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35 citation(s) found for "Yadav, Dhiraj".

Association of Serum Endocannabinoid Levels with Pancreatitis and Pancreatitis-Related Pain
Goodman, Marc T. , Lombardi, Christina , Torrens, Alexa , Saloman, Jami L. , Yang, Yunlong, Fisher, William E., Fogel, Evan L. , Forsmark, Christopher E. , Conwell, Darwin L. , Hart, Phil A. , Park, Walter G. , Topazian, Mark, Vege, Santhi Swaroop , Andersen, Dana K. , Yadav, Dhiraj , Goodman, Marc T , Vege, Santhi S, Saloman, Jami L , Bresee, Catherine J. , Li, Liang , Forsmark, Chris E. , Conwell, Darwin L. , Van Den Eeden, Stephen K , Bellin, Melena D. , Serrano, José , Pandol, Stephen J. , Piomelli, Daniele

Cannabis & Cannabinoid Research | September 18, 2024 | Volume: 10 | Issue: 1 | Pages: 60-70

10.1089/can.2024.0079 | PMID 39291350 Get It

Background and Aims: This investigation examined the association of pancreatitis and pancreatitis-related pain with serum levels of two endocannabinoid molecules such as anandamide (AEA) and 2-arachidonoylglycerol (2-AG) and two paracannabinoid molecules such as oleoylethanolamide (OEA) and palmitoylethanolamide (PEA). Methods: A case–control study was conducted within the Prospective Evaluation of Chronic Pancreatitis for Epidemiological and Translational Studies, including participants with no pancreas disease ( N = 56), chronic abdominal pain of suspected pancreatic origin or indeterminate chronic pancreatitis (CP) ( N = 22), acute pancreatitis ( N = 33), recurrent acute pancreatitis ( N = 57), and definite CP ( N = 63). Results: Circulating AEA concentrations were higher in women than in men ( p = 0.0499), and PEA concentrations were higher in obese participants than those who were underweight/normal or overweight ( p = 0.003). Asymptomatic controls with no pancreatic disease had significantly ( p = 0.03) lower concentrations of AEA compared with all disease groups combined. The highest concentrations of AEA were observed in participants with acute pancreatitis, followed by those with recurrent acute pancreatitis, chronic abdominal pain/indeterminant CP, and definite CP. Participants with pancreatitis reporting abdominal pain in the past year had significantly ( p = 0.04) higher concentrations of AEA compared with asymptomatic controls. Levels of 2-AG were significantly lower ( p = 0.02) among participants reporting abdominal pain in the past week, and pain intensity was inversely associated with concentrations of 2-AG and OEA. Conclusions: Endocannabinoid levels may be associated with stage of pancreatitis, perhaps through activation of the CB1 receptor. Validation of our findings would support the investigation of novel therapeutics, including cannabinoid receptor-1 antagonists, in this patient population.
Multiparametric MRI Scoring System of the Pancreas for the Diagnosis of Chronic Pancreatitis
Tirkes, Temel , Yadav, Dhiraj , Conwell, Darwin L. , Zhao, Xuandong, Dasyam, Anil K. , Halappa, Vivek Gowdra, Patel, Aashish, Shah, Zarine K. , Swensson, Jordan , Takahashi, Naoki , Wachsman, Ashley, Yang, Yunlong, Hart, Phil A. , Park, Walter G. , Vege, Santhi Swaroop , Topazian, Mark , Territo, Paul R. , Persohn, Scott A., Andersen, Dana K. , Fogel, Evan L. , Venkatesh, Sudhakar K , Takahashi, Naoki , Dasyam, Anil K , Venkatesh, Sudhakar K. , Li, Liang , Jennings, Kristofer , Pandol, Stephen J.

Journal of Magnetic Resonance Imaging | September 3, 2024 | Volume: 61 | Issue: 5 | Pages: 2183-2194

10.1002/jmri.29594 | PMID 39225586 Get It

BackgroundDuctal features alone may not offer high diagnostic sensitivity or most accurate disease severity of chronic pancreatitis (CP).PurposeDiagnose CP based on multiparametric MRI and MRCP features.Study TypeProspective.PopulationBetween February 2019 and May 2021, 46 control (23 males, 49.3 ± 14.1 years), 45 suspected (20 males, 48.7 ± 12.5 years), and 46 definite (20 males, 53.7 ± 14.6 years) CP patients were enrolled at seven hospitals enrolled in the MINIMAP study. CP classification was based on imaging findings and clinical presentation.Field Strength and Sequences1.5 T. T1‐weighted (T1W) spoiled gradient echo, T1 map with variable flip angle, dual‐echo Dixon, secretin‐enhanced MRCP before and after secretin infusion.AssessmentDual‐echo fat fraction (FF), T1 relaxation time, extracellular volume (ECV), T1 signal intensity ratio of the pancreas to the spleen (T1 score), arterial‐to‐venous enhancement ratio (AVR), pancreatic tail diameter (PTD), pancreas volume, late gadolinium enhancement, pancreatic ductal elasticity (PDE), and duodenal filling grade of secretin‐enhanced MRCP were measured.Statistical TestsLogistic regression analysis generated CP‐MRI and secretin‐enhanced CP‐SMRI scores. Receiver operating characteristics analysis was used to differentiate definite CP from control. Interobserver agreement was assessed using Lin's concordance correlation coefficient.ResultsCompared to control, definite CP cohort showed significantly higher dual‐echo FF (7% vs. 11%), lower AVR (1.35 vs. 0.85), smaller PTD (2.5 cm vs. 1.95 cm), higher ECV (28% vs. 38%), and higher incidence of PDE loss (6.5% vs. 50%). With the cut‐off of >2.5 CP‐MRI score (dual‐echo FF, AVR, and PTD) and CP‐SMRI score (dual‐echo FF, AVR, PTD, and PDE) had cross‐validated area under the curves of 0.84 (sensitivity 87%, specificity 68%) and 0.86 (sensitivity 89%, specificity 67%), respectively. Interobserver agreement for both CP‐MRI and CP‐SMRI scores was 0.74.ConclusionThe CP‐MRI and CP‐SMRI scores yielded acceptable performance and interobserver agreement for the diagnosis of CP.Evidence Level1Technical EfficacyStage 2
Evaluation of Chronic Pancreatitis Prognosis Score in an American Cohort
Conwell, Darwin L. , Hart, Phil A. , Li, Shuang , Stello, Kimberly, Fogel, Evan L. , Fisher, William E., Forsmark, Christopher E., Park, Walter G. , Topazian, Mark , Vege, Santhi Swaroop , Yadav, Dhiraj , Saloman, Jami L. , Saloman, Jami L , Park, Soo Kyoung , Pandol, Stephen J. , Serrano, Jose, Van Den Eeden, Stephen K , Liang, Li

Clinical and Translational Gastroenterology | August 13, 2024 | Volume: 15 | Issue: 11 | Pages: e00758

10.14309/ctg.0000000000000758 | PMID 39137098 Get It

INTRODUCTION: Chronic Pancreatitis Prognosis Score (COPPS) was developed to discriminate disease severity and predict risk for future hospitalizations. In this cohort study, we evaluated if COPPS predicts the likelihood of hospitalization(s) in an American cohort. METHODS: The Chronic Pancreatitis, Diabetes, and Pancreatic Cancer consortium provided data and serum from subjects with chronic pancreatitis (N = 279). COPPS was calculated with baseline data and stratified by severity (low, moderate, and high). Primary endpoints included number and duration of hospitalizations during 12-month follow-up. RESULTS: The mean ± SD COPPS was 8.4 ± 1.6. COPPS correlated with all primary outcomes: hospitalizations for any reason (number: r = 0.15, P = 0.01; duration: r = 0.16, P = 0.01) and pancreas-related hospitalizations (number: r = 0.15, P = 0.02; duration: r = 0.13, P = 0.04). The severity distribution was 13.3% low, 66.0% moderate, and 20.8% high. 37.6% of subjects had ≥1 hospitalization(s) for any reason; 32.2% had ≥1 pancreas-related hospitalizations. All primary outcomes were significantly different between severity groups: hospitalizations for any reason (number, P = 0.004; duration, P = 0.007) and pancreas-related hospitalizations (number, P = 0.02; duration, P = 0.04). The prevalence of continued drinking at follow-up ( P = 0.04) was higher in the low and moderate groups. The prevalence of anxiety at enrollment ( P = 0.02) and follow-up ( P < 0.05) was higher in the moderate and high groups. DISCUSSION: Statistically, COPPS significantly correlated with hospitalization outcomes, but the correlations were weaker than in previous studies, which may be related to the outpatient nature of the PROspective Evaluation of Chronic Pancreatitis for EpidEmiologic and Translational StuDies cohort and lower prevalence of high severity disease. Studies in other prospective cohorts are needed to understand the full utility of COPPS as a potential tool for clinical risk assessment and intervention.
Analgesia for the treatment of acute pancreatitis: a protocol for a systematic review and network meta-analysis
Subramani, Sriya S, Berg, Alaina , Král, L , Murad, M. Hassan , Smith, Abigail , Phillips, Anna Evans , Yadav, Dhiraj , Uç, Aliye , Berg, Alaina C , Murad, M Hassan , Imdad, Aamer

BMJ Open | May 13, 2024 | Volume: 14 | Issue: 5 | Pages: e081971

10.1136/bmjopen-2023-081971 | PMID 38740508 Get It

Introduction Gastrointestinal hospitalisations in the USA cause over US$130 billion in expenditures, and acute pancreatitis is a leading cause of these hospitalisations. Adequate pain control is one of the primary treatment goals for acute pancreatitis. Though opioids are commonly used for analgesia in these patients, there have been concerns about short-term and long-term side effects of using opioids. Recently, non-opioid medications have been studied to treat pain in patients with acute pancreatitis. This systematic review and network meta-analysis aims to assess the comparative efficacy of analgesic medication for non-severe, acute pancreatitis. Methods and analysis We will search multiple electronic databases for randomised controlled trials that study pain management in patients with non-severe, acute pancreatitis. The intervention will be any analgesic for acute pancreatitis in the hospital setting. The comparison group will be patients who received a placebo or other active interventions for pain management. The primary outcomes of interest include pain scores and the need for supplementary analgesia. The secondary outcomes will be serious adverse events, local complications, progression to severe pancreatitis, transfer to the intensive care unit, length of hospitalisation, time to start enteral feeds, 30-day all-cause mortality and Quality of Life Scale scores. If sufficient homogeneity exists among included studies, the findings will be pooled using a traditional pairwise and network meta-analysis. The risk of bias in randomised control trials will be evaluated using the Cochrane Risk of Bias Tool 2.0. The Grading of Recommendations, Assessment, Development, and Evaluation approach will be used to report the certainty of evidence. Ethics and dissemination This systematic review will not involve direct contact with human subjects. The findings of this review will be published in a peer-reviewed journal. They will give healthcare providers a better awareness of the optimal analgesic medication for pain treatment in non-severe, acute pancreatitis.
Systemic Neutrophil Gelatinase-Associated Lipocalin Alterations in Chronic Pancreatitis: A Multicenter, Cross-Sectional Study
Torok, Molly, Pfau, Timothy, Mace, Thomas A. , Cole, Rachel M. , Hart, Phil A. , Krishna, Somashekar G. , Lara, Luis F. , Ramsey, Mitchell L. , Fogel, Evan L. , Forsmark, Chris E. , Li, Liang , Park, Walter G. , Vege, Santhi Swaroop , Yadav, Dhiraj , Conwell, Darwin L. , Cruz‐Monserrate, Zobeida , Krishna, Somashekar G , Gumpper, Kristyn , Chasser, Kaylin M. , Pita-Grisanti, Valentina , Belury, Martha Ann , Culp, Stacey , Fisher, William P. , Pandol, Stephen J. , Serrano, José , Van Den Eeden, Stephen K

Clinical and Translational Gastroenterology | January 29, 2024 | Volume: 15 | Issue: 4 | Pages: e00686

10.14309/ctg.0000000000000686 | PMID 38284831 Get It

INTRODUCTION: Chronic pancreatitis (CP) is a progressive fibroinflammatory disorder lacking therapies and biomarkers. Neutrophil gelatinase-associated lipocalin (NGAL) is a proinflammatory cytokine elevated during inflammation that binds fatty acids (FAs) such as linoleic acid. We hypothesized that systemic NGAL could serve as a biomarker for CP and, with FAs, provide insights into inflammatory and metabolic alterations. METHODS: NGAL was measured by immunoassay, and FA composition was measured by gas chromatography in plasma (n = 171) from a multicenter study, including controls (n = 50), acute and recurrent acute pancreatitis (AP/RAP) (n = 71), and CP (n = 50). Peripheral blood mononuclear cells (PBMCs) from controls (n = 16), AP/RAP (n = 17), and CP (n = 15) were measured by cytometry by time-of-flight. RESULTS: Plasma NGAL was elevated in subjects with CP compared with controls (area under the curve [AUC] = 0.777) or AP/RAP (AUC = 0.754) in univariate and multivariate analyses with sex, age, body mass index, and smoking (control AUC = 0.874; AP/RAP AUC = 0.819). NGAL was elevated in CP and diabetes compared with CP without diabetes ( P < 0.001). NGAL + PBMC populations distinguished CP from controls (AUC = 0.950) or AP/RAP (AUC = 0.941). Linoleic acid was lower, whereas dihomo-γ-linolenic and adrenic acids were elevated in CP ( P < 0.05). Linoleic acid was elevated in CP with diabetes compared with CP subjects without diabetes ( P = 0.0471). DISCUSSION: Elevated plasma NGAL and differences in NGAL + PBMCs indicate an immune response shift that may serve as biomarkers of CP. The potential interaction of FAs and NGAL levels provide insights into the metabolic pathophysiology and improve diagnostic classification of CP.
Circulating immune signatures across clinical stages of chronic pancreatitis: a pilot study
Hagn-Meincke, Rasmus , Hart, Phil A. , Andersen, Dana K. , Vege, Santhi Swaroop , Fogel, Evan L. , Topazian, Mark , Conwell, Darwin L. , Li, Liang , Drewes, Asbjørn Mohr , Forsmark, Chris E. , Fisher, William E., Yadav, Dhiraj , Olesen, Søren Schou , Park, Walter G. , Vege, Santhi S, Serrano, José , Bellin, Melena D. , Van Den Eeden, Stephen K , Pandol, Stephen J.

European Journal of Gastroenterology & Hepatology | December 4, 2023 | Volume: 36 | Issue: 2 | Pages: 177-183

10.1097/meg.0000000000002691 | PMID 38047728 Get It

Objective This pilot study seeks to identify serum immune signatures across clinical stages of patients with chronic pancreatitis (CP). Methods We performed a cross-sectional analysis of prospectively collected serum samples from the PROspective Evaluation of Chronic Pancreatitis for EpidEmiologic and Translation StuDies-study. CP subjects were categorised into three clinical stages based on the presence/absence of metabolic complications: (1) CP with no diabetes and exocrine pancreatic dysfunction (EPD), (2) CP with either diabetes or EPD, and (3) CP with diabetes and EPD. Blinded samples were analysed using an 80-plex Luminex assay of cytokines/chemokines/adhesion molecules. Group and pairwise comparisons were performed to characterise immune signatures across CP subgroups. Results A total of 135 CP subjects (evenly distributed between clinical stages) and 50 controls were studied. Interleukin-6 (IL-6), interleukin-8 (IL-8), and soluble intercellular adhesion molecule 1 (sICAM-1) were significantly elevated in CP subjects compared to controls. The levels of IL-6 and IL-8 increased with advancing disease stages, with the highest levels observed in CP with diabetes and EPD (clinical stage 3). Furthermore, hepatocyte growth factor and macrophage-derived chemokine were significantly increased in clinical stage 3 compared to controls. Conclusion Our study reveals a progressive elevation in pro-inflammatory cytokines and chemokines with advancing clinical stages of CP. These findings indicate potential targets for the development of disease-modifying interventions.
A Reduced Pancreatic Polypeptide Response is Associated With New-onset Pancreatogenic Diabetes Versus Type 2 Diabetes
Hart, Phil A. , Kudva, Yogish C. , Yadav, Dhiraj , Andersen, Dana K. , Li, Yisheng , Toledo, Frederico G. S. , Wang, Fuchenchu , Cusi, Kenneth , Park, Walter G. , Saeed, Zeb , Considine, Robert V. , Graham, Sarah C., Rinaudo, Jo Ann, Goodarzi, Mark O. , Cusi, Kenneth , Bellin, Melena D. , Bradley, David , Brand, Randall E. , Fisher, William P. , Mather, Kieren J. , Serrano, José

The Journal of Clinical Endocrinology & Metabolism | November 21, 2022 | Volume: 108 | Issue: 5 | Pages: e120-e128

10.1210/clinem/dgac670 | PMID 36404274 Get It

Abstract Purpose Pancreatogenic diabetes refers to diabetes mellitus (DM) that develops in the setting of a disease of the exocrine pancreas, including pancreatic ductal adenocarcinoma (PDAC) and chronic pancreatitis (CP). We sought to evaluate whether a blunted nutrient response of pancreatic polypeptide (PP) can differentiate these DM subtypes from type 2 DM (T2DM). Methods Subjects with new-onset DM (&lt;3 years’ duration) in the setting of PDAC (PDAC-DM, n = 28), CP (CP-DM, n = 38), or T2DM (n = 99) completed a standardized mixed meal tolerance test, then serum PP concentrations were subsequently measured at a central laboratory. Two-way comparisons of PP concentrations between groups were performed using Wilcoxon rank-sum test and analysis of covariance while adjusting for age, sex, and body mass index. Results The fasting PP concentration was lower in both the PDAC-DM and CP-DM groups than in the T2DM group (P = 0.03 and &lt;0.01, respectively). The fold change in PP at 15 minutes following meal stimulation was significantly lower in the PDAC-DM (median, 1.869) and CP-DM (1.813) groups compared with T2DM (3.283; P &lt; 0.01 for both comparisons). The area under the curve of PP concentration was significantly lower in both the PDAC-DM and CP-DM groups than in T2DM regardless of the interval used for calculation and remained significant after adjustments. Conclusions Fasting PP concentrations and the response to meal stimulation are reduced in new-onset DM associated with PDAC or CP compared with T2DM. These findings support further investigations into the use of PP concentrations to characterize pancreatogenic DM and to understand the pathophysiological role in exocrine pancreatic diseases (NCT03460769).
Development of a Clinical Prediction Model for Diabetes in Chronic Pancreatitis: The PREDICT3c Study
Hart, Phil A. , Li, Liang , Yang, Yunlong, Chang, Eleanor, Bellin, Melena D. , Fisher, William E., Fogel, Evan L. , Forsmark, Christopher E., Park, Walter G. , Vege, Santhi Swaroop , Andersen, Dana K. , Conwell, Darwin L. , Yadav, Dhiraj , Goodarzi, Mark O. , Bellin, Melena D , Yadav, Dhiraj , Goodarzi, Mark O , Jeon, Christie Y. , Van Den Eeden, Stephen K , Serrano, José , Whitcomb, David C. , Conwell, Darwin L.

Diabetes Care | November 16, 2022 | Volume: 46 | Issue: 1 | Pages: 46-55

10.2337/dc22-1414 | PMID 36382801 Get It

OBJECTIVE Diabetes that arises from chronic pancreatitis (CP) is associated with increased morbidity and mortality. Methods to predict which patients with CP are at greatest risk for diabetes are urgently needed. We aimed to examine independent risk factors for diabetes in a large cohort of patients with CP. RESEARCH DESIGN AND METHODS This cross-sectional study comprised 645 individuals with CP enrolled in the PROCEED study, of whom 276 had diabetes. We conducted univariable and multivariable regression analyses of potential risk factors for diabetes. Model performance was assessed by area under the receiver operating characteristic curve (AUROC) analysis, and accuracy was evaluated by cross validation. Exploratory analyses were stratified according to the timing of development of diabetes relative to the diagnosis of pancreatitis. RESULTS Independent correlates of diabetes in CP included risk factors for type 2 diabetes (older age, overweight/obese status, male sex, non-White race, tobacco use) as well as pancreatic disease–related factors (history of acute pancreatitis complications, nonalcoholic etiology of CP, exocrine pancreatic dysfunction, pancreatic calcification, pancreatic atrophy) (AUROC 0.745). Type 2 diabetes risk factors were predominant for diabetes occurring before pancreatitis, and pancreatic disease–related factors were predominant for diabetes occurring after pancreatitis. CONCLUSIONS Multiple factors are associated with diabetes in CP, including canonical risk factors for type 2 diabetes and features associated with pancreatitis severity. This study lays the groundwork for the future development of models integrating clinical and nonclinical data to identify patients with CP at risk for diabetes and identifies modifiable risk factors (obesity, smoking) on which to focus for diabetes prevention.
Rationale and Design for the Diabetes RElated to Acute Pancreatitis and Its Mechanisms Study
Hart, Phil A. , Park, Walter G. , Dyer, Anne‐Marie , Andersen, Dana K. , Buxbaum, James , Conwell, Darwin L. , Dungan, Kathleen , Easler, Jeffrey J. , Fogel, Evan L. , Greenbaum, Carla J. , Kalyani, Rita R. , Korc, Murray , Kozarek, Richard A. , Laughlin, Maren R. , Lee, Peter J. , Maranki, Jennifer , Speake, Cate, Toledo, Frederico G. S. , Trikudanathan, Guru , Vege, Santhi Swaroop , Yazıcı, Cemal , Zaheer, Atif , Forsmark, Christopher E., Yadav, Dhiraj , Papachristou, Georgios I. , Chinchilli, Vernon M , Afghani, Elham , Akshintala, Venkata S. , Pandol, Stephen J. , Phillips, Anna Evans , Serrano, José , Singh, Vikesh K. , Speake, Cate , Tirkes, Temel , Wang, Ming , Bellin, Melena D.

Pancreas | October 7, 2022 | Volume: 51 | Issue: 6 | Pages: 568-574

10.1097/mpa.0000000000002079 | PMID 36206460 Get It

Abstract Acute pancreatitis (AP) is a disease characterized by an acute inflammatory phase followed by a convalescent phase. Diabetes mellitus (DM) was historically felt to be a transient phenomenon related to acute inflammation; however, it is increasingly recognized as an important late and chronic complication. There are several challenges that have prevented precisely determining the incidence rate of DM after AP and understanding the underlying mechanisms. The DREAM (Diabetes RElated to Acute Pancreatitis and its Mechanisms) Study is a prospective cohort study designed to address these and other knowledge gaps to provide the evidence needed to screen for, prevent, and treat DM after AP. In the following article, we summarize literature regarding the epidemiology of DM after AP and provide the rationale and an overview of the DREAM study.
Characterizing mechanism-based pain phenotypes in patients with chronic pancreatitis: a cross-sectional analysis of the PROspective Evaluation of Chronic Pancreatitis for EpidEmiologic and Translational StuDies
Saloman, Jami L. , Conwell, Darwin L. , Fogel, Evan L. , Vege, Santhi Swaroop , Li, Liang , Andersen, Dana K. , Fisher, William E., Forsmark, Christopher E., Hart, Phil A. , Park, Walter G. , Topazian, Mark , Yadav, Dhiraj , Saloman, Jami L , Li, Shuang , Pandol, Stephen J. , Phillips, Anna Evans , Van Den Eeden, Stephen K , Serrano, José

Pain | June 8, 2022 | Volume: 164 | Issue: 2 | Pages: 375-384

10.1097/j.pain.0000000000002710 | PMID 36149018 Get It

Abstract Pain is common in chronic pancreatitis (CP) and profoundly reduces quality of life (QoL). Multiple underlying mechanisms contribute to a heterogenous pain experience and reduce efficacy of pain management. This study was designed to characterize the distribution of mechanism-based pain phenotypes in painful CP. The data analyzed were collected as part of the PROspective Evaluation of Chronic Pancreatitis for EpidEmiologic and Translational StuDies, an NCI/NIDDK-funded longitudinal study of the natural history of CP. The PROspective Evaluation of Chronic pancreatitis for EpidEmiologic and translational stuDies includes patient-reported outcome (PRO) measures of pain, medication use, global health, and QoL. Of subjects (N = 681) with CP, 80% experienced abdominal pain within the year before enrollment. Subjects who experienced pain in the week before enrollment (N = 391) completed PROMIS Neuropathic and Nociceptive Pain Quality instruments which were then used to classify them by pain type: 40% had nociceptive, 5% had neuropathic-like, and 32% had both types of pain. The prevalence of having both types of pain was higher among women and subjects with diabetes mellitus, whereas nociceptive-only pain was more prevalent among men and those with pancreatic duct stricture. Other factors, including pain medication use and healthcare utilization, did not differ between groups based on pain type. Subjects in the Both group had significantly worse health and QoL scores relative to those with nociceptive-only pain, suggesting that using psychosocial pain surveys may be useful for understanding pain subtypes in patients with CP. Additional research is needed to identify biochemical and biophysical signatures that may associate with and predict responses to mechanism-specific interventions.