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1.
J Surg Educ ; 77(6): e187-e195, 2020.
Article in English | MEDLINE | ID: mdl-32600891

ABSTRACT

OBJECTIVE: In surgery residency programs, Accreditation Council for Graduate Medical Education mandated performance assessment can include assessment in the operating room to demonstrate that necessary quality and autonomy goals are achieved by the conclusion of training. For the past 3 years, our institution has used The Ottawa Surgical Competency Operating Room Evaluation (O-SCORE) instrument to assess and track operative skills. Evaluation is accomplished in near real-time using a secure web-based platform for data management and analytics (Firefly). Simultaneous to access of the platform's case logging function, the O-SCORE instrument is delivered to faculty members for rapid completion, facilitating quality, and timeliness of feedback. We sought to demonstrate the platform's utility in detecting operative performance changes over time in response to focused educational interventions based on stored case log and O-SCORE data. DESIGN: Stored resident performance assessments for the most frequently performed laparoscopic procedures (cholecystectomy, appendectomy, inguinal hernia repair, ventral hernia repair) were examined for 3 successive academic years (2016-2019). During this time, 4 of 36 residents had received program-assigned supplemental simulation training to improve laparoscopic skills. O-SCORE data for these residents were extracted from peer data, which were used for comparisons. Assigned training consisted of a range of videoscopic and virtual reality skills drills with performance objectives. O-SCORE responses were converted to integers and autonomy scores for items pertaining to technical skill were compared before and after educational interventions (Student's t-tests). These scores were also compared to aggregate scores in the nonintervention group. Bayesian-modeled learning curves were used to characterize patterns of improvement over time. SETTING: University of Massachusetts Medical School-Baystate Surgery Residency and Baystate Medical Center PARTICIPANTS: General surgery residents (n = 36) RESULTS: During the period of review, 3325 resident cases were identified meeting the case type criteria. As expected, overall autonomy increased with the number of cases performed. The 4 residents who had been assigned supplemental training (6-18 months) had preintervention score averages that were lower than that of the nonintervention group (2.25 ± 0.43 vs 3.57 ± 1.02; p < 0.0001). During the respective intervention periods, all 4 residents improved autonomy scores (increase to 3.40 ± 0.61; p < 0.0001). Similar improvements were observed for tissue handling, instrument handling, bimanual dexterity, visuospatial skill, and operative efficiency component skills. Postintervention scores were not significantly different compared to scores for the non-intervention group. Bayesian-modeled learning curves showed a similar pattern of postintervention performance improvement. CONCLUSIONS: The data management platform proved to be an effective tool to track responses to supplemental training that was deemed necessary to close defined skills gaps in laparoscopic surgery. This could be seen both in individual and in aggregated data. We were gratified that at the conclusion of the supplemental training, O-SCORE results for the intervention group were not different than those seen in the non-intervention group.


Subject(s)
General Surgery , Internship and Residency , Bayes Theorem , Clinical Competence , Data Management , Education, Medical, Graduate , Educational Measurement , General Surgery/education , Humans , Internet
2.
J Surg Educ ; 76(6): e209-e216, 2019.
Article in English | MEDLINE | ID: mdl-31515199

ABSTRACT

OBJECTIVE: The purpose of this study was to determine whether an automated platform for evaluation selection and delivery would increase participation from surgical teaching faculty in submitting resident operative performance evaluations. DESIGN: We built a HIPAA-compliant, web-based platform to track resident operative assignments and to link embedded evaluation instruments to procedure type. The platform matched appropriate evaluations to surgeons' scheduled procedures, and delivered multiple evaluation types, including Ottawa Surgical Competency Operating Room Evaluation (O-Score) evaluations and Operative Performance Rating System (OPRS) evaluations. Prompts to complete evaluations were made through a system of automatic electronic notifications. We compared the time spent in the platform to achieve evaluation completion. As a metric for the platform's effect on faculty participation, we considered a task that would typically be infeasible without workflow optimization: the evaluator could choose to complete multiple, complementary evaluations for the same resident in the same case. For those cases with multiple evaluations, correlation was analyzed by Spearman rank test. Evaluation data were compared between PGY levels using repeated measures ANOVA. SETTING: The study took place at 4 general surgery residency programs: The University of Massachusetts Medical School-Baystate, the University of Connecticut School or Medicine, the University of Iowa Carver College of Medicine, and Maimonides Medical Center. PARTICIPANTS: From March 2017 to February 2019, the study included 70 surgical teaching faculty and 101 general surgery residents. RESULTS: Faculty completed 1230 O-Score evaluations and 106 OPRS evaluations. Evaluations were completed quickly, with a median time of 36 ± 18 seconds for O-Score evaluations, and 53 ± 51 seconds for OPRS evaluations. 89% of O-Score and 55% of OPRS evaluations were completed without optional comments within one minute, and 99% of O-Score and 82% of OPRS evaluations were completed within 2 minutes. For cases eligible for both evaluation types, attendings completed both evaluations on 74 of 221 (33%) of these cases. These paired evaluations strongly correlated on resident performance (Spearman coefficient = 0.84, p < 0.00001). Both evaluation types stratified operative skill level by program year (p < 0.00001). CONCLUSIONS: Evaluation initiatives can be hampered by the challenge of making multiple surgical evaluation instruments available when needed for appropriate clinical situations, including specific case types. As a test of the optimized evaluation workflow, and to lay the groundwork for future data-driven design of evaluations, we tested the impact of simultaneously delivering 2 evaluation instruments via a secure web-based education platform. We measured the evaluation completion rates of faculty surgeon evaluators when rating resident operative performance, and how effectively the results of evaluation could be analyzed and compared, taking advantage of a highly integrated management of the evaluative information.


Subject(s)
Clinical Competence , Educational Measurement/methods , General Surgery/education , Competency-Based Education , Education, Medical, Graduate , Formative Feedback , Humans , Internet , Internship and Residency , Task Performance and Analysis , United States
3.
Blood ; 125(6): 941-8, 2015 Feb 05.
Article in English | MEDLINE | ID: mdl-25468569

ABSTRACT

Thrombopoietin (Thpo) signaling through the c-Mpl receptor promotes either quiescence or proliferation of hematopoietic stem cells (HSCs) in a concentration-dependent manner; however, in vivo Thpo serum levels are responsive to platelet mass rather than HSC demands, suggesting additional regulation exists. Ott1 (Rbm15), a spliceosomal component originally identified as a fusion partner in t(1;22)-associated acute megakaryocytic leukemia, is also essential for maintaining HSC quiescence under stress. Ott1 controls the alternative splicing of a dominant negative isoform, Mpl-TR, capable of inhibiting HSC engraftment and attenuating Thpo signaling. Ott1, which associates with Hdac3 and the histone methyltransferase, Setd1b, binds to both c-Mpl RNA and chromatin and regulates H4 acetylation and H3K4me3 marks. Histone deacetylase or histone methyltransferase inhibition also increases Mpl-TR levels, suggesting that Ott1 uses an underlying epigenetic mechanism to control alternative splicing of c-Mpl. Manipulation of Ott1-dependent alternative splicing may therefore provide a novel pharmacologic avenue for regulating HSC quiescence and proliferation in response to Thpo.


Subject(s)
Alternative Splicing , Hematopoietic Stem Cells/metabolism , RNA-Binding Proteins/metabolism , Receptors, Thrombopoietin/genetics , Thrombopoietin/metabolism , Animals , Cells, Cultured , Chromatin/genetics , Chromatin/metabolism , Hematopoietic Stem Cell Transplantation , Hematopoietic Stem Cells/cytology , Humans , Mice , Mice, Knockout , NIH 3T3 Cells , Protein Isoforms/chemistry , Protein Isoforms/genetics , RNA, Messenger/genetics , RNA, Messenger/metabolism , RNA-Binding Proteins/genetics , Receptors, Thrombopoietin/chemistry , Signal Transduction
4.
Immunity ; 39(3): 496-507, 2013 Sep 19.
Article in English | MEDLINE | ID: mdl-24054328

ABSTRACT

T cells are activated by antigen (Ag)-bearing dendritic cells (DCs) in lymph nodes in three phases. The duration of the initial phase of transient, serial DC-T cell interactions is inversely correlated with Ag dose. The second phase, characterized by stable DC-T cell contacts, is believed to be necessary for full-fledged T cell activation. Here we have shown that this is not the case. CD8⁺ T cells interacting with DCs presenting low-dose, short-lived Ag did not transition to phase 2, whereas higher Ag dose yielded phase 2 transition. Both antigenic constellations promoted T cell proliferation and effector differentiation but yielded different transcriptome signatures at 12 hr and 24 hr. T cells that experienced phase 2 developed long-lived memory, whereas conditions without stable contacts yielded immunological amnesia. Thus, T cells make fate decisions within hours after Ag exposure, resulting in long-term memory or abortive effector responses, correlating with T cell-DCs interaction kinetics.


Subject(s)
Antigen Presentation , CD8-Positive T-Lymphocytes/immunology , Dendritic Cells/immunology , Immunologic Memory/immunology , Adoptive Transfer , Animals , Antigen-Presenting Cells/immunology , CD8-Positive T-Lymphocytes/metabolism , Cell Communication , Cell Differentiation , Dendritic Cells/metabolism , Lymph Nodes/immunology , Lymphocyte Activation , Lymphocytic choriomeningitis virus/immunology , Mice , Mice, Inbred C57BL , Mice, Knockout , Transcriptome/immunology
5.
Blood ; 119(21): 4898-907, 2012 May 24.
Article in English | MEDLINE | ID: mdl-22490678

ABSTRACT

Aging degrades hematopoietic stem cell (HSC) functions, including stress response; however, the involved molecular pathways are incompletely defined. Murine BM conditionally deleted for One-Twenty-Two-1 (Ott1), is able to maintain lifelong hematopoiesis and has preserved numbers of long-term HSCs, yet cannot repopulate nor sustain itself after transplantation against a competitor even when Ott1 is excised after engraftment. We show, specifically under replicative stress, that Ott1-deleted HSCs have a significant reduction of the G(0) cell-cycle fraction associated with self-renewal and undergo early failure. Therefore, Ott1 is required to preserve HSC quiescence during stress but not steady-state hematopoiesis. Reduced tolerance of replicative stress, increased myeloid potential, and greater absolute numbers are mutual characteristics of both Ott1-deleted and aged HSCs, and comparison of their gene expression profiles reveals a shared signature. Ott1-deleted HSCs share multiple aging-associated physiologic changes, including increases in NF-κB activation and DNA damage. Loss of Ott1 causes increased reactive oxygen species; however, antioxidant treatment does not rescue the competitive defect, indicating the existence of additional essential Ott1-dependent HSC pathways. In conclusion, our data establish a requirement for Ott1 in stress hematopoiesis and suggest that Ott1-dependent processes may converge with those affected by aging.


Subject(s)
Cell Proliferation , Cellular Senescence/genetics , Hematopoietic Stem Cells/physiology , RNA-Binding Proteins/physiology , Resting Phase, Cell Cycle/genetics , Stress, Physiological , Animals , Cells, Cultured , Cellular Senescence/physiology , Gene Knockout Techniques , Hematopoiesis/genetics , Hematopoiesis/physiology , Hematopoietic Stem Cell Transplantation , Hematopoietic Stem Cells/cytology , Hematopoietic Stem Cells/metabolism , Mice , Mice, Inbred C57BL , Mice, Transgenic , RNA-Binding Proteins/genetics , RNA-Binding Proteins/metabolism , Resting Phase, Cell Cycle/physiology , Stress, Physiological/genetics , Stress, Physiological/physiology
6.
J Clin Invest ; 121(10): 3834-45, 2011 Oct.
Article in English | MEDLINE | ID: mdl-21926465

ABSTRACT

A fundamental goal in cancer research is the identification of the cell types and signaling pathways capable of initiating and sustaining tumor growth, as this has the potential to reveal therapeutic targets. Stem and progenitor cells have been implicated in the genesis of select lymphoid malignancies. However, the identity of the cells in which mature lymphoid neoplasms are initiated remains unclear. Here, we investigate the origin of peripheral T cell lymphomas using mice in which Snf5, a chromatin remodelling-complex subunit with tumor suppressor activity, could be conditionally inactivated in developing T cells. In this model of mature peripheral T cell lymphomas, the cell of origin was a mature CD44hiCD122loCD8⁺ T cell that resembled a subset of memory cells that has capacity for self-renewal and robust expansion, features shared with stem cells. Further analysis showed that Snf5 loss led to activation of a Myc-driven signaling network and stem cell transcriptional program. Finally, lymphomagenesis and lymphoma proliferation depended upon TCR signaling, establishing what we believe to be a new paradigm for lymphoid malignancy growth. These findings suggest that the self-renewal and robust proliferative capacities of memory T cells are associated with vulnerability to oncogenic transformation. Our findings further suggest that agents that impinge upon TCR signaling may represent an effective therapeutic modality for this class of lethal human cancers.


Subject(s)
Cell Transformation, Neoplastic/immunology , Immunologic Memory , Lymphoma, T-Cell, Peripheral/etiology , Receptors, Antigen, T-Cell/metabolism , T-Lymphocytes/immunology , T-Lymphocytes/pathology , Animals , Cell Differentiation/immunology , Chromosomal Proteins, Non-Histone/antagonists & inhibitors , Chromosomal Proteins, Non-Histone/deficiency , Chromosomal Proteins, Non-Histone/genetics , Gene Deletion , Humans , Lymphoma, T-Cell, Peripheral/immunology , Lymphoma, T-Cell, Peripheral/pathology , Mice , Mice, Inbred C57BL , Mice, Transgenic , Phenotype , Proto-Oncogene Proteins c-myc/metabolism , SMARCB1 Protein , Signal Transduction
7.
Nat Med ; 16(10): 1147-51, 2010 Oct.
Article in English | MEDLINE | ID: mdl-20890291

ABSTRACT

CD8(+) T cells in chronic viral infections such as HIV develop functional defects including loss of interleukin-2 (IL-2) secretion and decreased proliferative potential that are collectively termed 'exhaustion'. Exhausted T cells express increased amounts of multiple inhibitory receptors, such as programmed death-1 (PD-1), that contribute to impaired virus-specific T cell function. Although reversing PD-1 inhibition is therefore an attractive therapeutic strategy, the cellular mechanisms by which PD-1 ligation results in T cell inhibition are not fully understood. PD-1 is thought to limit T cell activation by attenuating T cell receptor (TCR) signaling. It is not known whether PD-1 also acts by upregulating genes in exhausted T cells that impair their function. Here we analyzed gene expression profiles from HIV-specific CD8(+) T cells in individuals with HIV and show that PD-1 coordinately upregulates a program of genes in exhausted CD8(+) T cells from humans and mice. This program includes upregulation of basic leucine transcription factor, ATF-like (BATF), a transcription factor in the AP-1 family. Enforced expression of BATF was sufficient to impair T cell proliferation and cytokine secretion, whereas BATF knockdown reduced PD-1 inhibition. Silencing BATF in T cells from individuals with chronic viremia rescued HIV-specific T cell function. Thus, inhibitory receptors can cause T cell exhaustion by upregulating genes--such as BATF--that inhibit T cell function. Such genes may provide new therapeutic opportunities to improve T cell immunity to HIV.


Subject(s)
Antigens, CD/physiology , Apoptosis Regulatory Proteins/physiology , Basic-Leucine Zipper Transcription Factors/genetics , CD8-Positive T-Lymphocytes/metabolism , Gene Expression Profiling , HIV/immunology , T-Lymphocytes/physiology , Animals , Gene Expression Regulation , Humans , Interferon-gamma/biosynthesis , Interleukin-2/biosynthesis , Lymphocytic Choriomeningitis/metabolism , Mice , Mice, Inbred C57BL , Programmed Cell Death 1 Receptor
8.
Blood ; 115(17): 3489-97, 2010 Apr 29.
Article in English | MEDLINE | ID: mdl-20197553

ABSTRACT

Apc, a negative regulator of the canonical Wnt signaling pathway, is a bona-fide tumor suppressor whose loss of function results in intestinal polyposis. APC is located in a commonly deleted region on human chromosome 5q, associated with myelodysplastic syndrome (MDS), suggesting that haploinsufficiency of APC contributes to the MDS phenotype. Analysis of the hematopoietic system of mice with the Apc(min) allele that results in a premature stop codon and loss of function showed no abnormality in steady state hematopoiesis. Bone marrow derived from Apc(min) mice showed enhanced repopulation potential, indicating a cell intrinsic gain of function in the long-term hematopoietic stem cell (HSC) population. However, Apc(min) bone marrow was unable to repopulate secondary recipients because of loss of the quiescent HSC population. Apc(min) mice developed a MDS/myeloproliferative phenotype. Our data indicate that Wnt activation through haploinsufficiency of Apc causes insidious loss of HSC function that is only evident in serial transplantation strategies. These data provide a cautionary note for HSC-expansion strategies through Wnt pathway activation, provide evidence that cell extrinsic factors can contribute to the development of myeloid disease, and indicate that loss of function of APC may contribute to the phenotype observed in patients with MDS and del(5q).


Subject(s)
Adenomatous Polyposis Coli Protein , Bone Marrow/metabolism , Hematopoiesis , Hematopoietic Stem Cells/metabolism , Myelodysplastic Syndromes/metabolism , Alleles , Animals , Base Sequence , Bone Marrow/pathology , Chromosomes, Human, Pair 5/genetics , Chromosomes, Human, Pair 5/metabolism , Codon, Terminator/genetics , Hematopoietic Stem Cells/pathology , Humans , Mice , Mice, Mutant Strains , Myelodysplastic Syndromes/genetics , Myelodysplastic Syndromes/pathology , Phenotype , Sequence Deletion , Wnt Proteins/genetics , Wnt Proteins/metabolism
9.
BMC Cancer ; 9: 164, 2009 May 28.
Article in English | MEDLINE | ID: mdl-19476629

ABSTRACT

BACKGROUND: Because screening mammography for breast cancer is less effective for premenopausal women, we investigated the feasibility of a diagnostic blood test using serum proteins. METHODS: This study used a set of 98 serum proteins and chose diagnostically relevant subsets via various feature-selection techniques. Because of significant noise in the data set, we applied iterated Bayesian model averaging to account for model selection uncertainty and to improve generalization performance. We assessed generalization performance using leave-one-out cross-validation (LOOCV) and receiver operating characteristic (ROC) curve analysis. RESULTS: The classifiers were able to distinguish normal tissue from breast cancer with a classification performance of AUC = 0.82 +/- 0.04 with the proteins MIF, MMP-9, and MPO. The classifiers distinguished normal tissue from benign lesions similarly at AUC = 0.80 +/- 0.05. However, the serum proteins of benign and malignant lesions were indistinguishable (AUC = 0.55 +/- 0.06). The classification tasks of normal vs. cancer and normal vs. benign selected the same top feature: MIF, which suggests that the biomarkers indicated inflammatory response rather than cancer. CONCLUSION: Overall, the selected serum proteins showed moderate ability for detecting lesions. However, they are probably more indicative of secondary effects such as inflammation rather than specific for malignancy.


Subject(s)
Biomarkers, Tumor/blood , Breast Neoplasms/blood , Adult , Bayes Theorem , Breast Neoplasms/diagnosis , Breast Neoplasms/pathology , Enzyme-Linked Immunosorbent Assay , Feasibility Studies , Female , Humans , Models, Statistical , Neoplasm Proteins/blood , ROC Curve
10.
J Clin Invest ; 119(4): 852-64, 2009 Apr.
Article in English | MEDLINE | ID: mdl-19287095

ABSTRACT

Acute megakaryoblastic leukemia (AMKL) is a form of acute myeloid leukemia (AML) associated with a poor prognosis. The genetics and pathophysiology of AMKL are not well understood. We generated a knockin mouse model of the one twenty-two-megakaryocytic acute leukemia (OTT-MAL) fusion oncogene that results from the t(1;22)(p13;q13) translocation specifically associated with a subtype of pediatric AMKL. We report here that OTT-MAL expression deregulated transcriptional activity of the canonical Notch signaling pathway transcription factor recombination signal binding protein for immunoglobulin kappa J region (RBPJ) and caused abnormal fetal megakaryopoiesis. Furthermore, cooperation between OTT-MAL and an activating mutation of the thrombopoietin receptor myeloproliferative leukemia virus oncogene (MPL) efficiently induced a short-latency AMKL that recapitulated all the features of human AMKL, including megakaryoblast hyperproliferation and maturation block, thrombocytopenia, organomegaly, and extensive fibrosis. Our results establish that concomitant activation of RBPJ (Notch signaling) and MPL (cytokine signaling) transforms cells of the megakaryocytic lineage and suggest that specific targeting of these pathways could be of therapeutic value for human AMKL.


Subject(s)
Immunoglobulin J Recombination Signal Sequence-Binding Protein/metabolism , Leukemia, Megakaryoblastic, Acute/genetics , Oncogene Fusion , Oncogene Proteins, Fusion/genetics , Animals , Disease Models, Animal , Hematopoiesis , Humans , Leukemia, Megakaryoblastic, Acute/etiology , Leukemia, Megakaryoblastic, Acute/metabolism , Leukemia, Megakaryoblastic, Acute/pathology , Mice , Mice, Inbred C57BL , Mice, Transgenic , Mutation , Receptors, Notch/metabolism , Receptors, Thrombopoietin/genetics , Signal Transduction , Transcription, Genetic
11.
Mol Cell Biol ; 29(2): 333-41, 2009 Jan.
Article in English | MEDLINE | ID: mdl-18981216

ABSTRACT

The infant leukemia-associated gene Ott1 (Rbm15) has broad regulatory effects within murine hematopoiesis. However, germ line Ott1 deletion results in fetal demise prior to embryonic day 10.5, indicating additional developmental requirements for Ott1. The spen gene family, to which Ott1 belongs, has a transcriptional activation/repression domain and RNA recognition motifs and has a significant role in the development of the head and thorax in Drosophila melanogaster. Early Ott1-deficient embryos show growth retardation and incomplete closure of the notochord. Further analysis demonstrated placental defects in the spongiotrophoblast and syncytiotrophoblast layers, resulting in an arrest of vascular branching morphogenesis. The rescue of the placental defect using a conditional allele with a trophoblast-sparing cre transgene allowed embryos to form a normal placenta and survive gestation. This outcome showed that the process of vascular branching morphogenesis in Ott1-deficient animals was regulated by the trophoblast compartment rather than the fetal vasculature. Mice surviving to term manifested hyposplenia and abnormal cardiac development. Analysis of global gene expression of Ott1-deficient embryonic hearts showed an enrichment of hypoxia-related genes and a significant alteration of several candidate genes critical for cardiac development. Thus, Ott1-dependent pathways, in addition to being implicated in leukemogenesis, may also be important for the pathogenesis of placental insufficiency and cardiac malformations.


Subject(s)
Drosophila Proteins/metabolism , Heart/embryology , Placenta/blood supply , Placentation , RNA-Binding Proteins/metabolism , Spleen/embryology , Animals , Cell Hypoxia , Drosophila Proteins/genetics , Embryo, Mammalian/pathology , Female , Gene Deletion , Gene Expression Regulation, Developmental , In Situ Hybridization , Mice , Mice, Knockout , Mice, Transgenic , Morphogenesis , Organogenesis , Placenta/anatomy & histology , Placenta/pathology , Pregnancy , RNA-Binding Proteins/genetics , Trophoblasts/physiology , Vascular Endothelial Growth Factors/metabolism
12.
Int J Comput Biol Drug Des ; 1(3): 219-23, 2008.
Article in English | MEDLINE | ID: mdl-20054989

ABSTRACT

Supported by US National Science Foundation (NSF) and the International Society of Intelligent Biological Medicine (ISIBM), the IEEE 7th International Conference on Bioinformatics and Bioengineering at Harvard Medical School was designed dynamically in response to the cutting edge synergistic research and education. One of the key components of this academic event is the poster presentation focusing on specific topics to foster collaboration between the computational biology and drug design domains. The Harvard meeting attracted over five hundred scientists, researchers and medical doctors world-wide to present, discuss and exchange their research. The synergies between computational biology and drug design research had been well observed by participants. The poster sessions had been designed to be responsive to the need for synergistic inter/multidisciplinary research and education. A panel of judges was formed to decide the best posters. The papers in this special issue were selected for runners-up of the best poster award by a panel of judges. Authors were then invited to expand their posters into full research papers. Submitted papers were required to contain significant additional scientific detail and were rigorously reviewed by at least three external reviewers. Detailed information regarding the academic event can be found at the White Paper of the IEEE 7th International Conference on Bioinformatics and Bioengineering at Harvard Medical School at BMC Genomics http://www.biomedcentral.com/1471-2164/9/S2/I1.


Subject(s)
Computational Biology , Drug Design , Algorithms , Artificial Intelligence , Bioengineering , Computational Biology/education , Protein Stability , Research Design
13.
Radiology ; 244(2): 390-8, 2007 Aug.
Article in English | MEDLINE | ID: mdl-17562812

ABSTRACT

PURPOSE: To retrospectively develop and evaluate computer-aided diagnosis (CAD) models that include both mammographic and sonographic descriptors. MATERIALS AND METHODS: Institutional review board approval was obtained for this HIPAA-compliant study. A waiver of informed consent was obtained. Mammographic and sonographic examinations were performed in 737 patients (age range, 17-87 years), which yielded 803 breast mass lesions (296 malignant, 507 benign). Radiologist-interpreted features from mammograms and sonograms were used as input features for linear discriminant analysis (LDA) and artificial neural network (ANN) models to differentiate benign from malignant lesions. An LDA with all the features was compared with an LDA with only stepwise-selected features. Classification performances were quantified by using receiver operating characteristic (ROC) analysis and were evaluated in a train, validate, and retest scheme. On the retest set, both LDAs were compared with radiologist assessment score of malignancy. RESULTS: Both the LDA and ANN achieved high classification performance with cross validation (area under the ROC curve [A(z)] = 0.92 +/- 0.01 [standard deviation] and (0.90)A(z) = 0.54 +/- 0.08 for LDA, A(z) = 0.92 +/- 0.01 and (0.90)A(z) = 0.55 +/- 0.08 for ANN). Results of both models generalized well to the retest set, with no significant performance differences between the validate and retest sets (P > .1). On the retest set, there were no significant performance differences between LDA with all features and LDA with only the stepwise-selected features (P > .3) and between either LDA and radiologist assessment score (P > .2). CONCLUSION: Results showed that combining mammographic and sonographic descriptors in a CAD model can result in high classification and generalization performance. On the retest set, LDA performance matched radiologist classification performance.


Subject(s)
Breast Neoplasms/diagnostic imaging , Image Interpretation, Computer-Assisted/methods , Mammography , Ultrasonography, Mammary , Adolescent , Adult , Aged , Aged, 80 and over , Discriminant Analysis , Female , Humans , Image Enhancement/methods , Middle Aged , Neural Networks, Computer , Predictive Value of Tests , ROC Curve , Retrospective Studies , Sensitivity and Specificity
14.
Med Phys ; 33(8): 2945-54, 2006 Aug.
Article in English | MEDLINE | ID: mdl-16964873

ABSTRACT

As more diagnostic testing options become available to physicians, it becomes more difficult to combine various types of medical information together in order to optimize the overall diagnosis. To improve diagnostic performance, here we introduce an approach to optimize a decision-fusion technique to combine heterogeneous information, such as from different modalities, feature categories, or institutions. For classifier comparison we used two performance metrics: The receiving operator characteristic (ROC) area under the curve [area under the ROC curve (AUC)] and the normalized partial area under the curve (pAUC). This study used four classifiers: Linear discriminant analysis (LDA), artificial neural network (ANN), and two variants of our decision-fusion technique, AUC-optimized (DF-A) and pAUC-optimized (DF-P) decision fusion. We applied each of these classifiers with 100-fold cross-validation to two heterogeneous breast cancer data sets: One of mass lesion features and a much more challenging one of microcalcification lesion features. For the calcification data set, DF-A outperformed the other classifiers in terms of AUC (p < 0.02) and achieved AUC=0.85 +/- 0.01. The DF-P surpassed the other classifiers in terms of pAUC (p < 0.01) and reached pAUC=0.38 +/- 0.02. For the mass data set, DF-A outperformed both the ANN and the LDA (p < 0.04) and achieved AUC=0.94 +/- 0.01. Although for this data set there were no statistically significant differences among the classifiers' pAUC values (pAUC=0.57 +/- 0.07 to 0.67 +/- 0.05, p > 0.10), the DF-P did significantly improve specificity versus the LDA at both 98% and 100% sensitivity (p < 0.04). In conclusion, decision fusion directly optimized clinically significant performance measures, such as AUC and pAUC, and sometimes outperformed two well-known machine-learning techniques when applied to two different breast cancer data sets.


Subject(s)
Algorithms , Artificial Intelligence , Breast Neoplasms/diagnosis , Databases, Factual , Decision Support Systems, Clinical , Diagnosis, Computer-Assisted/methods , Information Storage and Retrieval/methods , Breast Neoplasms/classification , Database Management Systems , Humans , Quality Control , Reproducibility of Results , Sensitivity and Specificity
15.
Radiology ; 235(3): 940-9, 2005 Jun.
Article in English | MEDLINE | ID: mdl-15845791

ABSTRACT

PURPOSE: To evaluate the scatter, dose, and effective detective quantum efficiency (DQE) performance of a slot-scan digital chest radiography system compared with that of a full-field digital radiography system. MATERIALS AND METHODS: Scatter fraction of a slot-scan system was measured for an anthropomorphic and a geometric phantom by using a posterior beam-stop technique at 117 and 140 kVp. Measurements were repeated with a full-field digital radiography system with and without a 13:1 antiscatter grid at 120 and 140 kVp. For both systems, the effective dose was measured on posteroanterior and lateral views for standard clinical techniques by using dosimeters embedded in a female phantom. The effective DQEs of the two systems were assessed by taking into account the scatter performance and the DQE of each system. The statistical significance of all the comparative differences was ascertained by means of t test analysis. RESULTS: The slot-scan system and the full-field system with grid yielded scatter fractions of 0.13-0.14 and 0.42-0.48 in the lungs and 0.30-0.43 and 0.69-0.78 in the mediastinum, respectively. The sum of the effective doses for posteroanterior and lateral views for the slot-scan system (0.057 mSv +/- 0.003 [+/- standard deviation]) was 34% lower than that for the full-field system (0.086 mSv +/- 0.001, P < .05) at their respective clinical peak voltages (140 and 120 kVp, respectively). The effective DQE of the slot-scan system was equivalent to that of the full-field system in the lung region but was 37% higher in the dense regions (P < .05). CONCLUSION: The slot-scan design leads to marked scatter reduction compared with the more conventional full-field geometries with a grid. The improved scatter performance of a slot-scan geometry can effectively compensate for low DQE and lead to improved image quality.


Subject(s)
Radiographic Image Enhancement , Radiography, Thoracic/standards , Phantoms, Imaging , Radiation Dosage , Radiography, Thoracic/methods
16.
Med Phys ; 32(2): 588-99, 2005 Feb.
Article in English | MEDLINE | ID: mdl-15789606

ABSTRACT

The purpose of this study was to measure experimentally the physical performance of a prototype mammographic imager based on a direct detection, flat-panel array design employing an amorphous selenium converter with 70 microm pixels. The system was characterized for two different anode types, a molybdenum target with molybdenum filtration (Mo/Mo) and a tungsten target with rhodium filtration (W/Rh), at two different energies, 28 and 35 kVp, with approximately 2 mm added aluminum filtration. To measure the resolution, the presampled modulation transfer function (MTF) was measured using an edge method. The normalized noise power spectrum (NNPS) was measured by two-dimensional Fourier analysis of uniformly exposed mammograms. The detective quantum efficiencies (DQEs) were computed from the MTFs, the NNPSs, and theoretical ideal signal to noise ratios. The MTF was found to be close to its ideal limit and reached 0.2 at 11.8 mm(-1) and 0.1 at 14.1 mm(-1) for images acquired at an RQA-M2 technique (Mo/Mo anode, 28 kVp, 2 mm Al). Using a tungsten technique (MW2; W/Rh anode, 28 kVp, 2 mm Al), the MTF went to 0.2 at 11.2 mm(-1) and to 0.1 at 13.3 mm(-1). The DQE reached a maximum value of 54% at 1.35 mm(-1) for the RQA-M2 technique at 1.6 microC/kg and achieved a peak value of 64% at 1.75 mm(-1) for the tungsten technique (MW2) at 1.9 microC/kg. Nevertheless, the DQE showed strong exposure and frequency dependencies. The results indicated that the detector offered high MTFs and DQEs, but structured noise effects may require improved calibration before clinical implementation.


Subject(s)
Mammography/instrumentation , Radiographic Image Enhancement/instrumentation , Radiometry/instrumentation , Selenium/chemistry , Selenium/radiation effects , Signal Processing, Computer-Assisted/instrumentation , X-Ray Intensifying Screens , Equipment Design , Equipment Failure Analysis , Feasibility Studies , Phantoms, Imaging , Pilot Projects , Radiation Dosage , Radiographic Image Enhancement/methods , Radiometry/methods , Transducers
17.
Med Phys ; 31(9): 2687-98, 2004 Sep.
Article in English | MEDLINE | ID: mdl-15487752

ABSTRACT

Our purpose in this study was to evaluate the fundamental image quality characteristics of a new slot-scan digital chest radiography system (ThoraScan, Delft Imaging Systems/Nucletron, Veenendaal, The Netherlands). The linearity of the system was measured over a wide exposure range at 90, 117, and 140 kVp with added Al filtration. System uniformity and reproducibility were established with an analysis of images from repeated exposures. The modulation transfer function (MTF) was evaluated using an established edge method. The noise power spectrum (NPS) and the detective quantum efficiency (DQE) of the system were evaluated at the three kilo-voltages over a range of exposures. Scatter fraction (SF) measurements were made using a posterior beam stop method and a geometrical chest phantom. The system demonstrated excellent linearity, but some structured nonuniformities. The 0.1 MTF values occurred between 3.3-3.5 mm(-1). The DQE(0.15) and DQE(2.5) were 0.21 and 0.07 at 90 kVp, 0.18 and 0.05 at 117 kVp, and 0.16 and 0.03 at 140 kVp, respectively. The system exhibited remarkably lower SFs compared to conventional full-field systems with anti-scatter grid, measuring 0.13 in the lungs and 0.43 in the mediastinum. The findings indicated that the slot-scan design provides marked scatter reduction leading to high effective DQE (DQEeff) of the system and reduced patient dose required to achieve high image quality.


Subject(s)
Equipment Failure Analysis , Radiographic Image Enhancement/instrumentation , Radiography, Thoracic/instrumentation , Equipment Design , Humans , Phantoms, Imaging , Reproducibility of Results , Scattering, Radiation , Sensitivity and Specificity , Technology Assessment, Biomedical , Technology, Radiologic/instrumentation , Technology, Radiologic/methods
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