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Grady, William M.

https://orcid.org/0000-0002-0129-7809

Mayo Clinic

University of Washington

Citations 23

Spatial multi-omics and single-cell transcriptomics uncover senescence-associated cellular programs during colon adenoma to cancer progression
Yu, Ming , Xie, Yumo , Allen, Lena, Carter, Kelly , Donato, Elizabeth , Cheng, Lingxin , Kendziorski, Christina , Hall, Lance T. , Marzo, Angelo M. De , Hicks, Jessica, Reddi, Deepti , Sun, Wei, Matkowskyj, Kristina A , De Marzo, Angelo M , Newell, Evan W , Grady, William M , Carter, Kelly , Reddi, Deepti , Sun, Wei, Grady, William M.

No container title available | August 7, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.08.06.743310 Get It

Abstract Colorectal cancer develops through a normal-adenoma-carcinoma sequence, yet only 5-10% of adenomas progress to malignancy, and the cellular programs governing that sequence remain poorly defined. Here we generate a spatial multi-omics atlas of human colon adenomas, combining Visium CytAssist and protein co-detection across 24 nonadvanced and advanced tubular adenomas with single-cell resolution Xenium Prime 5K profiling of 101 patient-matched normal, adenoma, and carcinoma cores from 16 patients. Integrating whole-transcriptome and 31-plex protein data identifies nine spatial clusters and two dysplastic epithelial populations that co-express stemness, proliferation, and senescence programs. These programs occupy a shared, spatially confined epithelial niche that expands from adenoma to carcinoma. Spatial analysis revealed GDF15, a senescence-associated secretory factor, mediated the coupling between senescence and stemness in advanced adenomas, and that GDF15-high epithelium locally excludes CD8+ T cells in adenoma and, more broadly, in carcinoma. These findings position senescence as a spatially instructive rather than merely tumor-suppressive program during colorectal carcinogenesis and suggest GDF15 might be a potential candidate target for cancer prevention and interception in the colon.
Translating Histopathology Foundation Model Embeddings into Cellular and Molecular Features for Clinical Studies
Cui, Saishi , Sui, Zhining , Li, Ziyi, Grady, William M., Sun, Wei , Grady, William M. , Sun, Wei , Grady, William M , Matkowskyj, Kristina A. , Yu, Ming

No container title available | March 19, 2026 | Volume: No volume available | Issue: No issue available | Pages: No page available

10.64898/2026.03.17.711896 Get It

Abstract AI-powered pathology foundation models provide general-purpose representations of histopathological images by encoding image tiles into numerical embeddings. However, these embeddings are not directly interpretable in biological or clinical terms and must be translated into biologically meaningful features, such as cell-type composition or gene expression, to enable downstream clinical applications. To bridge this gap, we developed STpath, a framework that integrates histopathology image embeddings derived from existing pathology foundation models with matched, spatially resolved transcriptomics data. STpath consists of cancer-specific XGBoost models trained to infer cell-type compositions and gene expression from histopathology image tiles. We evaluated STpath in colorectal and breast cancer datasets and showed that it provides accurate estimates of the composition of major cell types and the expression of a subset of genes, with further performance gains achieved by combining embeddings from multiple foundation models. Finally, we demonstrated that STpath inferred features that can be used in downstream studies to evaluate their associations with clinical outcomes.
Gastric Polyposis and Cancer in Western Patients With Familial Adenomatous Polyposis: Epidemiology, Detection, and Management
Aelvoet, Arthur S., Idos, Gregory , Kelly, Kaitlyn J. , Kieber‐Emmons, AnnMarie, Markowitz, Arnold J. , Samadder, N. Jewel , Yurgelun, Matthew B. , Burke, Carol A. , Aelvoet, Arthur S. , Burke, Carol A , Dekker, Evelien , Cruise, Michael W. , Grady, William M. , Kupfer, Sonia S. , Weiss, Jennifer M.

Journal of the National Comprehensive Cancer Network | June 11, 2025 | Volume: 23 | Issue: 6 | Pages: No page available

10.6004/jnccn.2025.7027 Get It

Patients with familial adenomatous polyposis (FAP) are at increased risk of developing cancer, with the most common sites being colorectal, duodenal/ampullary and thyroid. In the last decade, an alarming increase in gastric cancer has been reported in the Western FAP population. These cancers are often diagnosed at an advanced stage with poor prognosis, even in patients undergoing regular upper endoscopic surveillance. Most gastric cancers in Western patients with FAP occur in the proximal stomach, where a carpeting of fundic gland polyposis hampers visualization of gastric cancer and its precursor lesions during endoscopic surveillance. Although fundic gland polyps are the most prevalent proximal polyp, several different dysplastic lesions can be found in the stomachs of patients with FAP. including fundic gland polyps with dysplasia, foveolar-type adenomas, pyloric gland adenomas, and intestinal-type adenomas. Although adenomas are the most likely precursors to gastric cancer, the exact lesions responsible for gastric cancer in FAP are not yet fully understood. This review focuses on gastric polyposis and the characteristics of gastric cancer in Western patients with FAP, including risk factors, lesion detection, surveillance and management of gastric polyposis, and areas for future research.
Advancing the Evaluation and Management of CDH1-Associated Gastric Cancer
Lerner, Benjamin A. , Gupta, Samir , Burke, Carol A. , Samadder, Jewel, Yurgelun, Matthew B. , Kelly, Kaitlyn J. , Prats, Mariana Moreno, Joseph, Nora, Idos, Gregory , Swanson, Benjamin , Kieber‐Emmons, AnnMarie, Llor, Xavier , Gupta, Samir , Samadder, Jewel J., Gupta, Samir , Burke, Carol A , Kupfer, Sonia S. , Katona, Bryson W , Grady, William M. , Weiss, Jennifer M.

Journal of the National Comprehensive Cancer Network | April 9, 2025 | Volume: 23 | Issue: 4 | Pages: No page available

10.6004/jnccn.2025.7006 Get It

Gastric cancer is a significant global health concern, with CDH1-associated gastric cancer representing a small but important subset of cases. Historically, individuals with CDH1 pathogenic germline variants were advised to undergo prophylactic total gastrectomy due to the high reported risk of gastric cancer and the limited sensitivity of upper endoscopy in detecting signet ring cell carcinoma (SRCC). However, emerging data suggest that the cumulative lifetime risk of advanced gastric cancer among CDH1 germline pathogenic variant carriers is lower than previously thought, and early-stage SRCC detected on endoscopy does not necessarily indicate imminent—or even eventual—progression to advanced cancer. The near-universal presence of T1a SRCC in gastrectomy specimens from asymptomatic CDH1 pathogenic variant carriers calls into question the reflexive recommendation for gastrectomy, including upon detection of SRCC during surveillance. Furthermore, the morbidity and quality-of-life impact associated with total gastrectomy require careful consideration. Active endoscopic surveillance has shown promise as an alternative management strategy for gastrectomy in patients lacking indicators of >T1a SRCC, though current data are limited by short follow-up periods and selection bias. This review synthesizes recent findings on the natural history of CDH1-associated gastric cancer and evaluates the risks and benefits of gastrectomy versus active endoscopic surveillance, with the goal of helping clinicians provide personalized and evidence-based recommendations for patients with CDH1 pathogenic variants.
Genetic/Familial High-Risk Assessment: Colorectal, Endometrial, and Gastric, Version 3.2024, NCCN Clinical Practice Guidelines In Oncology
Gupta, Samir , Axell, Lisen, Burke, Carol A. , Chen, Lee-may, Chung, Daniel C. , Clayback, Katherine M, Felder, Seth , Giardiello, Francis M., Gustafson, Susan, Hagemann, Andrea R. , Hall, Michael J. , Idos, Gregory , Joseph, Nora, Kassem, Nawal , Kelly, Kaitlyn, Kieber‐Emmons, AnnMarie, Kupfer, Sonia S., Lang, Katie, Llor, Xavier , Markowitz, Arnold J. , Prats, Mariana Moreno, Niell‐Swiller, Mariana, Pirzadeh‐Miller, Sara , Samadder, N. Jewel , Shibata, David , Swanson, Benjamin , Szymaniak, Brittany M. , Welborn, Jeanna, Wiesner, Georgia L. , Yurgelun, Matthew B. , Dwyer, Mary A., Darlow, Susan, Diwan, Zeenat, Samadder, Niloy Jewel, Gupta, Samir , Burke, Carol A , Hodan, Rachel , Weiss, Jennifer M. , Chung, Daniel C., Foda, Zachariah H. , Grady, William M. , Hampel, Heather , Katona, Bryson W , Outlaw, Darryl Alan , Stanich, Peter P.

Journal of the National Comprehensive Cancer Network | December 16, 2024 | Volume: 22 | Issue: 10 | Pages: 695-711

10.6004/jnccn.2024.0061 Get It

Multigene panel testing has allowed for the detection of a growing number of inherited pathogenic/likely pathogenic variants in people at high risk of cancer, including endometrial cancer (EC). Hereditary syndromes associated with EC include Lynch syndrome, PTEN hamartoma tumor syndrome, and Peutz-Jeghers syndrome. This manuscript provides the latest recommendations from the NCCN Guidelines for Genetic/Familial High-Risk Assessment: Colorectal, Endometrial, and Gastric on the screening and management of EC in patients at high risk for these syndromes, as well as the advantages and limitations of multigene panel testing. This manuscript also describes recent updates to these guidelines regarding de-implementation of colon cancer screening in individuals with CHEK2 pathogenic/likely pathogenic variants, based on the most up-to-date evidence regarding the association between CHEK2 pathogenic/likely pathogenic variants and colon cancer risk.
S224 Evaluating the Risk of Non-Colorectal Cancers in Individuals With a False Positive Blood-Based Colorectal Cancer Screening Test
Chung, Daniel C. , Issaka, Rachel B. , Eagle, Craig, Hu, Sylvia, Chudova, Darya, Talasaz, AmirAli , Greenson, Joel K. , Gupta, Samir , Gupta, Samir , Gray, Darrell M. , Singh, Harminder , Raymond, Victoria M. , Sinicrope, Frank A. , Grady, William M.

American Journal of Gastroenterology | October 24, 2024 | Volume: 119 | Issue: 10S | Pages: S164-S164

10.14309/01.ajg.0001029264.52929.bf Get It

Evaluating the utility of ZNF331 promoter methylation as a prognostic and predictive marker in stage III colon cancer: results from CALGB 89803 (Alliance)
Nakasone, Elizabeth S. , Lin, She Yu, Innocenti, Federico , Cohen, Stacey A. , Zemla, Tyler J, Cohen, Stacey A , Zemla, Tyler , Yu, Ming , Ou, Fang‐Shu , Carter, Kelly , Saltz, Leonard B. , Grady, William M.

Epigenetics | May 8, 2024 | Volume: 19 | Issue: 1 | Pages: No page available

10.1080/15592294.2024.2349980 Get It

Patients With Esophageal Adenocarcinoma With Prior Gastroesophageal Reflux Disease Symptoms Are Similar to Those Without Gastroesophageal Reflux Disease: A Cross-Sectional Study
Chandar, Apoorva K., Keerthy, Komal S. , Gupta, Rajesh , Grady, William M. , Canto, Marcia Irene , Shaheen, Nicholas J. , Thota, Prashanthi N. , Iyer, Prasad G. , Wang, Jean S. , Falk, Gary W. , Dumot, John A. , Markowitz, Sanford D. , Willis, Joseph , Moinova, Helen , Guda, Kishore , Brock, Wendy , Chak, Amitabh , Keerthy, Komal , Abrams, Julian A , Dumot, John , Brock, Wendy , Chak, Amitabh , Willis, Joseph E , Grady, William M , Faulx, Michael

American Journal of Gastroenterology | November 17, 2023 | Volume: 119 | Issue: 5 | Pages: 823-829

10.14309/ajg.0000000000002593 Get It

INTRODUCTION: A substantial proportion of patients with esophageal adenocarcinoma (EAC) do not report gastroesophageal reflux disease (GERD) symptoms. This study aimed to compare the risk factor profiles and cancer stage at presentation of patients with EAC with and without prior GERD. METHODS: In this retrospective cross-sectional study, patients with EAC were divided into 2 cohorts: (i) EAC with prior GERD: patients who reported typical GERD symptoms (heartburn or regurgitation) ≥1 year before cancer diagnosis and (ii) EAC without prior GERD: patients who did not report prior GERD symptoms or reported symptoms within 1 year of their cancer diagnosis. Baseline demographics, risk factors, and cancer stage at presentation were compared between the 2 cohorts. In addition, the distribution of patients based on numbers of BE/EAC–associated risk factors (1, 2, 3, 4, and 5 or more) was examined in the symptomatic and asymptomatic cohorts. RESULTS: Over 13 years, 388 patients with EAC with prior GERD and 245 patients with EAC without prior GERD were recruited. Both groups had similar baseline demographics and risk factors, but patients with EAC with prior GERD were more likely to have a history of BE. Asymptomatic patients had more advanced disease. Patients with 3 or more BE/EAC–related risk factors formed the largest proportion of patients in both the symptomatic and asymptomatic cohorts. DISCUSSION: Patients with EAC with and without prior GERD symptoms are phenotypically similar, suggesting that BE screening efforts to prevent or detect early EAC should not be restricted to just those with GERD.
DNA methylation profile in CpG-depleted regions uncovers a high-risk subtype of early-stage colorectal cancer
Yu, Huichuan , Wang, Xiaolin , Tang, Guannan , Cui, Ji , Ding, Yanqing , Cai, Muyan , Huang, Meijin , Gallinger, Steven , Pai, Rish K. , Win, Aung Ko , Wang, Jianping , Luo, Yanxin , Cao, Guangwen , Pai, R K , Luo, Yanxin , Win, Aung K , Yu, Huichuan , Bai, Liangliang , Carter, Kelly , Huang, Pinzhu , Li, Liang , Liu, Huanliang , Cao, Guangwen , Buchanan, Daniel D. , Newcomb, Polly A. , Grady, William M.

JNCI: Journal of the National Cancer Institute | September 29, 2022 | Volume: 115 | Issue: 1 | Pages: 52-61

10.1093/jnci/djac183 Get It

AbstractBackgroundThe current risk stratification system defined by clinicopathological features does not identify the risk of recurrence in early-stage (stage I-II) colorectal cancer (CRC) with sufficient accuracy. We aimed to investigate whether DNA methylation could serve as a novel biomarker for predicting prognosis in early-stage CRC patients.MethodsWe analyzed the genome-wide methylation status of CpG loci using Infinium MethylationEPIC array run on primary tumor tissues and normal mucosa of early-stage CRC patients to identify potential methylation markers for prognosis. The machine-learning approach was applied to construct a DNA methylation–based prognostic classifier for early-stage CRC (MePEC) using the 4 gene methylation markers FAT3, KAZN, TLE4, and DUSP3. The prognostic value of the classifier was evaluated in 2 independent cohorts (n = 438 and 359, respectively).ResultsThe comprehensive analysis identified an epigenetic subtype with high risk of recurrence based on a group of CpG loci in the CpG-depleted region. In multivariable analysis, the MePEC classifier was independently and statistically significantly associated with time to recurrence in validation cohort 1 (hazard ratio = 2.35, 95% confidence interval = 1.47 to 3.76, P < .001) and cohort 2 (hazard ratio = 3.20, 95% confidence interval = 1.92 to 5.33, P < .001). All results were further confirmed after each cohort was stratified by clinicopathological variables and molecular subtypes.ConclusionsWe demonstrated the prognostic statistical significance of a DNA methylation profile in the CpG-depleted region, which may serve as a valuable source for tumor biomarkers. MePEC could identify an epigenetic subtype with high risk of recurrence and improve the prognostic accuracy of current clinical variables in early-stage CRC.
Novel DNA Methylation Biomarker Panel for Detection of Esophageal Adenocarcinoma and High-Grade Dysplasia
Yu, Ming , Moinova, Helen , Willbanks, Amber, Cannon, Victoria K., Wang, Ting , Carter, Kelly , Kaz, Andrew M. , Reddi, Deepti , Inadomi, John M. , Luebeck, E. Georg , Iyer, Prasad G. , Wang, Jean S. , Shaheen, Nicholas J. , Thota, Prashanti N., Willis, Joseph , LaFramboise, Thomas , Chak, Amitabh , Markowitz, Sanford D. , Moinova, Helen R , Inadomi, John , Luebeck, Georg , Shaheen, Nicholas J , Chak, Amitabh , Grady, William M , Willis, Joseph E , Carter, Kelly , Cannon, Victoria K., Reddi, Deepti , Canto, Marcia Irene , Grady, William M.

Clinical Cancer Research | July 15, 2022 | Volume: 28 | Issue: 17 | Pages: 3761-3769

10.1158/1078-0432.ccr-22-0445 Get It

Abstract Purpose: Current endoscopy-based screening and surveillance programs have not been proven effective at decreasing esophageal adenocarcinoma (EAC) mortality, creating an unmet need for effective molecular tests for early detection of this highly lethal cancer. We conducted a genome-wide methylation screen to identify novel methylation markers that distinguish EAC and high-grade dysplasia (HGD) from normal squamous epithelium (SQ) or nondysplastic Barrett's esophagus (NDBE). Experimental Design: DNA methylation profiling of samples from SQ, NDBE, HGD, and EAC was performed using HM450 methylation arrays (Illumina) and reduced-representation bisulfate sequencing. Ultrasensitive methylation-specific droplet digital PCR and next-generation sequencing (NGS)-based bisulfite-sequencing assays were developed to detect the methylation level of candidate CpGs in independent esophageal biopsy and endoscopic brushing samples. Results: Five candidate methylation markers were significantly hypermethylated in HGD/EAC samples compared with SQ or NDBE (P < 0.01) in both esophageal biopsy and endoscopic brushing samples. In an independent set of brushing samples used to construct biomarker panels, a four-marker panel (model 1) demonstrated sensitivity of 85.0% and 90.8% for HGD and EACs respectively, with 84.2% and 97.9% specificity for NDBE and SQ respectively. In a validation set of brushing samples, the panel achieved sensitivity of 80% and 82.5% for HGD and EAC respectively, at specificity of 67.6% and 96.3% for NDBE and SQ samples. Conclusions: A novel DNA methylation marker panel differentiates HGD/EAC from SQ/NDBE. DNA-methylation–based molecular assays hold promise for the detection of HGD/EAC using esophageal brushing samples.