Mapping multiregional image-localized biopsies to MRI habitats reveal biologically significant glioma tissue states and patterns of cellular subpopulations
Abstract Background Magnetic Resonance Imaging (MRI) is the mainstay for neurosurgical oncology but not for informing us about glioma biology. An obstacle to developing MR-based glioma biomarkers is the absence of rigorous correlation between MRI features and glioma biology as assessed in multi-regional biopsies, within and across patients. Methods We directly addressed this obstacle by collating a unique cohort of 202 MRI-localized biopsies from 58 patients. We define a low-dimensional transcriptional pseudotime continuum along which heterogeneous high-grade glioma (HGG) samples organize both within and across patients. Results We observe three polarized transcriptional tissue states: infiltrated brain, immune/inflammatory, and proliferative associated with patterns of cohabitation of cellular subpopulations. The states and deconvolved populations show correlation with enhancement status on T1Gd MRI. Moreover, discrete MRI habitats, regions sharing common imaging features, defined as combinations of high or low signal intensity across multiparametric MRI revealed 14 MRI habitats. We order the MRI habitats according to the average pseudotime on the transcriptional continuum. We find that MRI habitats with low pseudotime (associated with early tumor development and diffusely invaded brain tissue) localized at the periphery of the tumor whilst high pseudotime either proliferative or immune/inflammatory states were towards the core of the lesion. We find that composition of MRI habitats are impacted by MGMT status and patient sex. Conclusion This suggests that ongoing aggregation of MRI-localized biopsies may augment our projection of biology onto MRI habitats to support tracking of the evolution of cellular ecologies within and across each patient’s tumor over time. Key Points Trajectory inference of HGG samples reveals a continuum connecting three polarized tissue states reflecting transitions in cellular population ecologies and gene set enrichment Combining multiparametric MRI features into regional MRI habitats reveal clinically-distinct patterns of cell co-habitation and tissue state MGMT methylation status shifts the cellular patterns of cohabitation within MRI habitats Importance of the Study Regional heterogeneity is a defining characteristic of high-grade glioma (HGG). Mapping the transcriptomic biology of multiregionally sampled MRI-localized biopsies from high-grade gliomas onto a low-dimensional space reveals a continuum between three primary tissue states: infiltrated brain, immune/inflammatory, and proliferative. Each state is associated with distinct cell cohabitation ecologies. Transitions between the tissue states coordinate with changes in tumor composition, revealing potential direct connections between tumor biology shifts and their manifestation on clinical imaging.
Molecular Biomarker Testing for the Diagnosis of Diffuse Gliomas
Context.— The diagnosis and clinical management of patients with diffuse gliomas (DGs) have evolved rapidly over the past decade with the emergence of molecular biomarkers that are used to classify, stratify risk, and predict treatment response for optimal clinical care. Objective.— To develop evidence-based recommendations for informing molecular biomarker testing for pediatric and adult patients with DGs and provide guidance for appropriate laboratory test and biomarker selection for optimal diagnosis, risk stratification, and prediction. Design.— The College of American Pathologists convened an expert panel to perform a systematic review of the literature and develop recommendations. A systematic review of literature was conducted to address the overarching question, “What ancillary tests are needed to classify DGs and sufficiently inform the clinical management of patients?” Recommendations were derived from quality of evidence, open comment feedback, and expert panel consensus. Results.— Thirteen recommendations and 3 good practice statements were established to guide pathologists and treating physicians on the most appropriate methods and molecular biomarkers to include in laboratory testing to inform clinical management of patients with DGs. Conclusions.— Evidence-based incorporation of laboratory results from molecular biomarker testing into integrated diagnoses of DGs provides reproducible and clinically meaningful information for patient management.
P495 Perianal fistula closure in patients receiving ustekinumab: Results from the SEAVUE and STARDUST trials
Abstract Background Perianal fistulas are common and cause significant quality of life impairment in patients (pts) with Crohn’s disease (CD). In previous phase 2/3 studies, ustekinumab (UST) showed some evidence of efficacy on fistula resolution, with no clear dose-response relationship. Additional studies are needed to evaluate the role of UST in perianal fistula treatment. Here, we report fistula data from two recent studies of UST in CD, SEAVUE and STARDUST. Methods In SEAVUE, biologic-naïve pts with moderate-to-severe CD were randomized to receive blinded UST (⁓6mg/kg IV at baseline then 90mg SC q8w) or adalimumab (ADA; 160/80mg SC at baseline/W2, then 40mg SC q2w). In STARDUST, biologic-naïve and biologic-failure pts with moderate-to-severe CD received open-label UST ⁓6mg/kg IV at baseline and UST 90mg SC at W8. At W16, pts were randomized to maintenance treatment under standard of care (90mg SC q12w or q8w) or treat-to-target (90mg SC q12w or q8w with potential adjustment to q4w) regimens. In both trials, the number of open and draining perianal fistulas was evaluated at baseline and the end of maintenance (SEAVUE W52, STARDUST W48). Fistula resolution was defined as closure of all fistulas. Pts with missing data at W52/W48 were considered to not have been in fistula resolution. In SEAVUE, pts who had a prohibited CD-related surgery, discontinued for lack of efficacy or an adverse event of worsening CD, or had prohibited concomitant medication changes before W52 were considered not to be in fistula resolution. Results In SEAVUE, 7 of 13 pts (53.8%) with active perianal fistulas at baseline in the UST group had complete fistula resolution at W52, and 6 of 16 patients (37.5%) in the ADA group had fistula resolution. In STARDUST, 9 of 19 pts (47.4%) with active perianal fistulas at baseline had complete fistula resolution at W48. Of the 9 pts in fistula resolution, 2 were receiving q12w at W48, 6 were receiving q8w, and 1 was receiving q4w. Of the 10 pts without fistula resolution, 2 were receiving q12w at W48, 3 were receiving q8w, 1 was receiving q4w and 4 discontinued before W48. In both studies, among pts with evaluable samples for pharmacokinetic analysis, fistula closure at W52/48 was not associated with higher serum drug concentrations at either the early time point of W16 or at the end of maintenance (Figure). This result was consistent for UST in both studies as well as ADA in SEAVUE. Conclusion Of pts with perianal fistulas at baseline in SEAVUE and STARDUST who received UST (32 pts in total), half were in fistula resolution after ~1 year of maintenance treatment. No relationship was observed between fistula resolution and serum drug concentrations, but no definite conclusions can be drawn given the relatively small sample size.
P377 Impact of moderate-to-severe endoscopic disease criteria on endoscopic response, endoscopic remission, and deep remission in patients receiving ustekinumab or adalimumab in the SEAVUE study
Abstract Background Entry criteria and outcome measures of Crohn’s disease (CD) clinical trials have evolved. Patients are now required to have active inflammation on screening endoscopy, with some studies requiring moderate-severe SES-CD scores. Recent trials have endoscopic response as a co-primary endpoint and endoscopic remission (ER) and deep remission (DR) as major secondary endpoints. Pivotal CD maintenance studies typically examine only responders to induction. The SEAVUE study required ≥1 ulceration of any size (SES-CD≥3) at baseline and had a treat-through design. To examine the results in the context of these trial design characteristics, we evaluated endoscopic outcomes at wk52 in the subgroup of pts with moderate-severe baseline SES-CD scores in SEAVUE, as well as those who were in clinical response after induction. Methods Biologic-naïve pts failing or intolerant to conventional therapy with CDAI≥220/≤450 and SES-CD≥3 were eligible. Pts were randomized, 1:1 to UST (~6mg/kg IV at wk0 then, 90mg SC q8w) or ADA (SC, 160mg at wk0, 80mg at wk2, then, 40mg q2w). Endoscopic outcomes were evaluated in all pts and the subgroup with moderate-severe endoscopic disease (baseline SES-CD≥6 for ileocolonic or colonic disease or SES-CD≥4 for isolated ileal disease). Endoscopic response was a ≥50% reduction from baseline in SES-CD, SES-CD≤3, or SES-CD=0 for pts with baseline SES-CD=3. ER was SES-CD≤3 or, 0 in pts with baseline SES-CD=3. DR was CDAI<150 and ER. Results Endoscopic outcomes for the subgroup with moderate-severe endoscopic disease were similar to those of the full cohort of pts. In UST-treated pts, endoscopic response was achieved at wk52 in, 41.9% in the full cohort and, 43.1% in the moderate-severe subgroup (Table, 1). In ADA-treated pts, endoscopic responses were, 36.9% and, 35.4%, respectively. For pts who were in clinical response after induction (Table, 1), endoscopic response rates were, 48.2% in the full cohort and, 49.5% in the moderate-severe subgroup for UST and, 44.8% and, 43.1%, respectively, for ADA. ER and DR rates were generally similar between the full cohort and the moderate-severe subgroup (Table, 2; eg, ERs were UST, 28.5% and ADA, 30.7% in full cohort; UST, 27.1% and, 27.8% ADA in subgroup). ER and DR rates were, 3%-7% higher in induction responders compared with the full cohort. Of note, even among wk16 nonresponders, some pts attained endoscopic outcomes at wk52 (eg, endoscopic responses in wk16 nonresponders were UST, 21.4% and ADA 13.3%). Conclusion In SEAVUE, both the UST and ADA treatment groups achieved high endoscopic response, ER, and DR rates at wk52. Results in pts with moderate-severe endoscopic disease were similar to those of the full cohort, but clinical responders after induction had higher rates than the full cohort.
NIMG-40. MRI-BASED ESTIMATION OF THE ABUNDANCE OF IMMUNOHISTOCHEMISTRY MARKERS IN GBM BRAIN USING DEEP LEARNING
Abstract Glioblastoma (GBM) is a devastating primary brain tumor known for its heterogeneity with a median survival of 15 months. Clinical imaging remains the primary modality to assess brain tumor response, but it is nearly impossible to distinguish between tumor growth and treatment response. Ki67 is a marker of active cell proliferation that shows inter- and intra-patient heterogeneity and should change under many therapies. In this work, we assessed the utility of a semi-supervised deep learning approach for regionally predicting high-vs-low Ki67 in GBM patients based on MRI. We used both labeled and unlabeled datasets to train the model. Labeled data included 114 MRI-localized biopsies from 43 unique GBM patients with available immunohistochemistry Ki67 labels. Unlabeled data included nine repeat routine pretreatment paired scans of newly-diagnosed GBM patients acquired within three days. Data augmentation techniques were utilized to enhance the size of our data and increase generalizability. Data was split between training, validation, and testing sets using 65-15-20 percent ratios. Model inputs were 16x16x3 patches around biopsies on T1Gd and T2 MRIs for labeled data, and around randomly selected patches inside the T2 abnormal region for unlabeled data. The network was a 4-conv layered VGG-inspired architecture. Training objective was accurate prediction of Ki67 in labeled patches and consistency in predictions across repeat unlabeled patches. We measured final model accuracy on held-out test samples. Our promising preliminary results suggest potential for deep learning in deconvolving the spatial heterogeneity of proliferative GBM subpopulations. If successful, this model can provide a non-invasive readout of cell proliferation and reveal the effectiveness of a given cytotoxic therapy dynamically during the patient's routine follow up. Further, the spatial resolution of our approach provides insights into the intra-tumoral heterogeneity of response which can be related to heterogeneity in localization of therapies (e.g. radiation therapy, drug dose heterogeneity).
S851 Health-Related Quality of Life With Ustekinumab vs Adalimumab for Induction and Maintenance Therapy in Biologic-Naïve Patients With Moderate-To-Severe Crohn’s Disease: PROMIS-29 in the SEAVUE Study
S770 Health-Related Quality of Life With Ustekinumab vs Adalimumab for Induction and Maintenance Therapy in Biologic-Naïve Patients With Moderate-To-Severe Crohn’s Disease: IBDQ in the SEAVUE Study
Abstract Purpose: The epigenetic mechanisms involved in transcriptional regulation leading to malignant phenotype in gliomas remains poorly understood. Topoisomerase IIB (TOP2B), an enzyme that decoils and releases torsional forces in DNA, is overexpressed in a subset of gliomas. Therefore, we investigated its role in epigenetic regulation in these tumors. Experimental Design: To investigate the role of TOP2B in epigenetic regulation in gliomas, we performed paired chromatin immunoprecipitation sequencing for TOP2B and RNA-sequencing analysis of glioma cell lines with and without TOP2B inhibition and in human glioma specimens. These experiments were complemented with assay for transposase-accessible chromatin using sequencing, gene silencing, and mouse xenograft experiments to investigate the function of TOP2B and its role in glioma phenotypes. Results: We discovered that TOP2B modulates transcription of multiple oncogenes in human gliomas. TOP2B regulated transcription only at sites where it was enzymatically active, but not at all native binding sites. In particular, TOP2B activity localized in enhancers, promoters, and introns of PDGFRA and MYC, facilitating their expression. TOP2B levels and genomic localization was associated with PDGFRA and MYC expression across glioma specimens, which was not seen in nontumoral human brain tissue. In vivo, TOP2B knockdown of human glioma intracranial implants prolonged survival and downregulated PDGFRA. Conclusions: Our results indicate that TOP2B activity exerts a pleiotropic role in transcriptional regulation of oncogenes in a subset of gliomas promoting a proliferative phenotype.
Two waves of coeliac disease incidence in Sweden: a nationwide population-based cohort study from 1990 to 2015
Objectives To assess the incidence of biopsy-verified coeliac disease (CD) in Sweden and examine the incidence of duodenal/jejunal biopsies with normal mucosa over time as a proxy for CD awareness and investigation. Design Nationwide population-based cohort study 1990–2015 based on biopsy reports indicating villous atrophy (VA) or normal mucosa in the duodenum/jejunum. Results We identified 44 771 individuals (63% females) with a biopsy report specifying VA and 412 279 (62% females) with a biopsy report indicating normal mucosa (without a prior biopsy indicating VA). The median age at diagnosis of CD was 28 years. The mean age-standardised incidence rate during the study period was 19.0 per 100 000 person-years (95% CI 17.3 to 20.8). The incidence reached a peak in 1994 for both sexes and a second higher peak in 2002–2003 for females and in 2006 for males. The lifetime risk of developing CD was 1.8% (2.3% in females and 1.4% in males). Prior to 2015, there was a parallel rise in rates for biopsies showing normal duodenal/jejunal mucosa. Conclusions In Sweden, the incidence of CD increased until 2002–2003 in females and until 2006 in males. Since then, the incidence of CD has declined despite increasing duodenal/jejunal biopsies, suggesting that increased awareness and investigation are unlikely to elevate the incidence of the disease in Sweden. Across a lifetime, 1 in 44 females and 1 in 72 males are expected to be diagnosed with CD in Sweden, indicating a relatively high societal burden of disease.