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1.
Cureus ; 15(8): e44466, 2023 Aug.
Article in English | MEDLINE | ID: mdl-37791145

ABSTRACT

OBJECTIVES: Lacrimal gland cancer is a rare malignancy with little data known about its pathologic characteristics or optimal management. We performed a large database analysis using the National Cancer Database (NCDB) to elucidate this unusual condition. METHODS: Patients with lacrimal gland cancer diagnosed between 2004 and 2018 were included in the analysis. Using available clinical data, we excluded all patients with histologies likely reflective of lacrimal sac or duct cancer, which are coded similarly to lacrimal gland cancer in the NCDB. Kaplan-Meier analysis was used to estimate overall survival (OS), and Cox proportional hazards models were used to indicate covariates associated with survival. RESULTS: A total of 440 cases of lacrimal gland cancer were included in the analysis, with a median follow-up of 52.9 months. The five-year OS for the entire cohort was 65.0%. Adenoid cystic carcinoma was the predominant histology (47.3%). Cox models showed that improved OS was associated with surgical resection (UVA: p < 0.001; MVA: p = 0.035). A detriment in OS was associated with increasing age, Charlson-Deyo score of 1, T4 stage, and positive margins and on UVA for adenocarcinoma and malignant mixed tumor histology. CONCLUSION: Adenoid cystic carcinoma comprises the plurality of lacrimal gland cancers. About half of patients with lacrimal gland carcinoma will live beyond 10 years, underscoring the importance of reduced morbidity of treatment. Surgical management is associated with improved prognosis. Further study will elucidate the role of surgical excision and radiotherapy in lacrimal gland cancer.

2.
Int J Radiat Oncol Biol Phys ; 116(1): 132-141, 2023 05 01.
Article in English | MEDLINE | ID: mdl-36273521

ABSTRACT

PURPOSE: Since the COVID-19 pandemic, telemedicine has emerged as an alternative to office visits in routine radiation oncology practice. The purpose of this study was to identify factors associated with patient preference for an initial consult via telemedicine and correlation with clinical trial enrollment. METHODS AND MATERIALS: We evaluated patients with breast cancer seen during the open enrollment of a prospective randomized trial from June 1, 2020, to May 13, 2021. Univariate and multivariate logistic regression models were used to identify factors associated with virtual versus in-person initial consultation. All statistical tests were 2-sided, and the null hypothesis was rejected for P < .05. RESULTS: We identified 476 patient consultations with 259 office visits and 217 telemedicine visits. On multivariate analysis, increased age, unemployment, chemotherapy receipt, and radiation at our institution were associated with decreased usage of telemedicine for consultation visit. Out of 217 patients who underwent a telemedicine initial consultation, 10% were eligible to enroll on the trial, and of those eligible 76% enrolled. Out of 259 patients who underwent office visit initial consultation, 14% were eligible to enroll on the trial, and of those eligible 53% enrolled. Among eligible patients, there was no statistically significant difference in clinical trial enrollment between telemedicine and office visits. CONCLUSIONS: Older patients, unemployed patients, those receiving chemotherapy, and those who subsequently received radiation at our institution were less likely to use telemedicine for their initial consult. Despite these disparities in telemedicine usage, there was no difference in clinical trial enrollment. Telemedicine may be an effective platform for clinical trial enrollment though further strategies to improve its access are essential.


Subject(s)
Breast Neoplasms , COVID-19 , Telemedicine , Humans , Female , COVID-19/epidemiology , Prospective Studies , Breast Neoplasms/radiotherapy , Pandemics , Telemedicine/methods
3.
Clin Transl Radiat Oncol ; 38: 195-201, 2023 Jan.
Article in English | MEDLINE | ID: mdl-36479237

ABSTRACT

Background/Purpose: The optimal management of residual micrometastases and isolated tumor cells (ITC) in patients with invasive breast cancer who undergo neoadjuvant chemotherapy (NAC) followed by definitive surgery is not well-studied. We evaluated the role of regional nodal irradiation (RNI) in clinically node-positive (cN1) breast cancer patients with residual low-volume nodal disease following NAC. Methods/Materials: We queried the National Cancer Database (NCDB) and included patients with cN1 invasive breast cancer diagnosed from 2004 to 2016 who were treated with NAC and definitive surgery and had residual micrometastases (ypN1mi) or ITC (ypN0i+). We used univariable (UVA) and multivariable (MVA) Cox regression analyses to determine prognostic factors and Kaplan-Meier (KM) methods to evaluate overall survival (OS). We used inverse probability treatment weighting (IPTW) to reweight data to account for confounding factors. Results: Our final cohort included 1980 patients, including 527 patients with ypN0i + disease and 1453 patients with ypN1mi disease. 1101 patients (45.0%) received RNI in the overall cohort with a higher proportion of ypN1mi patients receiving RNI (56.5%) compared to 53.1% of ypN0i + patients. There was no significant difference in OS between ypN0i + and ypN1mi patients. RNI had no significant effect on OS in the overall cohort using Cox MVA and KM methods. With separate subset analysis of ypN0i + and ypN1mi patients, there was no significant effect of RNI on OS. This was confirmed with IPTW. Conclusions: In a national hospital-based study of cN1 invasive breast cancer patients with residual ITC or micrometastases after NAC, RNI did not have a significant effect on OS.

5.
Nat Commun ; 13(1): 4410, 2022 07 29.
Article in English | MEDLINE | ID: mdl-35906213

ABSTRACT

Molecular classification has improved diagnosis and treatment for patients with malignant gliomas. However, classification has relied on individual assays that are both costly and slow, leading to frequent delays in treatment. Here, we propose the use of DNA methylation, as an emerging clinical diagnostic platform, to classify gliomas based on major genomic alterations and provide insight into subtype characteristics. We show that using machine learning models, DNA methylation signatures can accurately predict somatic alterations and show improvement over existing classifiers. The established Unified Diagnostic Pipeline (UniD) we develop is rapid and cost-effective for genomic alterations and gene expression subtypes diagnostic at early clinical phase and improves over individual assays currently in clinical use. The significant relationship between genetic alteration and epigenetic signature indicates broad applicability of our approach to other malignancies.


Subject(s)
DNA Methylation , Glioma , DNA Methylation/genetics , Epigenesis, Genetic , Epigenomics , Glioma/genetics , Humans
6.
Pract Radiat Oncol ; 12(6): e476-e480, 2022.
Article in English | MEDLINE | ID: mdl-35598860

ABSTRACT

We present the case of a 56-year-old female with a diagnosis of acute T-cell lymphoblastic leukemia who received myeloablative conditioning for bone marrow transplant with total body irradiation (TBI) using volumetric modulated arc therapy (VMAT) to the upper body and anterior-posterior/posterior-anterior (AP/PA) open fields to the lower body followed by hematopoietic stem cell transplant. Her clinical course was complicated by high-grade pulmonary toxic effects 55 days after treatment that resulted in death. We discuss the case, planning considerations by radiation oncologists and radiation physicists, and the multidisciplinary medical management of this patient.


Subject(s)
Radiotherapy, Intensity-Modulated , Whole-Body Irradiation , Humans , Female , Middle Aged , Whole-Body Irradiation/adverse effects , Whole-Body Irradiation/methods , Radiotherapy, Intensity-Modulated/adverse effects , Radiotherapy, Intensity-Modulated/methods , Transplantation Conditioning/adverse effects , Transplantation Conditioning/methods , Vidarabine/adverse effects , Retrospective Studies
7.
Otolaryngol Head Neck Surg ; 167(3): 494-500, 2022 09.
Article in English | MEDLINE | ID: mdl-34962843

ABSTRACT

OBJECTIVE: Sinonasal cancer often presents as locoregionally advanced disease. National guidelines recommend management of stage T4b tumors with systemic therapy and radiotherapy, but recent studies suggest that including surgical resection in the multimodal treatment of these tumors may improve local control and survival. We queried the National Cancer Database to examine patterns of care and outcomes in T4b sinonasal squamous cell carcinoma (SCC). STUDY DESIGN: Prospectively gathered data. SETTING: National Cancer Database. METHODS: Patients with T4b N0-3 M0 sinonasal squamous cell carcinoma diagnosed in 2004 to 2016 were stratified between those who received chemoradiotherapy and those who underwent surgical resection with neoadjuvant or adjuvant treatment. The overall survival of each cohort was assessed via Kaplan-Meier analysis and Cox proportional hazard models, with repeat analysis after reweighting of data via inverse probability of treatment weighting. RESULTS: Among 805 patients included in analysis, 2-year overall survival for patients undergoing surgical resection was 60.8% (95% CI, 56.1%-65.9%), while for patients undergoing chemoradiotherapy it was 46.7% (95% CI, 41.9%-52.0%). On Cox regression analysis, the inclusion of surgery in management was associated with improved survival in univariate analysis (hazard ratio [HR], 0.723 [95% CI, 0.606-0.862]; P < .001) and multivariate analysis (HR, 0.739 [95% CI, 0.618-0.885]; P = .001). Results with reweighted data were consistent in univariate analysis (HR, 0.765 [95% CI, 0.636-0.920]; P = .004]). CONCLUSION: Surgical treatment with neoadjuvant or adjuvant treatment for stage T4b sinonasal SCC was associated with promising survival outcomes, suggesting a role for incorporating surgery in treatment of select T4b SCC, particularly when removal of all macroscopic disease is feasible.


Subject(s)
Neoadjuvant Therapy , Paranasal Sinus Neoplasms , Chemoradiotherapy/methods , Humans , Neoadjuvant Therapy/methods , Neoplasm Staging , Paranasal Sinus Neoplasms/surgery , Retrospective Studies , Squamous Cell Carcinoma of Head and Neck
8.
Pract Radiat Oncol ; 11(2): 148-151, 2021.
Article in English | MEDLINE | ID: mdl-33676632

ABSTRACT

We describe a model case of unplanned pregnancy during radiation therapy to the chest wall and peripheral lymphatics for breast cancer. We use the Morbidity and Mortality Conference format to demonstrate how radiation oncology departments should evaluate and manage this situation.


Subject(s)
Breast Neoplasms , Thoracic Wall , Breast , Breast Neoplasms/radiotherapy , Breast Neoplasms/surgery , Female , Humans , Mastectomy , Pregnancy , Pregnancy Complications, Neoplastic
9.
Laryngoscope ; 131(6): E1847-E1853, 2021 06.
Article in English | MEDLINE | ID: mdl-33141455

ABSTRACT

OBJECTIVES: The role of locoregional radiotherapy for metastatic oropharyngeal squamous cell cancer (OPSCC) is unclear. We investigated the impact of head and neck radiotherapy on survival in de novo metastatic OPSCC patients who received systemic therapy. METHODS: We queried the NCDB from 2004-2015 for metastatic OPSCC patients at diagnosis with known HPV-status who received systemic therapy. The association of head and neck radiotherapy with overall survival was analyzed using the Kaplan-Meier method, Cox proportional hazards model, and propensity score-matched analysis adjusting for demographic and disease-specific prognostic factors. RESULTS: Of the 2,139 patients with metastatic OPSCC who presented with metastases and received systemic treatment, we identified 556 patients with known HPV-status. Among these 556 patients, 49% were HPV-positive and 56% received head and neck radiotherapy. With a median follow-up of 17.5 months (IQR 6.0-163.4 months), radiotherapy was associated with significantly improved 1-year OS (67% vs 58%, log-rank P < .001) which remained significant on MVA (HR 0.78 95% CI 0.62-0.97 P = .029). In HPV-status subgroup analysis, a survival benefit was identified in HPV-positive patients (1-year OS 77% vs 67%, log-rank P < .001) but not in HPV-negative patients. Results were consistent on a propensity score-matched analysis of 212 HPV-positive matched patients (HR 0.66, 95% CI 0.49-0.83, P < .001). CONCLUSION: The survival of metastatic OPSCC remains limited. In this large series of patients with known HPV-status, head and neck radiotherapy was associated with longer survival in those with HPV-associated disease. These data could guide management of this challenging group of patients for head and neck cancer practitioners. LEVEL OF EVIDENCE: 3 Laryngoscope, 131:E1847-E1853, 2021.


Subject(s)
Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/radiotherapy , Oropharyngeal Neoplasms/pathology , Oropharyngeal Neoplasms/radiotherapy , Adult , Aged , Aged, 80 and over , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/virology , Female , Humans , Male , Middle Aged , Neoplasm Staging , Oropharyngeal Neoplasms/mortality , Oropharyngeal Neoplasms/virology , Papillomavirus Infections/complications , Prognosis , Propensity Score , Survival Rate
10.
Clin Lymphoma Myeloma Leuk ; 20(12): 820-829, 2020 12.
Article in English | MEDLINE | ID: mdl-32800712

ABSTRACT

INTRODUCTION: Treatment for early-stage Hodgkin lymphoma (HL) involves radiotherapy (RT), chemotherapy, or combined modality therapy (CMT). We analyzed reduction of RT dose in CMT, particularly in the context of German Hodgkin Study Group (GHSG) HD10 randomized trial results of 2010. PATIENTS AND METHODS: The National Cancer Data Base was queried for patients with stage I-II HL receiving CMT. RT dose and associated characteristics were analyzed. Stage I and absence of B symptoms were used as a surrogate for early-stage favorable disease. RESULTS: Of 31,301 patients with stage I-II HL, 11,457 received CMT between 2004 and 2015. Using the surrogate defined above, 1955 patients (17.1%) were classified as having favorable disease. The majority (61.6%) received 30-36 Gy, while 7.0% received 20 Gy. The provision of 20 Gy was more common in stage I patients (12.3% vs. 5.4% in stage II) and at academic facilities (10.8% vs. 6.3%-8.9% at other facilities). Use of 20 Gy (vs. 30-36 Gy) was less likely with thorax site (odds ratio [OR] 0.43 vs. head and neck), stage II disease (OR 0.41), and B symptoms (OR 0.33). Notably, the use of 20 Gy increased dramatically after 2010 (the year of publication of GHSG HD10 trial results), with rates of 12.3% in 2010-2015 versus 0.1% in 2004-2009 (OR 6.3, P < .001). This was even more pronounced in cases of favorable early-stage disease, with 25.5% after 2010 versus 2.8% before 2010 (OR 13.2, P < .001). The use of doses > 36 Gy decreased over a corresponding time period (OR 0.44, P < .001). CONCLUSION: Analysis of CMT for patients with early-stage HL demonstrates variability in RT dose, including increasing use of 20 Gy and decreasing use of high doses > 36 Gy.


Subject(s)
Hodgkin Disease/radiotherapy , Adult , Aged , Humans , Middle Aged , Neoplasm Staging , Radiotherapy Dosage , Young Adult
11.
J Biol Chem ; 293(12): 4555-4563, 2018 03 23.
Article in English | MEDLINE | ID: mdl-29374059

ABSTRACT

Intrinsically disordered proteins (IDPs) play important roles in many biological systems. Given the vast conformational space that IDPs can explore, the thermodynamics of the interactions with their partners is closely linked to their biological functions. Intrinsically disordered regions of Phe-Gly nucleoporins (FG Nups) that contain multiple phenylalanine-glycine repeats are of particular interest, as their interactions with transport factors (TFs) underlie the paradoxically rapid yet also highly selective transport of macromolecules mediated by the nuclear pore complex. Here, we used NMR and isothermal titration calorimetry to thermodynamically characterize these multivalent interactions. These analyses revealed that a combination of low per-FG motif affinity and the enthalpy-entropy balance prevents high-avidity interaction between FG Nups and TFs, whereas the large number of FG motifs promotes frequent FG-TF contacts, resulting in enhanced selectivity. Our thermodynamic model underlines the importance of functional disorder of FG Nups. It helps explain the rapid and selective translocation of TFs through the nuclear pore complex and further expands our understanding of the mechanisms of "fuzzy" interactions involving IDPs.


Subject(s)
Cell Nucleus/metabolism , Intrinsically Disordered Proteins/metabolism , Nuclear Pore Complex Proteins/metabolism , Nuclear Pore/physiology , Saccharomyces cerevisiae Proteins/metabolism , Saccharomyces cerevisiae/metabolism , Thermodynamics , Active Transport, Cell Nucleus , Crystallography, X-Ray , Glycine/chemistry , Intrinsically Disordered Proteins/chemistry , Nuclear Pore Complex Proteins/chemistry , Phenylalanine/chemistry , Protein Binding , Protein Transport , Saccharomyces cerevisiae Proteins/chemistry
12.
Nat Commun ; 8(1): 2215, 2017 12 20.
Article in English | MEDLINE | ID: mdl-29263320

ABSTRACT

Nucleoplasmin (Npm) is a highly conserved histone chaperone responsible for the maternal storage and zygotic release of histones H2A/H2B. Npm contains a pentameric N-terminal core domain and an intrinsically disordered C-terminal tail domain. Though intrinsically disordered regions are common among histone chaperones, their roles in histone binding and chaperoning remain unclear. Using an NMR-based approach, here we demonstrate that the Xenopus laevis Npm tail domain controls the binding of histones at its largest acidic stretch (A2) via direct competition with both the C-terminal basic stretch and basic nuclear localization signal. NMR and small-angle X-ray scattering (SAXS) structural analyses allowed us to construct models of both the tail domain and the pentameric complex. Functional analyses demonstrate that these competitive intramolecular interactions negatively regulate Npm histone chaperone activity in vitro. Together these data establish a potentially generalizable mechanism of histone chaperone regulation via dynamic and specific intramolecular shielding of histone interaction sites.


Subject(s)
Histones/metabolism , Nucleoplasmins/metabolism , Xenopus Proteins/metabolism , Animals , Chromatin , Crystallography, X-Ray , Histone Chaperones/metabolism , Magnetic Resonance Spectroscopy , Molecular Dynamics Simulation , Nucleosomes/metabolism , Protein Binding , Scattering, Small Angle , Xenopus laevis
13.
PLoS Comput Biol ; 13(2): e1005360, 2017 02.
Article in English | MEDLINE | ID: mdl-28151998

ABSTRACT

The structural mechanisms by which receptor tyrosine kinases (RTKs) regulate catalytic activity are diverse and often based on subtle changes in conformational dynamics. The regulatory mechanism of one such RTK, fibroblast growth factor receptor 2 (FGFR2) kinase, is still unknown, as the numerous crystal structures of the unphosphorylated and phosphorylated forms of the kinase domains show no apparent structural change that could explain how phosphorylation could enable catalytic activity. In this study, we use several enhanced sampling molecular dynamics (MD) methods to elucidate the structural changes to the kinase's activation loop that occur upon phosphorylation. We show that phosphorylation favors inward motion of Arg664, while simultaneously favoring outward motion of Leu665 and Pro666. The latter structural change enables the substrate to bind leading to its resultant phosphorylation. Inward motion of Arg664 allows it to interact with the γ-phosphate of ATP as well as the substrate tyrosine. We show that this stabilizes the tyrosine and primes it for the catalytic phosphotransfer, and it may lower the activation barrier of the phosphotransfer reaction. Our work demonstrates the value of including dynamic information gleaned from computer simulation in deciphering RTK regulatory function.


Subject(s)
Models, Chemical , Molecular Dynamics Simulation , Receptor, Fibroblast Growth Factor, Type 2/chemistry , Receptor, Fibroblast Growth Factor, Type 2/ultrastructure , Tyrosine/chemistry , Binding Sites , Catalysis , Enzyme Activation , Enzyme Stability , Protein Binding , Protein Conformation , Protein Domains , Structure-Activity Relationship
14.
ACS Chem Biol ; 12(2): 464-473, 2017 02 17.
Article in English | MEDLINE | ID: mdl-28026167

ABSTRACT

Human 5'-methylthioadenosine phosphorylase (MTAP) catalyzes the phosphorolysis of 5'-methylthioadenosine (MTA). Its action regulates cellular MTA and links polyamine synthesis to S-adenosylmethionine (AdoMet) salvage. Transition state analogues with picomolar dissociation constants bind to MTAP in an entropically driven process at physiological temperatures, suggesting increased hydrophobic character or dynamic structure for the complexes. Inhibitor binding exhibits a negative heat capacity change (-ΔCp), and thus the changes in enthalpy and entropy upon binding are strongly temperature-dependent. The ΔCp of inhibitor binding by isothermal titration calorimetry does not follow conventional trends and is contrary to that expected from the hydrophobic effect. Thus, ligands of increasing hydrophobicity bind with increasing values of ΔCp. Crystal structures of MTAP complexed to transition-state analogues MT-DADMe-ImmA, BT-DADMe-ImmA, PrT-ImmA, and a substrate analogue, MT-tubercidin, reveal similar active site contacts and overall protein structural parameters, despite large differences in ΔCp for binding. In addition, ΔCp values are not correlated with Kd values. Temperature dependence of presteady state kinetics revealed the chemical step for the MTAP reaction to have a negative heat capacity for transition state formation (-ΔCp‡). A comparison of the ΔCp‡ for MTAP presteady state chemistry and ΔCp for inhibitor binding revealed those transition-state analogues most structurally and thermodynamically similar to the transition state. Molecular dynamics simulations of MTAP apoenzyme and complexes with MT-DADMe-ImmA and MT-tubercidin show small, but increased dynamic motion in the inhibited complexes. Variable temperature CD spectroscopy studies for MTAP-inhibitor complexes indicate remarkable protein thermal stability (to Tm = 99 °C) in complexes with transition-state analogues.


Subject(s)
Hot Temperature , Purine-Nucleoside Phosphorylase/metabolism , Calorimetry , Catalysis , Enzyme Inhibitors/metabolism , Humans , Hydrophobic and Hydrophilic Interactions , Kinetics , Molecular Dynamics Simulation , Protein Conformation , Thermodynamics
15.
Proc Natl Acad Sci U S A ; 113(18): E2489-97, 2016 May 03.
Article in English | MEDLINE | ID: mdl-27091992

ABSTRACT

Nucleocytoplasmic transport is mediated by the interaction of transport factors (TFs) with disordered phenylalanine-glycine (FG) repeats that fill the central channel of the nuclear pore complex (NPC). However, the mechanism by which TFs rapidly diffuse through multiple FG repeats without compromising NPC selectivity is not yet fully understood. In this study, we build on our recent NMR investigations showing that FG repeats are highly dynamic, flexible, and rapidly exchanging among TF interaction sites. We use unbiased long timescale all-atom simulations on the Anton supercomputer, combined with extensive enhanced sampling simulations and NMR experiments, to characterize the thermodynamic and kinetic properties of FG repeats and their interaction with a model transport factor. Both the simulations and experimental data indicate that FG repeats are highly dynamic random coils, lack intrachain interactions, and exhibit significant entropically driven resistance to spatial confinement. We show that the FG motifs reversibly slide in and out of multiple TF interaction sites, transitioning rapidly between a strongly interacting state and a weakly interacting state, rather than undergoing a much slower transition between strongly interacting and completely noninteracting (unbound) states. In the weakly interacting state, FG motifs can be more easily displaced by other competing FG motifs, providing a simple mechanism for rapid exchange of TF/FG motif contacts during transport. This slide-and-exchange mechanism highlights the direct role of the disorder within FG repeats in nucleocytoplasmic transport, and resolves the apparent conflict between the selectivity and speed of transport.


Subject(s)
Active Transport, Cell Nucleus , Glycine/chemistry , Molecular Dynamics Simulation , Nuclear Pore/chemistry , Nuclear Pore/ultrastructure , Phenylalanine/chemistry , Binding Sites , Computer Simulation , Models, Biological , Models, Chemical , Protein Binding , Protein Conformation , Protein Domains , Repetitive Sequences, Amino Acid
17.
Acta Crystallogr D Biol Crystallogr ; 71(Pt 3): 427-41, 2015 Mar.
Article in English | MEDLINE | ID: mdl-25760593

ABSTRACT

Chiral control of crystallization has ample precedent in the small-molecule world, but relatively little is known about the role of chirality in protein crystallization. In this study, lysozyme was crystallized in the presence of the chiral additive 2-methyl-2,4-pentanediol (MPD) separately using the R and S enantiomers as well as with a racemic RS mixture. Crystals grown with (R)-MPD had the most order and produced the highest resolution protein structures. This result is consistent with the observation that in the crystals grown with (R)-MPD and (RS)-MPD the crystal contacts are made by (R)-MPD, demonstrating that there is preferential interaction between lysozyme and this enantiomer. These findings suggest that chiral interactions are important in protein crystallization.


Subject(s)
Glycols/chemistry , Muramidase/chemistry , Crystallography, X-Ray , Protein Structure, Tertiary
18.
J Biomol NMR ; 61(1): 35-45, 2015 Jan.
Article in English | MEDLINE | ID: mdl-25416617

ABSTRACT

There has been a longstanding interest in being able to accurately predict NMR chemical shifts from structural data. Recent studies have focused on using molecular dynamics (MD) simulation data as input for improved prediction. Here we examine the accuracy of chemical shift prediction for intein systems, which have regions of intrinsic disorder. We find that using MD simulation data as input for chemical shift prediction does not consistently improve prediction accuracy over use of a static X-ray crystal structure. This appears to result from the complex conformational ensemble of the disordered protein segments. We show that using accelerated molecular dynamics (aMD) simulations improves chemical shift prediction, suggesting that methods which better sample the conformational ensemble like aMD are more appropriate tools for use in chemical shift prediction for proteins with disordered regions. Moreover, our study suggests that data accurately reflecting protein dynamics must be used as input for chemical shift prediction in order to correctly predict chemical shifts in systems with disorder.


Subject(s)
Models, Chemical , Molecular Dynamics Simulation , Nuclear Magnetic Resonance, Biomolecular , Proteins/chemistry , Crystallography, X-Ray
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