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1.
Circulation ; 146(1): 36-47, 2022 07 05.
Article in English | MEDLINE | ID: mdl-35533093

ABSTRACT

BACKGROUND: Timely diagnosis of structural heart disease improves patient outcomes, yet many remain underdiagnosed. While population screening with echocardiography is impractical, ECG-based prediction models can help target high-risk patients. We developed a novel ECG-based machine learning approach to predict multiple structural heart conditions, hypothesizing that a composite model would yield higher prevalence and positive predictive values to facilitate meaningful recommendations for echocardiography. METHODS: Using 2 232 130 ECGs linked to electronic health records and echocardiography reports from 484 765 adults between 1984 to 2021, we trained machine learning models to predict the presence or absence of any of 7 echocardiography-confirmed diseases within 1 year. This composite label included the following: moderate or severe valvular disease (aortic/mitral stenosis or regurgitation, tricuspid regurgitation), reduced ejection fraction <50%, or interventricular septal thickness >15 mm. We tested various combinations of input features (demographics, laboratory values, structured ECG data, ECG traces) and evaluated model performance using 5-fold cross-validation, multisite validation trained on 1 site and tested on 10 independent sites, and simulated retrospective deployment trained on pre-2010 data and deployed in 2010. RESULTS: Our composite rECHOmmend model used age, sex, and ECG traces and had a 0.91 area under the receiver operating characteristic curve and a 42% positive predictive value at 90% sensitivity, with a composite label prevalence of 17.9%. Individual disease models had area under the receiver operating characteristic curves from 0.86 to 0.93 and lower positive predictive values from 1% to 31%. Area under the receiver operating characteristic curves for models using different input features ranged from 0.80 to 0.93, increasing with additional features. Multisite validation showed similar results to cross-validation, with an aggregate area under the receiver operating characteristic curve of 0.91 across our independent test set of 10 clinical sites after training on a separate site. Our simulated retrospective deployment showed that for ECGs acquired in patients without preexisting structural heart disease in the year 2010, 11% were classified as high risk and 41% (4.5% of total patients) developed true echocardiography-confirmed disease within 1 year. CONCLUSIONS: An ECG-based machine learning model using a composite end point can identify a high-risk population for having undiagnosed, clinically significant structural heart disease while outperforming single-disease models and improving practical utility with higher positive predictive values. This approach can facilitate targeted screening with echocardiography to improve underdiagnosis of structural heart disease.


Subject(s)
Heart Diseases , Machine Learning , Adult , Echocardiography , Electrocardiography , Heart Diseases/diagnostic imaging , Heart Diseases/epidemiology , Humans , Retrospective Studies
2.
J Electrocardiol ; 76: 61-65, 2023.
Article in English | MEDLINE | ID: mdl-36436476

ABSTRACT

BACKGROUND: Several large trials have employed age or clinical features to select patients for atrial fibrillation (AF) screening to reduce strokes. We hypothesized that a machine learning (ML) model trained to predict AF risk from 12­lead electrocardiogram (ECG) would be more efficient than criteria based on clinical variables in indicating a population for AF screening to potentially prevent AF-related stroke. METHODS: We retrospectively included all patients with clinical encounters in Geisinger without a prior history of AF. Incidence of AF within 1 year and AF-related strokes within 3 years of the encounter were identified. AF-related stroke was defined as a stroke where AF was diagnosed at the time of stroke or within a year after the stroke. The efficiency of five methods was evaluated for selecting a cohort for AF screening. The methods were selected from four clinical trials (mSToPS, GUARD-AF, SCREEN-AF and STROKESTOP) and the ECG-based ML model. We simulated patient selection for the five methods between the years 2011 and 2014 and evaluated outcomes for 1 year intervals between 2012 and 2015, resulting in a total of twenty 1-year periods. Patients were considered eligible if they met the criteria before the start of the given 1-year period or within that period. The primary outcomes were numbers needed to screen (NNS) for AF and AF-associated stroke. RESULTS: The clinical trial models indicated large proportions of the population with a prior ECG for AF screening (up to 31%), coinciding with NNS ranging from 14 to 18 for AF and 249-359 for AF-associated stroke. At comparable sensitivity, the ECG ML model indicated a modest number of patients for screening (14%) and had the highest efficiency in NNS for AF (7.3; up to 60% reduction) and AF-associated stroke (223; up to 38% reduction). CONCLUSIONS: An ECG-based ML risk prediction model is more efficient than contemporary AF-screening criteria based on age alone or age and clinical features at indicating a population for AF screening to potentially prevent AF-related strokes.


Subject(s)
Atrial Fibrillation , Stroke , Humans , Atrial Fibrillation/complications , Atrial Fibrillation/diagnosis , Atrial Fibrillation/drug therapy , Electrocardiography , Retrospective Studies , Mass Screening , Stroke/diagnosis
3.
Circulation ; 143(13): 1287-1298, 2021 03 30.
Article in English | MEDLINE | ID: mdl-33588584

ABSTRACT

BACKGROUND: Atrial fibrillation (AF) is associated with substantial morbidity, especially when it goes undetected. If new-onset AF could be predicted, targeted screening could be used to find it early. We hypothesized that a deep neural network could predict new-onset AF from the resting 12-lead ECG and that this prediction may help identify those at risk of AF-related stroke. METHODS: We used 1.6 M resting 12-lead digital ECG traces from 430 000 patients collected from 1984 to 2019. Deep neural networks were trained to predict new-onset AF (within 1 year) in patients without a history of AF. Performance was evaluated using areas under the receiver operating characteristic curve and precision-recall curve. We performed an incidence-free survival analysis for a period of 30 years following the ECG stratified by model predictions. To simulate real-world deployment, we trained a separate model using all ECGs before 2010 and evaluated model performance on a test set of ECGs from 2010 through 2014 that were linked to our stroke registry. We identified the patients at risk for AF-related stroke among those predicted to be high risk for AF by the model at different prediction thresholds. RESULTS: The area under the receiver operating characteristic curve and area under the precision-recall curve were 0.85 and 0.22, respectively, for predicting new-onset AF within 1 year of an ECG. The hazard ratio for the predicted high- versus low-risk groups over a 30-year span was 7.2 (95% CI, 6.9-7.6). In a simulated deployment scenario, the model predicted new-onset AF at 1 year with a sensitivity of 69% and specificity of 81%. The number needed to screen to find 1 new case of AF was 9. This model predicted patients at high risk for new-onset AF in 62% of all patients who experienced an AF-related stroke within 3 years of the index ECG. CONCLUSIONS: Deep learning can predict new-onset AF from the 12-lead ECG in patients with no previous history of AF. This prediction may help identify patients at risk for AF-related strokes.


Subject(s)
Atrial Fibrillation/diagnosis , Deep Learning/standards , Stroke/etiology , Atrial Fibrillation/complications , Electrocardiography , Female , Humans , Male , Neural Networks, Computer , Stroke/mortality , Survival Analysis
4.
Int J Gynecol Pathol ; 41(6): 628-635, 2022 Nov 01.
Article in English | MEDLINE | ID: mdl-35067601

ABSTRACT

There have been few clinically useful targetable biomarkers in uterine cervical carcinomas. Estrogen receptor (ER), HER2, and fibroblast activation protein (FAP) are potential therapeutic or theranostic targets in other gynecologic and genitourinary carcinoma types. We determined the immunohistochemical expression patterns of these markers in treatment-naive cervical carcinoma, and whether expression correlated with clinical outcomes after definitive chemoradiation therapy. Tissue microarrays were created from 71 patient samples taken before therapy (57 squamous cell carcinomas and 14 nonsquamous cell carcinomas) and stained for ER, HER2, and FAP. ER was positive in 25/70 cases (36%). Of 66 tumors with evaluable HER2 staining, only 1 had positive (3+) staining (3%, positive for HER2 amplification by fluorescence in situ hybridization), and 1 had equivocal (2+) staining (negative for amplification by fluorescence in situ hybridization). The remainder were negative for HER2 overexpression. FAP expression was widely variably in the tumor stroma. ER positivity and FAP expression did not correlate with cervical recurrence, pelvic recurrence, distant recurrence, or cancer death. In conclusion, HER2 amplification is very rare in nonmetastatic treatment-naive cervical carcinomas, but if present, could represent a target for antibody therapy. ER and FAP were expressed in a subset of tumors, but expression did not correlate with clinical outcomes. These immunohistochemical markers do not demonstrate prognostic significance in treatment-naive cervical cancer, but they may have utility in targeted therapy or imaging.


Subject(s)
Breast Neoplasms , Uterine Cervical Neoplasms , Female , Humans , Immunohistochemistry , In Situ Hybridization, Fluorescence , Receptor, ErbB-2/genetics , Receptor, ErbB-2/metabolism , Receptors, Estrogen/metabolism , Biomarkers, Tumor/metabolism , Gene Amplification
5.
Fetal Pediatr Pathol ; 41(3): 403-412, 2022 Jun.
Article in English | MEDLINE | ID: mdl-33040615

ABSTRACT

Background: This study aims to investigate whether maternal SARS-CoV-2 status affects placental pathology. Methods: A retrospective case-control study was conducted by reviewing charts and slides of placentas delivered between April 1 to July 24, 2020. Clinical history of "COVID-19" was searched in Pathology Database (CoPath). Controls were matched with SARS-CoV-2-negative women with singleton deliveries in the 3rd-trimester. Pathological features were extracted from placental pathology reports. Results: Twenty-one 3rd trimester placentas from SARS-CoV-2-positive women were identified and compared to 20 placentas from SARS-CoV-2-negative women. There were no significant differences in individual or group gross or microscopic pathological features. Within the SARS-CoV-2+ group, there are no differences between symptomatic and asymptomatic women. Conclusion: Placentas from SARS-CoV-2-positive women do not demonstrate a specific pathological pattern. Pregnancy complicated with COVID-19 during the 3rd trimester does not have a demonstrable effect on placental structure and pathology.


Subject(s)
COVID-19 , Pregnancy Complications, Infectious , Case-Control Studies , Female , Humans , Placenta/pathology , Pregnancy , Pregnancy Complications, Infectious/pathology , Pregnancy Trimester, Third , Retrospective Studies , SARS-CoV-2
6.
Pediatr Dev Pathol ; 24(6): 523-530, 2021.
Article in English | MEDLINE | ID: mdl-34266329

ABSTRACT

INTRODUCTION: Pleuropulmonary blastoma (PPB), a rare childhood neoplasm of the lung, is linked to pathogenic DICER1 variants. We investigated checkpoint inhibitor markers including Programmed Death Ligand 1 (PD-L1), PD1, CD8 and tumor mutational burden (TMB) in PPB. MATERIAL AND METHODS: Cases were collected from departmental archives and the International PPB/DICER1 Registry. Immunohistochemistry (IHC) for PD-L1, PD-1, CD8 and DNA mismatch repair (MMR) genes were performed. In addition, normal-tumor paired whole exome sequencing (WES) was performed in two cases. RESULTS: Twenty-five PPB cases were studied, consisting of Type I (n = 8, including 2 Ir), Type II (n = 8) and Type III (n = 9). PD-L1 combined positive score (CPS) of 1, 4 and 80 was seen in three (3/25, 12.0%) cases of Type II PPB with negative staining in the remaining cases. PD-1 and CD8 stains demonstrated positive correlation (P < .05). The density of PD1 and CD8 in the interface area was higher than within tumor (P < .05). The MMR proteins were retained. TMB was 0.65 mutations/Mb in type II PPB with high expression of PD-L1, and 0.94 mutations/Mb in one negative PD-L1 case with metastatic tumor. CONCLUSION: A small subpopulation of PPB patient might benefit from checkpoint immunotherapy due to positive PD-L1 staining.


Subject(s)
Lung Neoplasms , Pulmonary Blastoma , B7-H1 Antigen/genetics , Biomarkers, Tumor/genetics , Child , DEAD-box RNA Helicases , Humans , Lung Neoplasms/diagnosis , Lung Neoplasms/genetics , Mutation , Pulmonary Blastoma/diagnosis , Pulmonary Blastoma/genetics , Ribonuclease III
7.
Dermatol Surg ; 47(2): 174-183, 2021 02 01.
Article in English | MEDLINE | ID: mdl-32947298

ABSTRACT

BACKGROUND: Vulvar cancers, although rare, are becoming an increasingly serious threat to women's health. Cancer of the vulva accounted for 0.3% of all new cancers in the United States in 2019, with 6,070 newly diagnosed cases. This review details the epidemiology, pathogenesis, diagnosis, staging, and treatment of vulvar malignancies. OBJECTIVE: To review cancer entities of the vulva, including vulvar intraepithelial neoplasms, squamous cell carcinoma (SCC), malignant melanoma, basal cell carcinoma, neuroendocrine tumors, and adenocarcinomas. MATERIALS AND METHODS: Literature review using PubMed search for articles related to cancer of the vulva. RESULTS: Vulvar intraepithelial neoplasms represent premalignant precursors to SCC of the vulva. There are several different histopathologic subtypes of SCC, and treatment is dependent on characteristics of primary tumor and lymph node involvement. Melanoma is the second most common cancer to affect the vulva, and staging is based on tumor, node, and metastatic spread. CONCLUSION: Vulvar malignancies are rare, and diagnosis is dependent on biopsy and pathologic evaluation. Treatment for vulvar malignancies depends on histopathologic diagnosis but ranges from wide local excision with or without lymph node biopsy or dissection to radiation therapy with chemo- or immunotherapy. Overall survival varies by diagnosis.


Subject(s)
Vulva/pathology , Vulvar Neoplasms/diagnosis , Adenocarcinoma/diagnosis , Adenocarcinoma/epidemiology , Adenocarcinoma/pathology , Adenocarcinoma/therapy , Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Biopsy , Carcinoma in Situ/diagnosis , Carcinoma in Situ/epidemiology , Carcinoma in Situ/pathology , Carcinoma in Situ/therapy , Carcinoma, Basal Cell/diagnosis , Carcinoma, Basal Cell/epidemiology , Carcinoma, Basal Cell/pathology , Carcinoma, Basal Cell/therapy , Carcinoma, Squamous Cell/diagnosis , Carcinoma, Squamous Cell/epidemiology , Carcinoma, Squamous Cell/pathology , Carcinoma, Squamous Cell/therapy , Chemotherapy, Adjuvant/methods , Disease-Free Survival , Female , Humans , Lymph Nodes/pathology , Melanoma/diagnosis , Melanoma/epidemiology , Melanoma/pathology , Melanoma/therapy , Neoplasm Recurrence, Local/epidemiology , Neoplasm Recurrence, Local/prevention & control , Neoplasm Staging , Radiotherapy, Adjuvant/methods , Treatment Outcome , Vulva/diagnostic imaging , Vulva/surgery , Vulvar Neoplasms/epidemiology , Vulvar Neoplasms/pathology , Vulvar Neoplasms/therapy
8.
J Vasc Surg ; 72(5): 1674-1680, 2020 11.
Article in English | MEDLINE | ID: mdl-32169360

ABSTRACT

OBJECTIVE: The Risk Analysis Index (RAI) has been used to evaluate preoperative frailty, which is associated with poor short- and long-term outcomes. We assessed this tool's ability to predict postoperative outcomes after endovascular aortic aneurysm repair. METHODS: Institutional Review Board approval was obtained for this retrospective study. All patients who underwent elective endovascular aneurysm repair at a single Veterans Affairs Medical Center from December 2010 to March 2016 were included. Patients' characteristics and clinical data were retrospectively collected and analyzed. The RAI score was calculated from preoperative data, and a standard cutoff value (RAI ≥30) was used to determine frailty. Outcomes including postoperative complications, delayed discharge, and survival were compared between frail and nonfrail groups. Multivariate analysis was performed to evaluate preoperative factors associated with these outcomes. RESULTS: There were 134 patients who met inclusion criteria. There were 44 frail patients (RAI ≥30) and 90 nonfrail patients (RAI <30). Frail patients had a longer hospital stay (3.9 ± 4.0 days vs 2.3 ± 1.6 days; P = .02), increased operative time (155 ± 30 minutes vs 138 ± 30 minutes; P = .002), and increased postoperative complications (43% vs 21%; P = .02) compared with nonfrail patients. Kaplan-Meier average survival for frail patients and nonfrail patients was 60 ± 4 months and 84 ± 3 months (P < .001), respectively. In multivariate analyses, frailty was associated with worse overall survival (hazard ratio, 3.7; 95% confidence interval [CI], 1.8-7.3) and higher odds of complications (odds ratio, 1.1; 95% CI, 1.0-1.14) and delayed discharge (odds ratio, 1.1; 95% CI, 1.05-1.2). CONCLUSIONS: Preoperative frailty as evaluated by the RAI is associated with worse short-term postoperative outcomes and long-term mortality. The RAI can be used to inform risk-benefit discussions with patients and their families.


Subject(s)
Aortic Aneurysm/surgery , Elective Surgical Procedures/adverse effects , Endovascular Procedures/adverse effects , Frailty/diagnosis , Postoperative Complications/epidemiology , Aged , Aged, 80 and over , Aortic Aneurysm/complications , Aortic Aneurysm/mortality , Feasibility Studies , Frail Elderly , Frailty/complications , Frailty/epidemiology , Humans , Kaplan-Meier Estimate , Length of Stay/statistics & numerical data , Male , Middle Aged , Operative Time , Postoperative Complications/etiology , Preoperative Period , Retrospective Studies , Risk Assessment/methods , Risk Assessment/statistics & numerical data , Risk Factors , Treatment Outcome
9.
Semin Diagn Pathol ; 36(5): 355-365, 2019 Sep.
Article in English | MEDLINE | ID: mdl-31196743

ABSTRACT

From a technical perspective, specimen identity determination in surgical pathology over the last several decades has primarily focused on analysis of repetitive DNA sequences, specifically microsatellite repeats. However, a number of techniques have recently been developed that have similar, if not greater, utility in surgical pathology, most notably analysis of single nucleotide polymorphism (SNPs) and gene panels by next generation sequencing (NGS). For cases with an extremely limited sample or a degraded sample, sequence analysis of mitochondrial DNA continues to be the method of choice. From a diagnostic perspective, interest in identity determination in surgical pathology is usually centered on resolving issues of specimen provenance due to specimen labeling/accessioning deficiencies and possible contamination, but is also frequently performed in cases for which the patient's clinical course following definitive therapy is remarkably atypical, in cases of an unexpected diagnosis, and by patient request for "peace of mind". However, the methods used for identity determination have a much broader range of applications in surgical pathology beyond tissue provenance analysis. The methods can be used to provide ancillary information for cases in which the histomorphology is not definitively diagnostic, as for example for tumors that have a virtually identical microscopic appearance but for which the differential diagnosis includes synchronous/metachronous tumors versus a metastasis, and for the diagnosis of hydropic early gestations versus hydatidiform molar pregnancies. The methods also have utility in several other clinical settings, for example to rule out a donor-transmitted malignancy in a transplant recipient, to monitor bone marrow transplant engraftment, and to evaluate natural chimerism.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Pathology, Surgical/methods , High-Throughput Nucleotide Sequencing/trends , Humans , Pathology, Surgical/trends
10.
Semin Diagn Pathol ; 36(5): 342-354, 2019 Sep.
Article in English | MEDLINE | ID: mdl-31182318

ABSTRACT

Molecular diagnostic techniques are part of the ancillary arsenal of anatomic pathologists. Advances in technology and knowledge regarding disease pathogenesis, tumorigenesis, and immune function contribute to the development of these assays. However, each technique, if applied incorrectly or in ignorance, can lead to difficulties in execution or errors in interpretation. In this review of commonly used molecular diagnostic tests, including immunohistochemistry, microsatellite instability testing, chromosomal microarray testing, and conventional and next-generation sequencing, the emphasis will be on potential pitfalls and considerations for each platform. Emerging technologies that may be used in clinical applications in the near future will also be discussed. An understanding of the methodologies, advantages, and drawbacks of molecular assays will help pathologists aid in diagnostic and therapeutic decisions.


Subject(s)
Molecular Diagnostic Techniques/methods , Pathology, Molecular/methods , Humans
11.
Br J Cancer ; 118(1): 72-78, 2018 01.
Article in English | MEDLINE | ID: mdl-29112685

ABSTRACT

BACKGROUND: Pretreatment serum squamous cell carcinoma antigen (SCCA) is a prognostic biomarker in women with cervical cancer. SCCA has not been evaluated as an early indicator of response to chemoradiation therapy (CRT). The molecular role of the two SCCA isoforms, SCCA1 (SERPINB3) and SCCA2 (SERPINB4), in cervical cancer is unknown. We hypothesised that changes in serum SCCA during definitive CRT predicts treatment response, and that SCCA1 mediates radiation resistance. METHODS: Patients treated with definitive CRT for cervical squamous carcinoma with serum SCCA measured were included. SCCA immunohistochemistry was performed on tumour biopsies. Post-treatment FDG-PET/CT, recurrence, and overall survival were recorded. Radiation response of cervical tumour cell lines after SCCA1 expression or CRISPR/Cas9 knockout was evaluated by clonogenic survival assay. RESULTS: Persistently elevated serum SCCA during definitive CRT was an independent predictor of positive post-therapy FDG-PET/CT (P=0.043), recurrence (P=0.0046) and death (P=0.015). An SCCA1-expressing vector increased radioresistance, while SCCA knock out increased radiosensitivity of cervical tumour cell lines in vitro. CONCLUSIONS: Early response assessment with serum SCCA is a powerful prognostic tool. These findings suggest that escalation of therapy in patients with elevated or sustained serum SCCA and molecular targeting of SCCA1 should be considered.


Subject(s)
Antigens, Neoplasm/blood , Antigens, Neoplasm/metabolism , Biomarkers, Tumor/blood , Carcinoma, Squamous Cell/therapy , Chemoradiotherapy/methods , Serpins/blood , Serpins/metabolism , Uterine Cervical Neoplasms/therapy , Adult , Aged , Aged, 80 and over , Antigens, Neoplasm/genetics , Biomarkers, Tumor/genetics , Biomarkers, Tumor/metabolism , Carcinoma, Squamous Cell/blood , Carcinoma, Squamous Cell/metabolism , Cell Line, Tumor , Cisplatin/administration & dosage , Cisplatin/therapeutic use , Dose Fractionation, Radiation , Female , Gene Knockdown Techniques , Humans , Middle Aged , Serpins/genetics , Survival Analysis , Treatment Outcome , Up-Regulation , Uterine Cervical Neoplasms/blood , Uterine Cervical Neoplasms/metabolism
12.
Mod Pathol ; 31(5): 791-808, 2018 05.
Article in English | MEDLINE | ID: mdl-29327716

ABSTRACT

In lung adenocarcinoma, canonical EML4-ALK inversion results in a fusion protein with a constitutively active ALK kinase domain. Evidence of ALK rearrangement occurs in a minority (2-7%) of lung adenocarcinoma, and only ~60% of these patients will respond to targeted ALK inhibition by drugs such as crizotinib and ceritinib. Clinically, targeted anti-ALK therapy is often initiated based on evidence of an ALK genomic rearrangement detected by fluorescence in situ hybridization (FISH) of interphase cells in formalin-fixed, paraffin-embedded tissue sections. At the genomic level, however, ALK rearrangements are heterogeneous, with multiple potential breakpoints in EML4, and alternate fusion partners. Using next-generation sequencing of DNA and RNA together with ALK immunohistochemistry, we comprehensively characterized genomic breakpoints in 33 FISH-positive lung adenocarcinomas. Of these 33 cases, 29 (88%) had detectable DNA level ALK rearrangements involving EML4, KIF5B, or non-canonical partners including ASXL2, ATP6V1B1, PRKAR1A, and SPDYA. A subset of 12 cases had material available for RNA-Seq. Of these, eight of eight (100%) cases with DNA rearrangements showed ALK fusion transcripts from RNA-Seq; three of four cases (75%) without detectable DNA rearrangements were similarly negative by RNA-Seq, and one case was positive by RNA-Seq but negative by DNA next-generation sequencing. By immunohistochemistry, 17 of 19 (89%) tested cases were clearly positive for ALK protein expression; the remaining cases had no detectable DNA level rearrangement or had a non-canonical rearrangement not predicted to form a fusion protein. Survival analysis of patients treated with targeted ALK inhibitors demonstrates a significant difference in mean survival between patients with next-generation sequencing confirmed EML4-ALK rearrangements, and those without (20.6 months vs 5.4 months, P<0.01). Together, these data demonstrate abundant genomic heterogeneity among ALK-rearranged lung adenocarcinoma, which may account for differences in treatment response with targeted ALK inhibitors.


Subject(s)
Anaplastic Lymphoma Kinase/genetics , Carcinoma, Non-Small-Cell Lung/genetics , Chromosome Breakpoints , Lung Neoplasms/genetics , Adult , Aged , Aged, 80 and over , Anaplastic Lymphoma Kinase/antagonists & inhibitors , Anaplastic Lymphoma Kinase/biosynthesis , Carcinoma, Non-Small-Cell Lung/enzymology , Carcinoma, Non-Small-Cell Lung/pathology , Crizotinib/therapeutic use , Female , Gene Rearrangement , High-Throughput Nucleotide Sequencing , Humans , In Situ Hybridization, Fluorescence , Lung Neoplasms/enzymology , Lung Neoplasms/pathology , Male , Middle Aged , Molecular Targeted Therapy , Oncogene Proteins, Fusion/genetics , Protein Kinase Inhibitors/therapeutic use , Pyrimidines/therapeutic use , Sulfones/therapeutic use , Survival Analysis
13.
J Vasc Surg ; 67(2): 453-459, 2018 02.
Article in English | MEDLINE | ID: mdl-28847662

ABSTRACT

OBJECTIVE: Sarcopenia measured by decreased psoas muscle size has been used as a surrogate for frailty and correlates with adverse outcomes in both the short and long term after many major operations. Our aim was to evaluate this measure as a predictor of outcomes in patients undergoing endovascular aortic aneurysm repair (EVAR). METHODS: Once Institutional Review Board approval was obtained, all patients who underwent EVAR from December 2010 to March 2016 at a Veterans Affairs hospital were assessed for sarcopenia by total psoas muscle area (TPA) measured on axial computed tomography scan immediately inferior to the fourth lumbar (L4) superior end plate. Outcomes including length of stay and mortality were collected from the medical record. RESULTS: There were 135 patients who underwent EVAR at a median age of 70 years. Median aneurysm size was 5.5 cm. Length of stay was >2 days in 25% of patients (n = 33), with the most common reasons for delayed discharge including respiratory complications (8.9% [n = 12]) and urinary retention (4.0% [n = 9]). Low TPA was not associated with extended length of stay (P = .40). Patients with lowest tertile TPA had 42% 5-year survival compared with 93% survival observed for the remaining two-thirds of patients (P = .01). Multivariate analysis revealed increased likelihood of mortality at 5 years for patients in the lowest tertile for TPA (odds ratio, 3.9; 95% confidence interval, 1.2-12.9) as well as for patients with chronic kidney disease (odds ratio, 5.2; 95% confidence interval, 1.5-18.0). CONCLUSIONS: Preoperative sarcopenia does not appear to affect length of stay but does portend worse long-term survival. This simple preoperative measurement may help vascular surgeons tailor repair thresholds and avoid nonbeneficial procedures.


Subject(s)
Aortic Aneurysm/surgery , Blood Vessel Prosthesis Implantation/mortality , Endovascular Procedures/mortality , Frailty/mortality , Sarcopenia/mortality , Aged , Aortic Aneurysm/diagnostic imaging , Aortic Aneurysm/mortality , Aortography/methods , Blood Vessel Prosthesis Implantation/adverse effects , Endovascular Procedures/adverse effects , Frailty/diagnostic imaging , Humans , Kaplan-Meier Estimate , Length of Stay , Male , Multivariate Analysis , Odds Ratio , Postoperative Complications/mortality , Psoas Muscles/diagnostic imaging , Retrospective Studies , Risk Factors , Sarcopenia/diagnostic imaging , Time Factors , Tomography, X-Ray Computed , Treatment Outcome , United States , United States Department of Veterans Affairs
14.
J Natl Compr Canc Netw ; 16(5): 536-563, 2018 05.
Article in English | MEDLINE | ID: mdl-29752328

ABSTRACT

Soft tissue sarcomas (STS) are rare solid tumors of mesenchymal cell origin that display a heterogenous mix of clinical and pathologic characteristics. STS can develop from fat, muscle, nerves, blood vessels, and other connective tissues. The evaluation and treatment of patients with STS requires a multidisciplinary team with demonstrated expertise in the management of these tumors. The complete NCCN Guidelines for STS provide recommendations for the diagnosis, evaluation, and treatment of extremity/superficial trunk/head and neck STS, as well as intra-abdominal/retroperitoneal STS, gastrointestinal stromal tumors, desmoid tumors, and rhabdomyosarcoma. This portion of the NCCN Guidelines discusses general principles for the diagnosis, staging, and treatment of STS of the extremities, superficial trunk, or head and neck; outlines treatment recommendations by disease stage; and reviews the evidence to support the guidelines recommendations.


Subject(s)
Guidelines as Topic/standards , Medical Oncology/methods , Sarcoma/diagnosis , Humans
15.
J Cutan Pathol ; 45(6): 387-394, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29436726

ABSTRACT

BACKGROUND: We evaluated how dermatopathologists are employing molecular testing in the setting of neoplastic skin diseases, and assessed their opinions of the broader role and utility of molecular technologies in clinical practice. METHODS: A 15-question online survey was sent to Fellows of the American Society of Dermatopathology in April 2017. RESULTS: One hundred and thirty-six dermatopathologists completed the survey (response rate = 16%). A majority (94%) of respondents reported experience with one or more molecular testing strategies. Sixty-two percent of dermatopathologists order 12 or more molecular tests per year, while 5% of respondents order 2 or fewer assays per year. More frequent utilization of molecular testing is associated with relevant instruction during residency training (P = .009), primary board certification in pathology (P = .008), academic medical center affiliation (P = <.0001), higher volume clinical practice (P = .0004), presence of on-site clinical molecular pathology/cytogenetics laboratory (P = .007), and greater physician confidence incorporating test results into histopathological assessments (P = <.0001). CONCLUSIONS: Wider adoption of molecular testing in dermatopathology may be limited by factors such as physician training, test costs/insurance coverage, logistical issues and lack of evidence-based clinical practice guidelines. Dermatopathologists have concerns regarding clinical validity/utility and inappropriate/overuse of some molecular tests. The importance of longitudinal education in molecular technologies and their applications for trainee and practicing physicians is highlighted.


Subject(s)
Dermatologists , Health Knowledge, Attitudes, Practice , Molecular Medicine , Pathologists , Practice Patterns, Physicians'/statistics & numerical data , Skin Neoplasms/diagnosis , Adult , Aged , Dermatology , Female , Humans , Male , Middle Aged , Pathology, Clinical , Skin Neoplasms/genetics , Surveys and Questionnaires
16.
Mod Pathol ; 30(12): 1739-1747, 2017 12.
Article in English | MEDLINE | ID: mdl-28752844

ABSTRACT

Next-generation sequencing is increasingly used for clinical evaluation of patients presenting with thrombotic microangiopathies because it allows for simultaneous interrogation of multiple complement and coagulation pathway genes known to be associated with disease. However, the diagnostic yield is undefined in routine clinical practice. Historic studies relied on case-control cohorts, did not apply current guidelines for variant pathogenicity assessment, and used targeted gene enrichment combined with next-generation sequencing. A clinically enhanced exome, targeting ~54 Mb, was sequenced for 73 patients. Variant analysis and interpretation were performed on genes with biological relevance in thrombotic microangiopathy (C3,CD46, CFB, CFH, CFI, DGKE, and THBD). CFHR3-CFHR1 deletion status was also assessed using multiplex ligation-dependent probe amplification. Variants were classified using American College of Medical Genetics and Genomics guidelines. We identified 5 unique novel and 14 unique rare variants in 25% (18/73) of patients, including a total of 5 pathogenic, 4 likely pathogenic, and 15 variants of uncertain clinical significance. Nine patients had homozygous deletions in CFHR3-CFHR1. The diagnostic yield, defined as the presence of a pathogenic variant, likely pathogenic variant or homozygous deletion of CFHR3-CFHR1, was 25% for all patients tested. Variants of uncertain clinical significance were identified in 21% (15/73) of patients.These results illustrate the expected diagnositic yield in the setting of thrombotic microangiopathies through the application of standardized variant interpretation, and highlight the utility of such an approach. Sequencing a clinically enhanced exome to enable targeted, disease-specific variant analysis is a viable approach. The moderate rate of variants of uncertain clinical significance highlights the paucity of data surrounding the variants in our cohort and illustrates the need for expanded variant curation resources to aid in thrombotic microangiopathy-related disease variant classification.


Subject(s)
High-Throughput Nucleotide Sequencing/methods , Thrombotic Microangiopathies/diagnosis , Thrombotic Microangiopathies/genetics , Adult , Aged , Case-Control Studies , Cohort Studies , Exome , Female , Humans , Male , Middle Aged
17.
Exp Mol Pathol ; 102(1): 156-161, 2017 02.
Article in English | MEDLINE | ID: mdl-28093192

ABSTRACT

Recurrent genomic mutations in uterine and non-uterine leiomyosarcomas have not been well established. Using a next generation sequencing (NGS) panel of common cancer-associated genes, 25 leiomyosarcomas arising from multiple sites were examined to explore genetic alterations, including single nucleotide variants (SNV), small insertions/deletions (indels), and copy number alterations (CNA). Sequencing showed 86 non-synonymous, coding region somatic variants within 151 gene targets in 21 cases, with a mean of 4.1 variants per case; 4 cases had no putative mutations in the panel of genes assayed. The most frequently altered genes were TP53 (36%), ATM and ATRX (16%), and EGFR and RB1 (12%). CNA were identified in 85% of cases, with the most frequent copy number losses observed in chromosomes 10 and 13 including PTEN and RB1; the most frequent gains were seen in chromosomes 7 and 17. Our data show that deletions in canonical cancer-related genes are common in leiomyosarcomas. Further, the spectrum of gene mutations observed shows that defects in DNA repair and chromosomal maintenance are central to the biology of leiomyosarcomas, and that activating mutations observed in other common cancer types are rare in leiomyosarcomas.


Subject(s)
Genetic Predisposition to Disease/genetics , High-Throughput Nucleotide Sequencing/methods , Leiomyosarcoma/genetics , Mutation , Adolescent , Adult , Aged , Ataxia Telangiectasia Mutated Proteins/genetics , DNA Copy Number Variations , DNA Helicases/genetics , ErbB Receptors/genetics , Female , Humans , INDEL Mutation , Leiomyosarcoma/pathology , Male , Middle Aged , Nuclear Proteins/genetics , Polymorphism, Single Nucleotide , Retinoblastoma Protein/genetics , Tumor Suppressor Protein p53/genetics , X-linked Nuclear Protein , Young Adult
18.
Int J Gynecol Pathol ; 36(6): 593-599, 2017 Nov.
Article in English | MEDLINE | ID: mdl-28177947

ABSTRACT

Small cell carcinoma of the ovary, hypercalcemic type (SCCOHT), is a rare, highly lethal malignancy predominantly affecting young adult females. We report a patient with widely metastatic SCCOHT and concurrent uterine cervical pleomorphic liposarcoma. Clinical targeted next-generation sequencing was performed on both neoplasms and demonstrated hemizygous stop-gain TP53 mutations (p.R196*), and wild-type SMARCA4 in both tumors. Microarray analyses of both tumors revealed similar but not identical widespread loss of heterozygosity over most chromosomes associated with loss of chromosomal copy number in the SCCOHT and pleomorphic liposarcoma tumors, amplification of FGFR1 in both tumors, and amplification of MYC in the SCCOHT. Immunohistochemistry demonstrated that SMARCA4 and SMARCB1 were retained in both tumors, and that SMARCA2 expression was retained but TP53 expression was lost in the SCCOHT. Germline testing using Sanger sequencing showed heterozygous TP53 mutation, confirming the diagnosis of Li-Fraumeni syndrome. These findings are novel and for the first time associate SCCOHT with Li-Fraumeni syndrome.


Subject(s)
Carcinoma, Small Cell/genetics , Li-Fraumeni Syndrome/genetics , Liposarcoma/pathology , Tumor Suppressor Protein p53/genetics , Carcinoma, Small Cell/complications , Carcinoma, Small Cell/pathology , DNA Helicases/genetics , Female , Heterozygote , Humans , Hypercalcemia , Li-Fraumeni Syndrome/complications , Li-Fraumeni Syndrome/pathology , Liposarcoma/complications , Mutation , Nuclear Proteins/genetics , Ovary/pathology , Proto-Oncogene Proteins c-myc/genetics , SMARCB1 Protein/genetics , Transcription Factors/genetics , Young Adult
19.
J Natl Compr Canc Netw ; 14(6): 758-86, 2016 06.
Article in English | MEDLINE | ID: mdl-27283169

ABSTRACT

Soft tissue sarcomas (STS) are rare solid tumors of mesenchymal cell origin that display a heterogenous mix of clinical and pathologic characteristics. STS can develop from fat, muscle, nerves, blood vessels, and other connective tissues. The evaluation and treatment of patients with STS requires a multidisciplinary team with demonstrated expertise in the management of these tumors. The complete NCCN Guidelines for Soft Tissue Sarcoma (available at NCCN.org) provide recommendations for the diagnosis, evaluation, and treatment of extremity/superficial trunk/head and neck STS, as well as intra-abdominal/retroperitoneal STS, gastrointestinal stromal tumor, desmoid tumors, and rhabdomyosarcoma. This manuscript discusses guiding principles for the diagnosis and staging of STS and evidence for treatment modalities that include surgery, radiation, chemoradiation, chemotherapy, and targeted therapy.


Subject(s)
Medical Oncology/standards , Sarcoma/diagnosis , Sarcoma/therapy , Humans
20.
Cancer ; 121(4): 631-9, 2015 Feb 15.
Article in English | MEDLINE | ID: mdl-25345567

ABSTRACT

BACKGROUND: A clinical assay was implemented to perform next-generation sequencing (NGS) of genes commonly mutated in multiple cancer types. This report describes the feasibility and diagnostic yield of this assay in 381 consecutive patients with non-small cell lung cancer (NSCLC). METHODS: Clinical targeted sequencing of 23 genes was performed with DNA from formalin-fixed, paraffin-embedded (FFPE) tumor tissue. The assay used Agilent SureSelect hybrid capture followed by Illumina HiSeq 2000, MiSeq, or HiSeq 2500 sequencing in a College of American Pathologists-accredited, Clinical Laboratory Improvement Amendments-certified laboratory. Single-nucleotide variants and insertion/deletion events were reported. This assay was performed before methods were developed to detect rearrangements by NGS. RESULTS: Two hundred nine of all requisitioned samples (55%) were successfully sequenced. The most common reason for not performing the sequencing was an insufficient quantity of tissue available in the blocks (29%). Excisional, endoscopic, and core biopsy specimens were sufficient for testing in 95%, 66%, and 40% of the cases, respectively. The median turnaround time (TAT) in the pathology laboratory was 21 days, and there was a trend of an improved TAT with more rapid sequencing platforms. Sequencing yielded a mean coverage of 1318×. Potentially actionable mutations (ie, predictive or prognostic) were identified in 46% of 209 samples and were most commonly found in KRAS (28%), epidermal growth factor receptor (14%), phosphatidylinositol-4,5-bisphosphate 3-kinase catalytic subunit alpha (4%), phosphatase and tensin homolog (1%), and BRAF (1%). Five percent of the samples had multiple actionable mutations. A targeted therapy was instituted on the basis of NGS in 11% of the sequenced patients or in 6% of all patients. CONCLUSIONS: NGS-based diagnostics are feasible in NSCLC and provide clinically relevant information from readily available FFPE tissue. The sample type is associated with the probability of successful testing.


Subject(s)
Carcinoma, Non-Small-Cell Lung/diagnosis , Carcinoma, Non-Small-Cell Lung/genetics , DNA, Neoplasm/analysis , Gene Deletion , Lung Neoplasms/diagnosis , Lung Neoplasms/genetics , Mutagenesis, Insertional , Polymorphism, Single Nucleotide , Sequence Analysis, DNA/methods , Adult , Aged , Feasibility Studies , Female , Fixatives , Formaldehyde , High-Throughput Nucleotide Sequencing , Humans , Male , Middle Aged , Paraffin Embedding , Proto-Oncogene Proteins/genetics , Proto-Oncogene Proteins B-raf/genetics , Proto-Oncogene Proteins p21(ras) , ras Proteins/genetics
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