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Deep learning-based classifier for carcinoma of unknown primary using methylation quantitative trait loci

Walker, Adam; Fang, Camila S; Schroff, Chanel; Serrano, Jonathan; Vasudevaraja, Varshini; Yang, Yiying; Belakhoua, Sarra; Faustin, Arline; William, Christopher M; Zagzag, David; Chiang, Sarah; Acosta, Andres Martin; Movahed-Ezazi, Misha; Park, Kyung; Moreira, Andre L; Darvishian, Farbod; Galbraith, Kristyn; Snuderl, Matija
Cancer of unknown primary (CUP) constitutes between 2% and 5% of human malignancies and is among the most common causes of cancer death in the United States. Brain metastases are often the first clinical presentation of CUP; despite extensive pathological and imaging studies, 20%-45% of CUP are never assigned a primary site. DNA methylation array profiling is a reliable method for tumor classification but tumor-type-specific classifier development requires many reference samples. This is difficult to accomplish for CUP as many cases are never assigned a specific diagnosis. Recent studies identified subsets of methylation quantitative trait loci (mQTLs) unique to specific organs, which could help increase classifier accuracy while requiring fewer samples. We performed a retrospective genome-wide methylation analysis of 759 carcinoma samples from formalin-fixed paraffin-embedded tissue samples using Illumina EPIC array. Utilizing mQTL specific for breast, lung, ovarian/gynecologic, colon, kidney, or testis (BLOCKT) (185k total probes), we developed a deep learning-based methylation classifier that achieved 93.12% average accuracy and 93.04% average F1-score across a 10-fold validation for BLOCKT organs. Our findings indicate that our organ-based DNA methylation classifier can assist pathologists in identifying the site of origin, providing oncologists insight on a diagnosis to administer appropriate therapy, improving patient outcomes.
PMCID:11747144
PMID: 39607989
ISSN: 1554-6578
CID: 5778232

Raphe and ventrolateral medulla proteomics in sudden unexplained death in childhood with febrile seizure history

Leitner, Dominique F; William, Christopher; Faustin, Arline; Kanshin, Evgeny; Snuderl, Matija; McGuone, Declan; Wisniewski, Thomas; Ueberheide, Beatrix; Gould, Laura; Devinsky, Orrin
Sudden unexplained death in childhood (SUDC) is death of a child ≥ 12 months old that is unexplained after autopsy and detailed analyses. Among SUDC cases, ~ 30% have febrile seizure (FS) history, versus 2-5% in the general population. SUDC cases share features with sudden unexpected death in epilepsy (SUDEP) and sudden infant death syndrome (SIDS), in which brainstem autonomic dysfunction is implicated. To understand whether brainstem protein changes are associated with FS history in SUDC, we performed label-free quantitative mass spectrometry on microdissected midbrain dorsal raphe, medullary raphe, and the ventrolateral medulla (n = 8 SUDC-noFS, n = 11 SUDC-FS). Differential expression analysis between SUDC-FS and SUDC-noFS at p < 0.05 identified 178 altered proteins in dorsal raphe, 344 in medullary raphe, and 100 in the ventrolateral medulla. These proteins were most significantly associated with increased eukaryotic translation initiation (p = 3.09 × 10-7, z = 1.00), eukaryotic translation elongation (p = 6.31 × 10-49, z = 6.01), and coagulation system (p = 1.32 × 10-5, z = 1.00). The medullary raphe had the strongest enrichment for altered signaling pathways, including with comparisons to three other brain regions previously analyzed (frontal cortex, hippocampal dentate gyrus, cornu ammonus). Immunofluorescent tissue analysis of serotonin receptors identified 2.1-fold increased 5HT2A in the medullary raphe of SUDC-FS (p = 0.025). Weighted gene correlation network analysis (WGCNA) of case history indicated that longer FS history duration significantly correlated with protein levels in the medullary raphe and ventrolateral medulla; the most significant gene ontology biological processes were decreased cellular respiration (p = 9.8 × 10-5, corr = - 0.80) in medullary raphe and decreased synaptic vesicle cycle (p = 1.60 × 10-7, corr = - 0.90) in the ventrolateral medulla. Overall, FS in SUDC was associated with more protein differences in the medullary raphe and was related with increased translation-related signaling pathways. Future studies should assess whether these changes result from FS or may in some way predispose to FS or SUDC.
PMCID:11604820
PMID: 39607506
ISSN: 1432-0533
CID: 5763572

Two-Year Longitudinal Outcomes of Subjective Cognitive Decline in Hispanics Compared to Non-hispanic Whites

Boza-Calvo, Carolina; Faustin, Arline; Zhang, Yian; Briggs, Anthony Q; Bernard, Mark A; Bubu, Omonigho M; Rao, Julia A; Gurin, Lindsey; Tall, Sakina Ouedraogo; Osorio, Ricardo S; Marsh, Karyn; Shao, Yongzhao; Masurkar, Arjun V
BACKGROUND:Subjective cognitive decline (SCD), considered a preclinical dementia stage, is less understood in Hispanics, a high-risk group for dementia. We investigated SCD to mild cognitive impairment (MCI) progression risk, as well as baseline and longitudinal features of depressive symptoms, SCD complaints, and objective cognitive performance among Hispanics compared to non-Hispanic Whites (NHW). METHODS:Hispanic (n = 23) and NHW (n = 165) SCD participants were evaluated at baseline and 2-year follow-up. Evaluations assessed function, depressive symptoms, SCD, and objective cognitive performance. RESULTS:Hispanic ethnicity associated with a significantly increased risk of 2-year progression of SCD to MCI compared to NHW. This increased risk associated with increased depressive symptoms, distinctive SCD features, and elevated amnestic and non-amnestic objective cognitive decline. This supports further research to refine the assessment of preclinical dementia in this high-risk group.
PMID: 39043156
ISSN: 0891-9887
CID: 5676222

Frontal-Variant Alzheimer's Disease: Subregional Distribution of Entorhinal-CA1 Pathology and Pathophysiological Implications

Reyes, Isabel; Faustin, Arline; Tian, Chengju; Masurkar, Arjun V
PMID: 38835223
ISSN: 1545-7222
CID: 5664442

Prognostic value of DNA methylation subclassification, aneuploidy, and CDKN2A/B homozygous deletion in predicting clinical outcome of IDH mutant astrocytomas

Galbraith, Kristyn; Garcia, Mekka; Wei, Siyu; Chen, Anna; Schroff, Chanel; Serrano, Jonathan; Pacione, Donato; Placantonakis, Dimitris G; William, Christopher M; Faustin, Arline; Zagzag, David; Barbaro, Marissa; Eibl, Maria Del Pilar Guillermo Prieto; Shirahata, Mitsuaki; Reuss, David; Tran, Quynh T; Alom, Zahangir; von Deimling, Andreas; Orr, Brent A; Sulman, Erik P; Golfinos, John G; Orringer, Daniel A; Jain, Rajan; Lieberman, Evan; Feng, Yang; Snuderl, Matija
BACKGROUND:Isocitrate dehydrogenase (IDH) mutant astrocytoma grading, until recently, has been entirely based on morphology. The 5th edition of the Central Nervous System World Health Organization (WHO) introduces CDKN2A/B homozygous deletion as a biomarker of grade 4. We sought to investigate the prognostic impact of DNA methylation-derived molecular biomarkers for IDH mutant astrocytoma. METHODS:We analyzed 98 IDH mutant astrocytomas diagnosed at NYU Langone Health between 2014 and 2022. We reviewed DNA methylation subclass, CDKN2A/B homozygous deletion, and ploidy and correlated molecular biomarkers with histological grade, progression free (PFS), and overall (OS) survival. Findings were confirmed using 2 independent validation cohorts. RESULTS:There was no significant difference in OS or PFS when stratified by histologic WHO grade alone, copy number complexity, or extent of resection. OS was significantly different when patients were stratified either by CDKN2A/B homozygous deletion or by DNA methylation subclass (P value = .0286 and .0016, respectively). None of the molecular biomarkers were associated with significantly better PFS, although DNA methylation classification showed a trend (P value = .0534). CONCLUSIONS:The current WHO recognized grading criteria for IDH mutant astrocytomas show limited prognostic value. Stratification based on DNA methylation shows superior prognostic value for OS.
PMCID:11145445
PMID: 38243818
ISSN: 1523-5866
CID: 5664582

The influence of APOEε4 on the pTau interactome in sporadic Alzheimer's disease

Thierry, Manon; Ponce, Jackeline; Martà-Ariza, Mitchell; Askenazi, Manor; Faustin, Arline; Leitner, Dominique; Pires, Geoffrey; Kanshin, Evgeny; Drummond, Eleanor; Ueberheide, Beatrix; Wisniewski, Thomas
APOEε4 is the major genetic risk factor for sporadic Alzheimer's disease (AD). Although APOEε4 is known to promote Aβ pathology, recent data also support an effect of APOE polymorphism on phosphorylated Tau (pTau) pathology. To elucidate these potential effects, the pTau interactome was analyzed across APOE genotypes in the frontal cortex of 10 advanced AD cases (n = 5 APOEε3/ε3 and n = 5 APOEε4/ε4), using a combination of anti-pTau pS396/pS404 (PHF1) immunoprecipitation (IP) and mass spectrometry (MS). This proteomic approach was complemented by an analysis of anti-pTau PHF1 and anti-Aβ 4G8 immunohistochemistry, performed in the frontal cortex of 21 advanced AD cases (n = 11 APOEε3/ε3 and n = 10 APOEε4/ε4). Our dataset includes 1130 and 1330 proteins enriched in IPPHF1 samples from APOEε3/ε3 and APOEε4/ε4 groups (fold change ≥ 1.50, IPPHF1 vs IPIgG ctrl). We identified 80 and 68 proteins as probable pTau interactors in APOEε3/ε3 and APOEε4/ε4 groups, respectively (SAINT score ≥ 0.80; false discovery rate (FDR) ≤ 5%). A total of 47/80 proteins were identified as more likely to interact with pTau in APOEε3/ε3 vs APOEε4/ε4 cases. Functional enrichment analyses showed that they were significantly associated with the nucleoplasm compartment and involved in RNA processing. In contrast, 35/68 proteins were identified as more likely to interact with pTau in APOEε4/ε4 vs APOEε3/ε3 cases. They were significantly associated with the synaptic compartment and involved in cellular transport. A characterization of Tau pathology in the frontal cortex showed a higher density of plaque-associated neuritic crowns, made of dystrophic axons and synapses, in APOEε4 carriers. Cerebral amyloid angiopathy was more frequent and severe in APOEε4/ε4 cases. Our study supports an influence of APOE genotype on pTau-subcellular location in AD. These results suggest a facilitation of pTau progression to Aβ-affected brain regions in APOEε4 carriers, paving the way to the identification of new therapeutic targets.
PMCID:11108952
PMID: 38772917
ISSN: 1432-0533
CID: 5654472

Researching COVID to enhance recovery (RECOVER) tissue pathology study protocol: Rationale, objectives, and design

Troxel, Andrea B; Bind, Marie-Abele C; Flotte, Thomas J; Cordon-Cardo, Carlos; Decker, Lauren A; Finn, Aloke V; Padera, Robert F; Reichard, R Ross; Stone, James R; Adolphi, Natalie L; Casimero, Faye Victoria C; Crary, John F; Elifritz, Jamie; Faustin, Arline; Ghosh, Saikat Kumar B; Krausert, Amanda; Martinez-Lage, Maria; Melamed, Jonathan; Mitchell, Roger A; Sampson, Barbara A; Seifert, Alan C; Simsir, Aylin; Adams, Cheryle; Haasnoot, Stephanie; Hafner, Stephanie; Siciliano, Michelle A; Vallejos, Brittany B; Del Boccio, Phoebe; Lamendola-Essel, Michelle F; Young, Chloe E; Kewlani, Deepshikha; Akinbo, Precious A; Parent, Brendan; Chung, Alicia; Cato, Teresa C; Mudumbi, Praveen C; Esquenazi-Karonika, Shari; Wood, Marion J; Chan, James; Monteiro, Jonathan; Shinnick, Daniel J; Thaweethai, Tanayott; Nguyen, Amber N; Fitzgerald, Megan L; Perlowski, Alice A; Stiles, Lauren E; Paskett, Moira L; Katz, Stuart D; Foulkes, Andrea S; ,
IMPORTANCE/OBJECTIVE:SARS-CoV-2 infection can result in ongoing, relapsing, or new symptoms or organ dysfunction after the acute phase of infection, termed Post-Acute Sequelae of SARS-CoV-2 (PASC), or long COVID. The characteristics, prevalence, trajectory and mechanisms of PASC are poorly understood. The objectives of the Researching COVID to Enhance Recovery (RECOVER) tissue pathology study (RECOVER-Pathology) are to: (1) characterize prevalence and types of organ injury/disease and pathology occurring with PASC; (2) characterize the association of pathologic findings with clinical and other characteristics; (3) define the pathophysiology and mechanisms of PASC, and possible mediation via viral persistence; and (4) establish a post-mortem tissue biobank and post-mortem brain imaging biorepository. METHODS:RECOVER-Pathology is a cross-sectional study of decedents dying at least 15 days following initial SARS-CoV-2 infection. Eligible decedents must meet WHO criteria for suspected, probable, or confirmed infection and must be aged 18 years or more at the time of death. Enrollment occurs at 7 sites in four U.S. states and Washington, DC. Comprehensive autopsies are conducted according to a standardized protocol within 24 hours of death; tissue samples are sent to the PASC Biorepository for later analyses. Data on clinical history are collected from the medical records and/or next of kin. The primary study outcomes include an array of pathologic features organized by organ system. Causal inference methods will be employed to investigate associations between risk factors and pathologic outcomes. DISCUSSION/CONCLUSIONS:RECOVER-Pathology is the largest autopsy study addressing PASC among US adults. Results of this study are intended to elucidate mechanisms of organ injury and disease and enhance our understanding of the pathophysiology of PASC.
PMCID:10781091
PMID: 38198481
ISSN: 1932-6203
CID: 5628642

Reasearching COVID to enhance recorvery (RECOVER) autopsy tissue pathology study protocol: Rationale, objectives, and design [PrePrint]

Troxel, Andrea B; Bind, Marie-Abele C; Flotte, Thomas J; Cordon-Cardo, Carlos; Decker, Lauren A; Finn, Aloke V; Padera, Robert F; Reichard, R. Ross; Stone, James R; Adolphi, Natalie L; Casimero, Faye; Crary, John F; Elifritz, Jamie; Faustin, Arline; Kumar B Ghosh, Saikat; Krausert, Amanda; Martinez-Lage, Maria; Melamed, Jonathan; Mitchell Jr, Roger A; Sampson, Barbara A; Seifert, Alan C; Simsir, Aylin; Adams, Cheryle; Haasnoot, Stephanie; Hafner, Stephanie; Siciliano, Michelle A; Vallejos, Britanny B; Del Boccio, Pheobe; Lamendola-Essel; Michelle F; Young, Chloe E; Kewlani, Deepshikha; Akinbo, Precious A; Parent, Brendan; Chung, Alicia; Cato, Teresa C; Mudumbi, Praveen; Esquenazi-Karonika, Shari; Wood, Marion J; Chan, James; Monteiro, Jonathan; Shinnick, Daniel J; Thaweethai, Tanayott; Nguyen, Amber N; Fitzgerald, Megan L; Perlowski, Alice A; Stiles, Lauren E; Paskett, Moira L, Katz, Stuart D; Foulkes, Andrea S
ORIGINAL:0017086
ISSN: n/a
CID: 5573572

Localized proteomic differences in the choroid plexus of Alzheimer's disease and epilepsy patients

Leitner, Dominique F; Kanshin, Evgeny; Faustin, Arline; Thierry, Manon; Friedman, Daniel; Devore, Sasha; Ueberheide, Beatrix; Devinsky, Orrin; Wisniewski, Thomas
INTRODUCTION/UNASSIGNED:Alzheimer's disease (AD) and epilepsy are reciprocally related. Among sporadic AD patients, clinical seizures occur in 10-22% and subclinical epileptiform abnormalities occur in 22-54%. Cognitive deficits, especially short-term memory impairments, occur in most epilepsy patients. Common neurophysiological and molecular mechanisms occur in AD and epilepsy. The choroid plexus undergoes pathological changes in aging, AD, and epilepsy, including decreased CSF turnover, amyloid beta (Aβ), and tau accumulation due to impaired clearance and disrupted CSF amino acid homeostasis. This pathology may contribute to synaptic dysfunction in AD and epilepsy. METHODS/UNASSIGNED:= 12) using laser capture microdissection (LCM) followed by label-free quantitative mass spectrometry on the choroid plexus adjacent to the hippocampus at the lateral geniculate nucleus level. RESULTS/UNASSIGNED: DISCUSSION/UNASSIGNED:We found altered signaling pathways in the choroid plexus of severe AD cases and many correlated changes in the protein expression of cell metabolism pathways in AD and epilepsy cases. The shared molecular mechanisms should be investigated further to distinguish primary pathogenic changes from the secondary ones. These mechanisms could inform novel therapeutic strategies to prevent disease progression or restore normal function. A focus on dual-diagnosed AD/epilepsy cases, specific epilepsy syndromes, such as temporal lobe epilepsy, and changes across different severity levels in AD and epilepsy would add to our understanding.
PMCID:10379643
PMID: 37521285
ISSN: 1664-2295
CID: 5734782

Clinical utility of whole-genome DNA methylation profiling as a primary molecular diagnostic assay for central nervous system tumors-A prospective study and guidelines for clinical testing

Galbraith, Kristyn; Vasudevaraja, Varshini; Serrano, Jonathan; Shen, Guomiao; Tran, Ivy; Abdallat, Nancy; Wen, Mandisa; Patel, Seema; Movahed-Ezazi, Misha; Faustin, Arline; Spino-Keeton, Marissa; Roberts, Leah Geiser; Maloku, Ekrem; Drexler, Steven A; Liechty, Benjamin L; Pisapia, David; Krasnozhen-Ratush, Olga; Rosenblum, Marc; Shroff, Seema; Boué, Daniel R; Davidson, Christian; Mao, Qinwen; Suchi, Mariko; North, Paula; Hopp, Amanda; Segura, Annette; Jarzembowski, Jason A; Parsons, Lauren; Johnson, Mahlon D; Mobley, Bret; Samore, Wesley; McGuone, Declan; Gopal, Pallavi P; Canoll, Peter D; Horbinski, Craig; Fullmer, Joseph M; Farooqui, Midhat S; Gokden, Murat; Wadhwani, Nitin R; Richardson, Timothy E; Umphlett, Melissa; Tsankova, Nadejda M; DeWitt, John C; Sen, Chandra; Placantonakis, Dimitris G; Pacione, Donato; Wisoff, Jeffrey H; Teresa Hidalgo, Eveline; Harter, David; William, Christopher M; Cordova, Christine; Kurz, Sylvia C; Barbaro, Marissa; Orringer, Daniel A; Karajannis, Matthias A; Sulman, Erik P; Gardner, Sharon L; Zagzag, David; Tsirigos, Aristotelis; Allen, Jeffrey C; Golfinos, John G; Snuderl, Matija
BACKGROUND/UNASSIGNED:Central nervous system (CNS) cancer is the 10th leading cause of cancer-associated deaths for adults, but the leading cause in pediatric patients and young adults. The variety and complexity of histologic subtypes can lead to diagnostic errors. DNA methylation is an epigenetic modification that provides a tumor type-specific signature that can be used for diagnosis. METHODS/UNASSIGNED:We performed a prospective study using DNA methylation analysis as a primary diagnostic method for 1921 brain tumors. All tumors received a pathology diagnosis and profiling by whole genome DNA methylation, followed by next-generation DNA and RNA sequencing. Results were stratified by concordance between DNA methylation and histopathology, establishing diagnostic utility. RESULTS/UNASSIGNED:Of the 1602 cases with a World Health Organization histologic diagnosis, DNA methylation identified a diagnostic mismatch in 225 cases (14%), 78 cases (5%) did not classify with any class, and in an additional 110 (7%) cases DNA methylation confirmed the diagnosis and provided prognostic information. Of 319 cases carrying 195 different descriptive histologic diagnoses, DNA methylation provided a definitive diagnosis in 273 (86%) cases, separated them into 55 methylation classes, and changed the grading in 58 (18%) cases. CONCLUSIONS/UNASSIGNED:DNA methylation analysis is a robust method to diagnose primary CNS tumors, improving diagnostic accuracy, decreasing diagnostic errors and inconclusive diagnoses, and providing prognostic subclassification. This study provides a framework for inclusion of DNA methylation profiling as a primary molecular diagnostic test into professional guidelines for CNS tumors. The benefits include increased diagnostic accuracy, improved patient management, and refinements in clinical trial design.
PMCID:10355794
PMID: 37476329
ISSN: 2632-2498
CID: 5536102