Guo , Yogeshwar, Selina M , Höftberger, Romana , Iranzo, Alex , Dinoto, Alessandro , Irani, Sarosh R , Honnorat, Jérôme , Finke, Carsten , Mignot, Emmanuel , Muñiz-Castrillo, Sergio , Dalmau, Josep O , Heidbreder, Anna , Luo, Guo, Yu, Eric , Zhang, Jing , Rogemond, Véronique , Graus, Francesc , Liguori, Rocco , Shimohata, Takayoshi , Binks, Sophie , Mariotto, Sara , Dinoto, Alessandro , Hartmann, Christian Johannes , Tambasco, Nicola , McKeon, Andrew , Davis, Mark M. , Honnorat, Jérôme

Brain | March 1, 2024 | Volume: 147 | Issue: 7 | Pages: 2579-2592

10.1093/brain/awae048 | PMID 38425314 Get It

Abstract Anti-IgLON5 disease is a rare and likely underdiagnosed subtype of autoimmune encephalitis. The disease displays a heterogeneous phenotype that includes sleep, movement and bulbar-associated dysfunction. The presence of IgLON5-antibodies in CSF/serum, together with a strong association with HLA-DRB1*10:01∼DQB1*05:01, supports an autoimmune basis. In this study, a multicentric human leukocyte antigen (HLA) study of 87 anti-IgLON5 patients revealed a stronger association with HLA-DQ than HLA-DR. Specifically, we identified a predisposing rank-wise association with HLA-DQA1*01:05∼DQB1*05:01, HLA-DQA1*01:01∼DQB1*05:01 and HLA-DQA1*01:04∼DQB1*05:03 in 85% of patients. HLA sequences and binding cores for these three DQ heterodimers were similar, unlike those of linked DRB1 alleles, supporting a causal link to HLA-DQ. This association was further reflected in an increasingly later age of onset across each genotype group, with a delay of up to 11 years, while HLA-DQ-dosage dependent effects were also suggested by reduced risk in the presence of non-predisposing DQ1 alleles. The functional relevance of the observed HLA-DQ molecules was studied with competition binding assays. These proof-of-concept experiments revealed preferential binding of IgLON5 in a post-translationally modified, but not native, state to all three risk-associated HLA-DQ receptors. Further, a deamidated peptide from the Ig2-domain of IgLON5 activated T cells in two patients, compared with one control carrying HLA-DQA1*01:05∼DQB1*05:01. Taken together, these data support a HLA-DQ-mediated T-cell response to IgLON5 as a potentially key step in the initiation of autoimmunity in this disease.
Personalized Medicine Transformed: ChatGPT’s Contribution to Continuous Renal Replacement Therapy Alarm Management in Intensive Care Units
Sheikh, M. Salman , Qureshi, Fawad , Kashani, Kianoush , Miao, Jing , Craici, Iasmina , Cheungpasitporn, Wisit , Sheikh, Mohammad S , Qureshi, Fawad , Kashani, Kianoush B , Miao, Jing , Craici, Iasmina M, Cheungpasitporn, Wisit , Thongprayoon, Charat , Suppadungsuk, Supawadee

Journal of Personalized Medicine | February 22, 2024 | Volume: 14 | Issue: 3 | Pages: 233

10.3390/jpm14030233 | PMID 38540976 Get It

The accurate interpretation of CRRT machine alarms is crucial in the intensive care setting. ChatGPT, with its advanced natural language processing capabilities, has emerged as a tool that is evolving and advancing in its ability to assist with healthcare information. This study is designed to evaluate the accuracy of the ChatGPT-3.5 and ChatGPT-4 models in addressing queries related to CRRT alarm troubleshooting. This study consisted of two rounds of ChatGPT-3.5 and ChatGPT-4 responses to address 50 CRRT machine alarm questions that were carefully selected by two nephrologists in intensive care. Accuracy was determined by comparing the model responses to predetermined answer keys provided by critical care nephrologists, and consistency was determined by comparing outcomes across the two rounds. The accuracy rate of ChatGPT-3.5 was 86% and 84%, while the accuracy rate of ChatGPT-4 was 90% and 94% in the first and second rounds, respectively. The agreement between the first and second rounds of ChatGPT-3.5 was 84% with a Kappa statistic of 0.78, while the agreement of ChatGPT-4 was 92% with a Kappa statistic of 0.88. Although ChatGPT-4 tended to provide more accurate and consistent responses than ChatGPT-3.5, there was no statistically significant difference between the accuracy and agreement rate between ChatGPT-3.5 and -4. ChatGPT-4 had higher accuracy and consistency but did not achieve statistical significance. While these findings are encouraging, there is still potential for further development to achieve even greater reliability. This advancement is essential for ensuring the highest-quality patient care and safety standards in managing CRRT machine-related issues.
Risk of Primary Gastrointestinal Lymphoma in Patients With Inflammatory Conditions Exposed to Tumor Necrosis Factor Alpha Inhibitors and Immunomodulators: A Case–Control Study
Neto, Manuel B. Braga , Nasser, Jason , Harmsen, William S. , Raffals, Laura E. , Camilleri, Michael , Chedid, Victor , Braga Neto, Manuel B , Harmsen, William Scott, Camilleri, M , Chedid, Victor G , Wang, Xiao Jing

Crohn's & Colitis 360 | February 17, 2024 | Volume: 6 | Issue: 1 | Pages: No page available

10.1093/crocol/otae010 | PMID 38528940 Get It

Abstract Introduction The aim of this case–control study was to determine if exposure to tumor necrosis factor alpha inhibitors (TNFIs) or immunomodulators (thiopurines or methotrexate) was associated with development of primary gastrointestinal lymphoma (PGIL) in patients with chronic inflammatory conditions. Methods Patients with PGIL and controls evaluated at a tertiary care center over 20 years were matched 1:3 using a medical record informatics search engine based on their chronic inflammatory condition (Crohn’s disease [CD], ulcerative colitis [UC], rheumatoid arthritis, ankylosing spondylitis, and psoriatic arthritis) and duration of follow-up. Patients who started on TNFI within 3 months of PGIL diagnosis were excluded. We extracted demographics, medical history, and medications used. Univariate models using conditional logistic regression were used due to the small number of matched pairs. Results Twenty PGIL cases matched with 60 controls were followed for a mean 9.9 ± 6.9 and 9.7 ± 8.6 years, respectively. Mean age at time of PGIL diagnosis was 47.5 ± 22.0 (standard deviation) years and the majority (75%) were males. The most common inflammatory diagnosis was inflammatory bowel disease (80% of cases; 45% with UC and 35% with CD). Development of PGIL was not associated with TNFI (odds ratio [OR] = 2.6; 95% confidence interval [CI] 0.69–11.01; P = .18), but with use of TNFI in combination with thiopurines (OR = 8.93; 95% CI 1.43–80.25; P = .014). Risk of PGIL increased with every additional TNFI (2.277 (1.002–5.713); P = .0494). All cases exposed to multiple TNFI were also exposed to thiopurines. Use of thiopurines (alone or in combination) was the greatest risk factor (OR = 6.32; 95% CI 1.55–37.05; P = 0.006) to develop PGIL. Conclusions TNFI therapy was not associated with increased risk for PGIL unless used in combination with thiopurines and with every switch to a different TNFI.
The effect of intrathecal recombinant arylsulfatase A therapy on structural brain magnetic resonance imaging in children with metachromatic leukodystrophy
Groeschel, Samuel , Beerepoot, Shanice , Amedick, Lucas Bastian, Krägeloh‐Mann, I., Li, Jing , Whiteman, David , Port, John D. , Whiteman, David A H , Port, John D , Beerepoot, Shanice , Wolf, Nicole I

Journal of Inherited Metabolic Disease | February 7, 2024 | Volume: 47 | Issue: 4 | Pages: 778-791

10.1002/jimd.12706 | PMID 38321717 Get It

Abstract This study aimed to evaluate the effect of intrathecal (IT) recombinant human arylsulfatase A (rhASA) on magnetic resonance imaging (MRI)‐assessed brain tissue changes in children with metachromatic leukodystrophy (MLD). In total, 510 MRI scans were collected from 12 intravenous (IV) rhASA‐treated children with MLD, 24 IT rhASA‐treated children with MLD, 32 children with untreated MLD, and 156 normally developing children. Linear mixed models were fitted to analyze the time courses of gray matter (GM) volume and fractional anisotropy (FA) in the posterior limb of the internal capsule. Time courses for demyelination load and FA in the centrum semiovale were visualized using locally estimated scatterplot smoothing regression curves. All assessed imaging parameters demonstrated structural evidence of neurological deterioration in children with MLD. GM volume was significantly lower at follow‐up (median duration, 104 weeks) in IV rhASA‐treated versus IT rhASA‐treated children. GM volume decline over time was steeper in children receiving low‐dose (10 or 30 mg) versus high‐dose (100 mg) IT rhASA. Similar effects were observed for demyelination. FA in the posterior limb of the internal capsule showed a higher trend over time in IT rhASA‐treated versus children with untreated MLD, but FA parameters were not different between children receiving the low doses versus those receiving the high dose. GM volume in IT rhASA‐treated children showed a strong positive correlation with 88‐item Gross Motor Function Measure score over time. In some children with MLD, IT administration of high‐dose rhASA may delay neurological deterioration (assessed using MRI), offering potential therapeutic benefit.
Safety and efficacy of glucagon-like peptide-1 receptor agonists among kidney transplant recipients: a systematic review and meta-analysis
Sanpawithayakul, Kanokporn , Tangpanithandee, Supawit , Miao, Jing , Cheungpasitporn, Wisit , Sanpawithayakul, Kanokporn , Cheungpasitporn, Wisit , Tangpanithandee, Supawit , Miao, Jing , Krisanapan, Pajaree , Suppadungsuk, Supawadee , Thongprayoon, Charat , Pattharanitima, Pattharawin , Mao, Michael A.

Clinical Kidney Journal | February 1, 2024 | Volume: 17 | Issue: 2 | Pages: No page available

10.1093/ckj/sfae018 | PMID 38410684 Get It

ABSTRACT Background Evidence supporting glucagon-like peptide-1 receptor agonists (GLP-1RAs) in kidney transplant recipients (KTRs) remains scarce. This systematic review and meta-analysis aims to evaluate the safety and efficacy of GLP-1RAs in this population. Methods A comprehensive literature search was conducted in the MEDLINE, Embase and Cochrane databases from inception through May 2023. Clinical trials and observational studies that reported on the safety or efficacy outcomes of GLP-1RAs in adult KTRs were included. Kidney graft function, glycaemic and metabolic parameters, weight, cardiovascular outcomes and adverse events were evaluated. Outcome measures used for analysis included pooled odds ratios (ORs) with 95% confidence intervals (CIs) for dichotomous outcomes and standardized mean difference (SMD) or mean difference (MD) with 95% CI for continuous outcomes. The protocol was registered in the International Prospective Register of Systematic Reviews (CRD 42023426190). Results Nine cohort studies with a total of 338 KTRs were included. The median follow-up was 12 months (interquartile range 6–23). While treatment with GLP-1RAs did not yield a significant change in estimated glomerular filtration rate [SMD −0.07 ml/min/1.73 m2 (95% CI −0.64–0.50)] or creatinine [SMD −0.08 mg/dl (95% CI −0.44–0.28)], they were associated with a significant decrease in urine protein:creatinine ratio [SMD −0.47 (95% CI −0.77 to −0.18)] and haemoglobin A1c levels [MD −0.85% (95% CI −1.41 to −0.28)]. Total daily insulin dose, weight and body mass index also decreased significantly. Tacrolimus levels remained stable [MD −0.43 ng/ml (95% CI −0.99 to 0.13)]. Side effects were primarily nausea and vomiting (17.6%), diarrhoea (7.6%) and injection site pain (5.4%). Conclusions GLP-1RAs are effective in reducing proteinuria, improving glycaemic control and supporting weight loss in KTRs, without altering tacrolimus levels. Gastrointestinal symptoms are the main side effects.
Constitutional Chromothripsis on Chromosome 2: A Rare Case with Severe Presentation
Hasnain, Afia, Thompson, Laura L. , Hoppman, Nicole L., Hovanes, Karine, Hashemi, Bita , Hashemi, Bita , Thompson, Laura L., Liu, Jing

Case Reports in Genetics | January 30, 2024 | Volume: 2024 | Issue: No issue available | Pages: 1-6

10.1155/2024/6319030 | PMID 38322183 Get It

Chromothripsis is characterized by shattering and subsequent reassembly of chromosomes by DNA repair processes, which can give rise to a variety of congenital abnormalities and cancer. Constitutional chromothripsis is a rare occurrence, reported in children presenting with a wide range of birth defects. We present a case of a female child born with multiple major congenital abnormalities including severe microcephaly, ocular dysgenesis, heart defect, and imperforate anus. Chromosomal microarray and mate pair sequencing identified a complex chromosomal rearrangement involving the terminal end of the long arm of chromosome 2, with two duplications (located at 2p25.3-p25.1 and 2q35-q37.2 regions) and two deletions (located at 2q37.2-q37.3 and 2q37.3 regions) along with structural changes including inverted segments. A review of the literature for complex rearrangements on chromosome 2 revealed overlapping features; however, our patient had a significantly more severe phenotype which resulted in early death at the age of 2 years. Breakpoints analysis did not reveal the involvement of any candidate genes. We concluded that the complexity of the genomic rearrangement and the combined dosage/structural effect of these copy number variants are likely explanations for the severe presentation in our patient.
Staphylococcus aureus proteases trigger eosinophil-mediated skin inflammation
Kline, Sabrina N. , Orlando, Nicholas , Lee, Alex J. , Wu, Meng-Chen , Zhang, Jing , Youn, Christine , Feller, Laine , Pontaza, Cristina , Dikeman, Dustin , Limjunyawong, Nathachit , Williams, Kaitlin L. , Wang, Yu , Jacobsen, Elizabeth A. , Dong, Xinzhong , Archer, Nathan K. , Orlando, Nicholas A , Wu, Meng-Jen , Feller, Laine E , Jacobsen, Elizabeth A , Garza, Luis A , Archer, Nathan K , Nolan, Sabrina J. , Čiháková, Daniela , Durum, Scott Kenneth

Proceedings of the National Academy of Sciences | January 30, 2024 | Volume: 121 | Issue: 6 | Pages: No page available

10.1073/pnas.2309243121 | PMID 38289950 Get It

Staphylococcus aureus skin colonization and eosinophil infiltration are associated with many inflammatory skin disorders, including atopic dermatitis, bullous pemphigoid, Netherton’s syndrome, and prurigo nodularis. However, whether there is a relationship between S. aureus and eosinophils and how this interaction influences skin inflammation is largely undefined. We show in a preclinical mouse model that S. aureus epicutaneous exposure induced eosinophil-recruiting chemokines and eosinophil infiltration into the skin. Remarkably, we found that eosinophils had a comparable contribution to the skin inflammation as T cells, in a manner dependent on eosinophil-derived IL-17A and IL-17F production. Importantly, IL-36R signaling induced CCL7-mediated eosinophil recruitment to the inflamed skin. Last, S. aureus proteases induced IL-36α expression in keratinocytes, which promoted infiltration of IL-17-producing eosinophils. Collectively, we uncovered a mechanism for S. aureus proteases to trigger eosinophil-mediated skin inflammation, which has implications in the pathogenesis of inflammatory skin diseases.
The Role of Hexokinases in Epigenetic Regulation: Altered Hexokinase Expression and Chromatin Stability in Yeast
Karri, Srinivasu , Dickinson, Quinn , Jia, Jing , Gan, Haiyun

No container title available | January 30, 2024 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.21203/rs.3.rs-3899124/v1 | PMID 38352584 Get It

Abstract Background. Human hexokinase 2 (HK2) plays an important role in regulating Warburg effect, which metabolizes glucose to lactate acid even in the presence of ample oxygen and provides intermediate metabolites to support cancer cell proliferation and tumor growth. HK2 overexpression has been observed in various types of cancers and targeting HK2-driven Warburg effect has been suggested as a potential cancer therapeutic strategy. Given that epigenetic enzymes utilize metabolic intermediates as substrates or co-factors to carry out post-translational modification of DNA and histones in cells, we hypothesized that altering HK2 expression-mediated cellular glycolysis rates could impact the epigenome and, consequently, genome stability in yeast. To test this hypothesis, we established genetic models with different yeast hexokinase 2 (HXK2) expression in Saccharomyces cerevisiae yeast cells and investigated the effect of HXK2-dependent metabolism on parental nucleosome transfer, a key DNA replication–coupled epigenetic inheritance process, and chromatin stability. Results. By comparing the growth of mutant yeast cells carrying single deletion of hxk1Δ, hxk2Δ, or double-loss of hxk1Δ hxk2Δ to wild-type cells, we demonstrated that HXK2 is the dominant HXK in yeast cell growth. Surprisingly, manipulating HXK2 expression in yeast, whether through overexpression or deletion, had only a marginal impact on parental nucleosome assembly, but a noticeable trend with decrease chromatin instability. However, targeting yeast cells with 2-deoxy-D-glucose (2-DG), a HK2 inhibitor that has been proposed as an anti-cancer treatment, significantly increased chromatin instability. Conclusion. Our findings suggest that in yeast cells lacking HXK2, alternative HXKs such as HXK1 or glucokinase 1 (GLK1) play a role in supporting glycolysis at a level that adequately maintain epigenomic stability. While our study demonstrated an increase in epigenetic instability with 2-DG treatment, the observed effect seemed to occur independently of Hxk2-mediated glycolysis inhibition. Thus, additional research is needed to identify the molecular mechanism through which 2-DG influences chromatin stability.