Konrad H. Stopsack’s research while affiliated with Massachusetts General Hospital and other places

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Publications (156)


Manhattan plot of all meta-analysis gene-level association tests with the risk of developing overall prostate cancer
The x-axis is the genomic position of the gene and the y-axis is the -log10 transformed unadjusted P values for all qualifying variant (QV) models (defined in Supplementary Data 1) as indicated in the legend. P values were determined from a Cochran–Mantel–Haenszel test across cohorts. The light grey dashed line represents the suggestive significance threshold (P = 2.6 × 10⁻⁶) and the dark grey dashed line the study-wide significance threshold (P = 1 × 10⁻⁸). Genes which reach the suggestive significance threshold are labelled, and only the most significant QV model for each gene is labelled. ptv = rare protein-truncating variant QV model; flexdmg = rare damaging non-synonymous QV model.
Forest plot showing the association of genes with prostate cancer risk (All PCa Vs Ctrls) and severity (Agg. PCa Vs non-Agg. PCa) which reached the suggestive significance threshold (P = 2.6x10⁻⁶) for non-synonymous qualifying variant (QV) models
Odds ratios and P values were determined from a Cochran–Mantel–Haenszel test across cohorts. Gene and QV model (defined in Supplementary Data 1) are as indicated in legend. For genes where more than one QV model passed the suggestive significance threshold the most significant is plotted. ptv = rare protein-truncating variant QV model; flexdmg = rare damaging non-synonymous QV model. PCa prostate cancer, Agg aggressive, Non-agg non-aggressive.
of exome wide association study variants which reached study-wide significance (P < 1 × 10⁻⁸) in the meta-analysis for the risk of developing prostate cancer
The x-axis is the variant MAF in non-Finnish Europeans, and the y-axis is the variant effect estimate. Gene labelled variants are those which are rare in non-Finnish Europeans (MAF < 1%) and had a posterior inclusion probability of being a causal variant greater than 0.05 in the FinnGen study. The P value used to determine significance is from the Stouffer’s meta-analysis and as this does not generate an effect-size we report here the effect estimate from the FinnGen cohort as calculated with REGENIE using Firth’s logistic regression. MAF minor allele frequency, UTR untranslated region.
Assessing the contribution of rare protein-coding germline variants to prostate cancer risk and severity in 37,184 cases
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February 2025

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23 Reads

Jonathan Mitchell

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Niedzica Camacho

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Patrick Shea

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Margarete A. Fabre

To assess the contribution of rare coding germline genetic variants to prostate cancer risk and severity, we perform here a meta-analysis of 37,184 prostate cancer cases and 331,329 male controls from five cohorts with germline whole exome or genome sequencing data, and one cohort with imputed array data. At the gene level, our case-control collapsing analysis confirms associations between rare damaging variants in four genes and increased prostate cancer risk: SAMHD1, BRCA2 and ATM at the study-wide significance level (P < 1×10⁻⁸), and CHEK2 at the suggestive threshold (P < 2.6×10⁻⁶). Our case-only analysis, reveals that rare damaging variants in AOX1 are associated with more aggressive disease (OR = 2.60 [1.75–3.83], P = 1.35×10⁻⁶), as well as confirming the role of BRCA2 in determining disease severity. At the single-variant level, our study reveals that a rare missense variant in TERT is associated with substantially reduced prostate cancer risk (OR = 0.13 [0.07–0.25], P = 4.67×10⁻¹⁰), and confirms rare non-synonymous variants in a further three genes associated with reduced risk (ANO7, SPDL1, AR) and in three with increased risk (HOXB13, CHEK2, BIK). Altogether, this work provides deeper insights into the genetic architecture and biological basis of prostate cancer risk and severity, with potential implications for clinical risk prediction and therapeutic strategies.

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Prevalence of Mismatch Repair Deficiency in Primary Prostate Cancer in a Large Prospective Cohort

February 2025

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23 Reads

Clinical Cancer Research

Purpose Mismatch repair (MMR) deficiency and microsatellite instability are predictive biomarkers for immunotherapy response. The best approach to identify patients with such tumors is unclear in prostate cancer. Methods This study included 1,016 men diagnosed with primary prostate cancer during prospective follow-up of the Health Professionals Follow-up Study and Physicians’ Health Study. The highest-grade/index lesions from radical prostatectomy (95%) or transurethral resections of the prostate were mounted on tissue microarrays. Scoring of immunohistochemistry for the MMR proteins MLH1, MSH2, MSH6, and PMS2 required a nontumor internal positive control for designating deficiency. Validation was done on full sections and with PCR-based quantification of microsatellite repeats. Results Tumor stage was predominantly pathologically localized with a full distribution of Gleason scores. MMR tumor scoring could be performed with available internal positive control tissue in 75% to 90% of cases, depending on the MMR protein. Of the 903 tumors evaluable for MSH2 protein loss, 4 tumors had loss of MSH2 (prevalence, 0.4%; 95% confidence interval, 0.2%–1.1%), and 3 of 708 evaluable tumors had concomitant loss of MSH6 (prevalence, 0.4%; 95% confidence interval, 0.1%–1.2%). No tumor had loss of MLH1 or PMS2. The four MMR-deficient cases had higher Gleason scores, and three had non-zero microsatellite repeats. Conclusions In this nationwide prospective study, MMR deficiency was rare in primary, surgically treated prostate cancer. The low prevalence and the need for an internal positive control for this assay are feasibility concerns for unselected routine immunohistochemistry-based screening for MMR deficiency on limited tissue specimens, such as prostate biopsies.


Abstract A013: Clonal hematopoiesis as biomarker for 10-year risk of coronary heart disease in men with prostate cancer

February 2025

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7 Reads

Cancer Research

Background: Men with prostate cancer have a high risk for cardiovascular disease (CVD), including coronary heart and cerebrovascular disease, following cancer diagnosis. Clonal hematopoiesis (CH) is associated with coronary heart disease (CHD) in the general population. We hypothesized that a higher burden of CH among men with non-metastatic prostate cancer is associated with an increased risk of CHD. Methods: This is a nested case-cohort study among men diagnosed with non-metastatic prostate cancer and free of CVD at cancer diagnosis within the prospective Health Professionals Follow-up Study. Men had to be free from prostate cancer and CVD at blood draw and at cancer diagnosis to be included. Men diagnosed with prostate cancer were followed for incident CHD events, defined as fatal and non-fatal myocardial infarction, coronary artery bypass graft surgery, and percutaneous coronary intervention infarction, over up to 10 years after cancer diagnosis. DNA was sequenced for putative CH driver mutations in the 9 most common CH-defining genes with a custom targeted panel (VariantPlex, Invitae, Inc.) at ultra-high depth (mean, 19,664X). CH variant calling used a novel ensemble calling approach, ArCH, validated with in-silico tumor dilutions and blinded technical replicates, which had high accuracy for variant allele frequency (VAFs) as low as 0.1%. Hazard ratios (HRs) with 95% confidence intervals (95% CI) were computed using proportional hazard regression models with Prentice case-cohort weights. Results: In a sample of 562 men with prostate cancer and free from CVD at cancer diagnosis, men had a median age at cancer diagnosis of 70 years and 48% were never smokers. 95% were diagnosed with stage I and II, and 70% had a Gleason score of ≤3+4. The median time between blood draw and cancer diagnosis was 7 years (interquartile range (IQR): 3, 12). There were 116 events over 10 years of follow-up after cancer diagnosis. 59% of men had no CH or very small clones (VAF ≤0.5%), 25% had VAFs 0.5-2%, 12% had VAFs 2-10%, and 3% had VAFs ≥10%. 61% of men had variants in epigenetic modifier genes (DNMT3A, TET2, ASXL1), and 3% had variants in DNA repair genes (PPM1D, TP53, CHEK2). CH ≥10% VAF was associated with an increased risk of CHD events following cancer diagnosis compared to no CH or very small clones after adjusting for age at blood draw and at cancer diagnosis (VAF ≤0.5%) (HR 2.94, 95% CI 1.04-8.33). After further adjustment for smoking status at blood draw the association was essentially unchanged (HR 2.90, 95% CI 1.02-8.23). The association between CH and CHD risk tended to become stronger with increasing VAFs compared to VAFs ≤0.5% (VAF 0.5-2%: HR 0.92, 95% CI 0.46-1.82; VAF 2-10%: HR 1.20, 95% CI 0.57-2.52). Results for epigenetic modifiers and DNA repair genes were not individually statistically significant. Conclusions: Results from this prospective cohort suggest that a higher burden of CH is associated with CHD and may be a potential biomarker for CHD risk among men with prostate cancer. Citation Format: Caroline Himbert, Irenaeus C. C. Chan, Yuan Ma, Kenneth J Mukamal, Lorelei A Mucci, Philip W Kantoff, Kelly L Bolton, Konrad H Stopsack. Clonal hematopoiesis as biomarker for 10-year risk of coronary heart disease in men with prostate cancer [abstract]. In: Proceedings of the AACR Special Conference in Cancer Research: DNA Methylation, Clonal Hematopoiesis, and Cancer; 2025 Feb 1-4; San Diego, CA. Philadelphia (PA): AACR; Cancer Res 2025;85(3 Suppl):Abstract nr A013.



PRISMA flowchart of study selection using defined screening criteria.
Etiology of prostate cancer with the TMPRSS2:ERG fusion: A systematic review of risk factors

December 2024

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9 Reads

The most common somatic alteration in primary prostate cancer is the TMPRSS2:ERG gene fusion, which may be caused or promoted by distinct etiologic factors. The objective of this systematic review was to assess epidemiologic evidence on etiologic factors for prostate cancer by tumor TMPRSS2:ERG fusion status in human populations. Of 3071 publications identified, 19 cohort or case–control studies from six distinct study populations were included in this systematic review. Etiologic factors included germline genetic variants, circulating hormones, and dietary and lifestyle factors. Taller height, higher total and free testosterone levels, and fewer trinucleotide repeats in AR were possibly associated with higher risk of TMPRSS2:ERG‐positive prostate cancer. Excess body weight, greater vigorous physical activity, higher lycopene intake, and the use of calcium channel blockers were associated with lower risk of TMPRSS2:ERG‐positive prostate cancer. Diabetes and family history of prostate cancer were associated with both TMPRSS2:ERG‐positive and TMPRSS2:ERG‐negative prostate cancer. Prostate cancer germline variants had suggestive differential associations with TMPRSS2:ERG‐positive or TMPRSS2:ERG‐negative prostate cancer. However, results were based on few distinct study populations and generally had low precision, underscoring the need for replication. In conclusion, prostate cancer with TMPRSS2:ERG fusion is an etiologically distinct subtype that may be, in part, preventable by addressing modifiable and hormonally acting etiologic factors that align with the established mechanistic role of TMPRSS2:ERG in androgen, insulin, antioxidant, and growth factor pathways.


Germline DNA Damage Repair Variants and Prognosis of Patients with High-Risk or Metastatic Prostate Cancer

October 2024

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16 Reads

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2 Citations

Clinical Cancer Research

Purpose: Deleterious germline variants in certain DNA repair genes are risk factors for developing aggressive prostate cancer. The objective was to quantify their prognostic impact after prostate cancer diagnosis. Methods: Men with prostate cancer, predominantly of European ancestry, were included from four cohorts with long-term follow-up. Pathogenic or likely pathogenic germline variants in 26 DNA repair genes were assessed in relation to metastasis-free survival in high-risk, localized prostate cancer and to overall survival in metastatic castration-sensitive prostate cancer (mCSPC) and metastatic castration-resistant prostate cancer (mCRPC). Results: Among 3,525 patients initially diagnosed with non-metastatic prostate cancer, 2,594 had high-risk localized prostate cancer, 429 mCSPC, and 502 mCRPC at inclusion. BRCA2 variant carriers did not have worse metastasis-free survival in high-risk localized prostate cancer (hazard ratio [HR] 1.01, 95% confidence interval [CI] 0.69, 1.46) or overall survival in mCSPC (HR 0.46, 95% CI 0.14, 1.45) or mCRPC (HR 0.60, 95% CI 0.31, 1.17) compared to non-carriers of DNA repair variants. Among 868 additional patients with de novo metastatic (M1) prostate cancer, BRCA2 variant carriers tended to have worse overall survival (HR 1.59, 95% CI 1.01, 2.51). BRCA2 prognostic associations were not explained by radiation, PARP inhibitor, or platinum therapy. Results for other genes were limited in precision because variants were less common. Conclusions: Among patients with high-risk or metastatic prostate cancer who were initially diagnosed with and treated for non-metastatic tumors, germline DNA repair variants in BRCA2 do not confer a substantially worse prognosis.





Fig. 3. Increased Rad21 mitigates oncogenic stress and promotes growth in the Tmprss2-ERG-expressing prostate organoids. (A) Mild overexpression of Rad21, measured by Western blot. GAPDH is used as a loading control. Number on top indicates the extent of overexpression relative to vector expressing organoids. (B) Example of the organoids carrying indicated constructs 6 d post passage. (Scale bar: 150 µm.) (C and D) Rad21 overexpression promotes proliferation of T-ERG organoids. Proliferation was measured by organoid size after 6-day growth after passage (C) and by population doublings. Each circle is a single organoid, and lines represent median (Middle) and quartiles (Top and Bottom) in (C). ****P < 0.0001, t-test, compared between T-ERG, Vector and T-ERG, Rad21 in (C), and ****P < 0.0001, linear regression in (D). (E and F) Increased Rad21 reduces whole cell DNA damage by alkaline comet assays (E, each dot represents a single comet) and DNA damage in S-phase cells by γH2AX intensity in EdU positive cells (F, each dot represents a single EdU positive cell. Middle line: mean, error bar: SD). ****P < 0.0001 t-test, compared between T-ERG, Vector and T-ERG, Rad21. (G) Rad21 overexpression decreases apoptosis in T-ERG-expressing organoids. Error bar: SD. ****P < 0.0001, compared to T-ERG cells expressing vector; #### P < 0.0001, compared to T-fl/fl-ERG cells overexpressing Rad21; ^^^^P < 0.0001, ^P < 0.05, compared to T-fl/fl-ERG cells expressing the Vector; no symbol is shown if no significance is detected. Each data bar or population in (C-G) represents combined data from 2 independent clones with either Vector or Rad21.
Fig. 4. Rad21 overexpression promotes prostate cancer development. (A) Rad21 overexpression promotes proliferation of the Pten L/L , T-ERG organoids. Proliferation was measured by population doublings. Each dot represents the mean of 2 independent replicates with SEM (error bars). **P < 0.01, linear regression. (B and C) Increased Rad21 reduces whole cell DNA damage by γH2AX intensity in EdU positive cells (B, each dot represents a single EdU positive cell. Middle line: mean, error bar: SD; ****P < 0.0001, t test.), but does not affect apoptosis (C, each circle: each organoid. Error bar: SD. ns: not significant, t test) in the Pten L/L , T-ERG organoids. Each data bar or population in (B and C) represents combined data from 2 independent clones with either Vector or Rad21. (D-F) Pten L/L , T-ERG organoids exhibit more advanced phenotypes when overexpressed Rad21. Overexpression of Rad21 upregulated phosphorylated AKT protein levels, measured by Western blot; tubulin is used as a loading control (D). Example of "finger-shape extrusion" structure indicating invasiveness of the organoids in (E) and the quantification of the extrusion structure in (F, each dot represents an independent culture composed of over 100 organoids. Error bar: SD; *P < 0.05, t test). (G) RAD21 mRNA expression and the proliferative index Ki-67 in primary tumors from participants of the two population-based studies (n = 313). Pearson correlations r and 95% CI are given. Note the log-scaled y axis. Dots at the bottom of the plot are tumors with 0% Ki-67-positive nuclei.
Characteristics of men with primary prostate cancer from the Health Professionals Follow-up Study and Physicians' Health Study (n = 403, diagnosed 1982 to 2005), by RAD21 tumor tissue expression *
RAD21 promotes oncogenesis and lethal progression of prostate cancer

August 2024

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59 Reads

Proceedings of the National Academy of Sciences

Higher levels of aneuploidy, characterized by imbalanced chromosome numbers, are associated with lethal progression in prostate cancer. However, how aneuploidy contributes to prostate cancer aggressiveness remains poorly understood. In this study, we assessed in patients which genes on chromosome 8q, one of the most frequently gained chromosome arms in prostate tumors, were most strongly associated with long-term risk of cancer progression to metastases and death from prostate cancer (lethal disease) in 403 patients and found the strongest candidate was cohesin subunit gene, RAD21 , with an odds ratio of 3.7 (95% CI 1.8, 7.6) comparing the highest vs. lowest tertiles of mRNA expression and adjusting for overall aneuploidy burden and Gleason score, both strong prognostic factors in primary prostate cancer. Studying prostate cancer driven by the TMPRSS2-ERG oncogenic fusion, found in about half of all prostate tumors, we found that increased RAD21 alleviated toxic oncogenic stress and DNA damage caused by oncogene expression. Data from both organoids and patients indicate that increased RAD21 thereby enables aggressive tumors to sustain tumor proliferation, and more broadly suggests one path through which tumors benefit from aneuploidy.


Citations (48)


... FinnGen study approval was obtained by the Coordinating Ethics Committee of the Hospital District of Helsinki and Uusimaa (number HUS/990/2017), and all participants provided informed consent 15 . All participants in the NYBAZ cohort provided informed consent 43 . All participants in the AZCT cohort provided written informed consent for DNA sequencing and the use of this data for research purposes. ...

Reference:

Assessing the contribution of rare protein-coding germline variants to prostate cancer risk and severity in 37,184 cases
Germline DNA Damage Repair Variants and Prognosis of Patients with High-Risk or Metastatic Prostate Cancer
  • Citing Article
  • October 2024

Clinical Cancer Research

... Prostate cancer (PCa) accounts for~15% of diagnosed cancers among men [1,2]. Although the number of PCa-related deaths has decreased over the last decade [3,4], the incidence of this disease is increasing continuously worldwide [5,6]. ...

Early Prostate Cancer Deaths Among Men With Higher vs Lower Genetic Risk
  • Citing Article
  • July 2024

JAMA Network Open

... 40,41 Existing studies have shown that protein-coding genes such as HNRNPL, HOXB13, PTEN and BRCA2 are strongly associated with prostate cancer development and could be potentioal drug targets. [42][43][44] However, the complex interplay between drug target genes and the immune microenvironment in prostate cancer is not fully understood. ...

Characterising the contribution of rare protein-coding germline variants to prostate cancer risk and severity in 37,184 cases

... We observed such a differential association, especially for proximal colon cancer, with a trend of the association of yogurt intake with lower incidence of Bifidobacterium-positive proximal colon cancer (but not Bifidobacteriumnegative subtype). Given considerable heterogeneity in colorectal cancer by tumor subtypes, 29 our findings suggest a potential differential influence of yogurt intake on colorectal cancer risk according to the abundance of tumor tissue Bifidobacterium. It has long been believed that yogurt and other fermented milk products are beneficial for gastrointestinal health through modulating the immune system and inflammation. ...

The Cancer Spectrum Theory
  • Citing Article
  • April 2024

Cancer Discovery

... Variants were detected below the VAF threshold of 0.02 in saliva samples, indicating this method could be applied to variants present below this frequency. There is some evidence that supports clinical relevance for detecting CHIP-associated variants below the standard 2% threshold [13][14][15] . A limitation of this study due to the technical design, is that the study does not capture large chromosomal alterations and thus cannot detect mosaic chromosomal alterations. ...

ArCH: Improving the performance of clonal hematopoiesis variant calling and interpretation
  • Citing Article
  • March 2024

Bioinformatics

... For example, germline risk for common urologic cancers is becoming more notable [112,113]. Increased testing is inevitable for pathogenic variants or polygenic risk scores (PRS), but what should receive equitable recognition is the novel data for heart healthy lifestyles to offset hereditary cancer risk for some patients [114][115][116]. Patients at higher genetic risk may not be aware of recent data suggesting such a notable potential risk reduction with greater adherence to heart healthy lifestyle behaviors and parameters. ...

Healthy dietary patterns and risk of prostate cancer in men at high genetic risk

... And a crosssectional study has proved this [63]. Additionally, it has been widely acknowledged that sex hormones affect lipid metabolism, cardiovascular diseases, and cancers [64,65]. Since marital status is one of the important factors affecting sex hormones, marital status also has a mediating effect on CMI and mortality of CVD, cancer, and all-cause. ...

Marital Status, Living Arrangement, and Survival among Individuals with Advanced Prostate Cancer in the International Registry for Men with Advanced Prostate Cancer
  • Citing Article
  • January 2024

Cancer Epidemiology, Biomarkers & Prevention

... In a longitudinal study spanning 14 years with 4,596 participants who developed blood malignancies, 18 genes were found to predispose individuals to clonal hematopoiesis. Notably, BLM was one of these genes 12 . ...

Genetic Determinants of Clonal Hematopoiesis and Progression to Hematologic Malignancies in 479,117 Individuals
  • Citing Article
  • November 2023

Blood

... Recent studies have highlighted the significance of SLC germline variations, particularly in the SLCO family, in influencing prostate cancer progression and therapeutic efficacy. These variations in SLCO genes, such as SLCO2B1 and SLCO1B3, enhance the efficiency of androgen and therapeutic drug transport, which may modestly influence disease progression and treatment outcomes [101,102]. For instance, specific SLCO2B1 and SLCO1B3 variants increase the uptake of drugs like abiraterone by tumor cells, raising the drug's effective concentration in tissues. ...

SLCO1B3 and SLCO2B1 Genotypes, Androgen Deprivation Therapy, and Prostate Cancer Outcomes: A Prospective Cohort Study and Meta-analysis
  • Citing Article
  • October 2023

Carcinogenesis

... Men with BRCA2-mutated or ATM-mutated prostate cancer have an increased risk of developing aggressive disease and show relatively poor prognosis. [2][3][4][5] Poly(ADP-ribose) polymerase-1/2 inhibitors (PARPi) are the first class of targeted therapies to show clinical benefit in prostate cancer and are used as standard therapy for genetically stratified metastatic and castrateresistant prostate cancers (mCRPC) with BRCA-mutant (germline (gBRCA) or somatic (sBRCA)) or altered PALB2 status. [6][7][8] ATMmutant metastatic prostate cancer is currently being assessed for response to ataxia telangiectasia and rad3-related inhibitor therapies. ...

Germline Sequencing Analysis to Inform Clinical Gene Panel Testing for Aggressive Prostate Cancer
  • Citing Article
  • September 2023

JAMA Oncology