scholarly journals X-Ray Computed Tomography: Semiautomated Volumetric Analysis of Late-Stage Lung Tumors as a Basis for Response Assessments

2011 ◽  
Vol 2011 ◽  
pp. 1-11 ◽  
Author(s):  
C. Bendtsen ◽  
M. Kietzmann ◽  
R. Korn ◽  
P. D. Mozley ◽  
G. Schmidt ◽  
...  

Background. This study presents a semiautomated approach for volumetric analysis of lung tumors and evaluates the feasibility of using volumes as an alternative to line lengths as a basis for response evaluation criteria in solid tumors (RECIST). The overall goal for the implementation was to accurately, precisely, and efficiently enable the analyses of lesions in the lung under the guidance of an operator.Methods. An anthropomorphic phantom with embedded model masses and 71 time points in 10 clinical cases with advanced lung cancer was analyzed using a semi-automated workflow. The implementation was done using the Cognition Network Technology.Results. Analysis of the phantom showed an average accuracy of 97%. The analyses of the clinical cases showed both intra- and interreader variabilities of approximately 5% on average with an upper 95% confidence interval of 14% and 19%, respectively. Compared to line lengths, the use of volumes clearly shows enhanced sensitivity with respect to determining response to therapy.Conclusions. It is feasible to perform volumetric analysis efficiently with high accuracy and low variability, even in patients with late-stage cancer who have complex lesions.

2018 ◽  
Author(s):  
Brendan B. McAllister ◽  
David K. Wright ◽  
Ryan C. Wortman ◽  
Sandy R. Shultz ◽  
Richard H. Dyck

ABSTRACTChronic stress can have deleterious effects on mental health, increasing the risk of developing depression or anxiety. But not all individuals are equally affected by stress; some are susceptible while others are more resilient. Understanding the mechanisms that lead to these differing outcomes has been a focus of considerable research. One unexplored mechanism is vesicular zinc – zinc that is released by neurons as a neuromodulator. We examined how chronic stress, induced by repeated social defeat, affects mice that lack vesicular zinc due to genetic deletion of zinc transporter 3 (ZnT3). These mice, unlike wild type mice, did not become socially avoidant of a novel conspecific, suggesting resilience to stress. However, they showed enhanced sensitivity to the potentiating effect of stress on cued fear memory. Thus, the contribution of vesicular zinc to stress susceptibility is not straightforward. Stress also increased anxiety-like behaviour but produced no deficits in a spatial Y-maze test. We found no evidence that microglial activation or hippocampal neurogenesis accounted for the differences in behavioural outcome. Volumetric analysis revealed that ZnT3 KO mice have larger corpus callosum and parietal cortex volumes, and that corpus callosum volume was decreased by stress in ZnT3 KO, but not wild type, mice.


Blood ◽  
2010 ◽  
Vol 116 (21) ◽  
pp. 2921-2921
Author(s):  
Paraskevi Miltiades ◽  
Irene Bouchliou ◽  
Evangelia Nakou ◽  
Emmanuil Spanoudakis ◽  
Sotirios Papageorgiou ◽  
...  

Abstract Abstract 2921 STAT3 and STAT5 regulate fundamental cellular processes and comprise the most studied signaling molecules of both normal and malignant hematopoiesis. Deregulation of STAT signaling contributes to leukemogenesis and may serve as a treatment target. In leukemic progenitors (LPs), the clustering of STAT3 and STAT5 phosphorylation patterns, both basal and after growth factor stimulation, can be achieved by flow cytometry, leading to the identification of distinct signaling profiles (SPs). In acute myeloid leukemia patients, SPs reflect the biological behavior of the LPs and can distinguish patient subgroups with worse prognosis and/or resistance to treatment. As epigenetic defects of genes involved in cell signaling are frequently observed in cancer cells we investigated the alterations in the SPs of MDS progenitors during azacytidine treatment and their correlation with response, cytogenetics and transfusion requirements. Bone marrow samples of 24 high risk MDS patients were obtained before and 15 days after the initiation of azacytidine in order to assess potential changes in SP before the disappearance of the LPs. According to the IWG response criteria patients were divided into group A (CR, PR and HI, n=10) and group B (stable disease and failure, n=14). Immunomagnetically purified LPs were either left untreated or stimulated with G-CSF and GM-CSF for 15` and then stained intracellularly with monoclonal antibodies against STAT3 and STAT5. The comparisons of basal and potentiated responses before and 15 days after azacytidine initiation were made with Mann-Whitney U-test. Clustering of SPs was performed with hierarchical cluster analysis and was correlated with treatment response, cytogenetics and transfusion dependence by using Chi square or Fisher Exact tests as appropriate. All analyses were performed using SPSS 14.0 software (SPSS Science, Chicago, IL). By clustering the SPs before and 15 days after the initiation of azacytidine we distinguished two subgroups of patients based on both the basal levels and potentiated response to growth factors. Patients with generally weak expression of STAT3 and STAT5 had significantly better response to azacytidine compared to those with strong expression of the same molecules (p=0.035), whereas there were no correlation of SPs with the karyotype (p=0.45) and transfusion rate (p=0.39). In line with the above, we further identified a STAT3+STAT5+ double positive population of MDS progenitors whose pretreatment levels after G-CSF and GM-CSF stimulation were inversely associated with treatment response (figure 1). Additionally, SP kinetics were following the disease course and response to therapy. In two late-stage MDS patients who achieved complete remission the SP was restored to early-stage MDS levels in day 15 after azacytidine initiation (figure 2A). In contrast, the SPs in the majority of non-responding patients remained unaltered (figure 2B), whereas the SP of a relapsing patient reverted to pretreatment levels after an initial restoration to early-stage MDS levels (figure 3). Figure 1. Significantly lower pretreatment levels of STAT3+STAT5+ MDS progenitors after G and GM-CSF stimulation in responding patients. (A) Representative plots of a patient who failed azacytidine (i, ii) and one who achieved CR (iii, iv). (B) Cumulative results in responding (A) and non-responding (B) patients. Figure 1. Significantly lower pretreatment levels of STAT3+STAT5+ MDS progenitors after G and GM-CSF stimulation in responding patients. . / (A) Representative plots of a patient who failed azacytidine (i, ii) and one who achieved CR (iii, iv). (B) Cumulative results in responding (A) and non-responding (B) patients. Figure 2. The kinetics of SPs follow the response to azacytidine. (A) The SP of a late-stage MDS patient who attained PR reverted to early-stage MDS levels at day 15 after the first cycle of azacytidine. (B) By contrast, a patient who failed treatment displayed no SP changes. Figure 2. The kinetics of SPs follow the response to azacytidine. . / (A) The SP of a late-stage MDS patient who attained PR reverted to early-stage MDS levels at day 15 after the first cycle of azacytidine. (B) By contrast, a patient who failed treatment displayed no SP changes. Figure 3. Kinetics of the SP in a relapsing patient Plots of a patient who achieved CR but relapsed 4 months after the discontinuation of azacytidine. Figure 3. Kinetics of the SP in a relapsing patient . / Plots of a patient who achieved CR but relapsed 4 months after the discontinuation of azacytidine. In conclusion, we demonstrate that SP alterations of MDS progenitors during azacytidine treatment can predict clinical response. Moreover, it appears that azacytidine can restore the leukemic signaling in MDS by modifying both the basal and potentiated expression of STAT3 and STAT5. Our findings advocate the differentiating activity of hypomethylating agents, potentially via epigenetic reprogramming of pivotal signaling networks of leukemic progenitors. Disclosures: No relevant conflicts of interest to declare.


2012 ◽  
Vol 30 (15_suppl) ◽  
pp. e13547-e13547
Author(s):  
Hubert Beaumont ◽  
Estanislao Oubel ◽  
Antoine Iannessi ◽  
Dag Wormanns

e13547 Background: Image-based biomarkers play an important role in the assessment of the response to therapy. The value of imaging biomarkers relies on their reproducibility, which depends on the reviewer and on the measuring system. This study aims at evaluating the impact of readers’ expertise and automation of measurements. Methods: A retrospective study was performed on 10 patients with at least one Non-Small Cell Lung Cancer (NSCLC) lesion, and followed over time (7 time points in average) with Computed Tomography (CT). 2 expert radiologists (ERs) and 5 imaging scientists (ISs) measured the Longest Axial Diameter (LAD) and the volume (VOL) of each lesion at each time point. ERs and ISs segmented the lesions by using a proprietary software providing semi-automatic segmentation processing with manual adjustment. ISs performed an additional session using manual segmentation tools only. From each segmentation, VOL and LAD were automatically computed. The variability of the measurements was calculated by using standard statistics. The response to treatment was assessed according to RECIST thresholds for LAD and with +/-30% thresholds for volume. The inter-reader agreement was measured trough the Kappa coefficient. Finally, the reviewing time with and without automation was analyzed. Results: The use of automated tools by ISs reduced the standard deviation of LAD difference from 10.7% to 8.4%. The inter-reader agreement improved Kappa from 0.57 to 0.68 for LAD, and from 0.52 to 0.69 for VOL. The automation reduced the reviewing time by a factor 4 with respect to the manual assessment. No significant differences in variability were found between ISs and the first ER, but significant differences were observed with respect to the second ER. Conclusions: In a RECIST context, automation improved significantly inter-reader agreement. When using volume as a biomarker, automation not only improved the inter-reader agreement, but also decreased notably the reviewing time. No evidence was found about the influence of the expertise on the volume measurement. The difference in the lesions interpretation by the experts is a relevant factor to account for.


2006 ◽  
Vol 24 (20) ◽  
pp. 3245-3251 ◽  
Author(s):  
C. Carl Jaffe

RECIST (Response Evaluation Criteria in Solid Tumors) is a widely employed method introduced in 2000 to assess change in tumor size in response to therapy. The simplicity of the technique, however, contrasts sharply with the increasing sophistication of imaging instrumentation. Anatomically based imaging measurement, although supportive of drug development and key to some accelerated drug approvals, is being pressed to improve its methodologic robustness, particularly in the light of more functionally-based imaging that is sensitive to tissue molecular response such as fluorodeoxyglucose positron emission tomography. Nevertheless ready availability of computed tomography and magnetic resonance imaging machines largely assures anatomically based imaging a continuing role in clinical trials for the foreseeable future. Recent advances in image processing enabled by the computational power of modern clinical scanners open a considerable opportunity to characterize tumor response to therapy as a complement to image acquisition. Various alternative quantitative volumetric approaches have been proposed but have yet to gain wide acceptance by clinical and regulatory communities, nor have these more complex techniques shown incontrovertible evidence of greater reproducibility or predictive value of clinical events and outcome. Unless plans are created for clinical trials that incorporate the design needed to prove the added value and unique clinical utility of these novel approaches, any theoretical benefit of these more elaborate methods could remain unfulfilled.


Author(s):  
Andreas Ulrich Lindner ◽  
Manuela Salvucci ◽  
Elizabeth McDonough ◽  
Sanghee Cho ◽  
Xanthi Stachtea ◽  
...  

AbstractCancer cells’ ability to inhibit apoptosis is key to malignant transformation and limits response to therapy. Here, we performed multiplexed immunofluorescence analysis on tissue microarrays with 373 cores from 168 patients, segmentation of 2.4 million individual cells, and quantification of 18 cell lineage and apoptosis proteins. We identified an enrichment for BCL2 in immune, and BAK, SMAC, and XIAP in cancer cells. Ordinary differential equation-based modeling of apoptosis sensitivity at single-cell resolution was conducted and an atlas of inter- and intra-tumor heterogeneity in apoptosis susceptibility generated. Systems modeling at single-cell resolution identified an enhanced sensitivity of cancer cells to mitochondrial permeabilization and executioner caspase activation compared to immune and stromal cells, but showed significant inter- and intra-tumor heterogeneity.


Author(s):  
Shengzhou Yi ◽  
Koshiro Mochitomi ◽  
Isao Suzuki ◽  
Xueting Wang ◽  
Toshihiko Yamasaki

In the study, a multimodal neural network is proposed to automatically predict the evaluation of a professional consultant team for press conferences using text and audio data. Seven publicly available press conference videos were collected, and all the Q&A pairs between speakers and journalists were annotated by the consultant team. The proposed multimodal neural network consists of a language model, an audio model, and a feature fusion network. The word representation is made up by a token embedding using ELMo and a type embedding. The language model is an LSTM with an attention layer. The audio model is based on a six-layer CNN to extract segmental feature as well as an attention network to measure the importance of each segment. Two approaches of feature fusion are proposed: a shared attention network and the production of text features and audio features. The former can explain the importance between speech content and speaking style. The latter achieved the best performance with the average accuracy of 60.1% for all evaluation criteria.


2021 ◽  
Author(s):  
Fan Chen ◽  
Jinpeng Liu ◽  
Xiulong Song ◽  
Tanner J. DuCote ◽  
Aria L. Byrd ◽  
...  

2016 ◽  
Vol 4 (3) ◽  
pp. 25-29
Author(s):  
Stefano Lepori ◽  
Caterina Fontanella ◽  
Giuseppa Maltese ◽  
Domenica Lorusso

Background Cervical cancer is underrepresented in gynecological clinical research. The objective of this retrospective study was to evaluate the activity and safety of capecitabine in patients with platinum-pretreated recurrent cervical carcinoma. Materials and Methods We performed a retrospective review of medical records from patients with advanced or recurrent cervical carcinoma pretreated with platinum-based therapy who received oral capecitabine at the Gynecological Units of the IRCCS National Cancer Institute of Milan (Italy). We used Response Evaluation Criteria In Solid Tumors (RECIST) version 1.1 to evaluate response to therapy and Common Terminology Criteria for Adverse Events (CTCAE) version 4.0 to evaluate adverse events. Results From December 2013 to April 2015, 18 patients with advanced or recurrence cervical carcinoma, already exposed to platinum, were treated with oral capecitabine 1000 or 1250 mg/m2 bid continuously from day 1-14 every 21 days. All patients had received a combination of carboplatin plus paclitaxel as first-line therapy for advanced/recurrent disease. Median age at the first capecitabine administration was 56 (range 27-82) years. After three cycles of oral capecitabine the clinical benefit rate (CBR) was 55.5% with 5.5% of complete response (CR), 27.7% of partial response (PR) and 22.3% of stable disease (SD). No grade ≥3 adverse events were reported. CBR was 85.7% in adenocarcinomas versus 36.4% in squamous cell carcinomas (p=0.04). The most frequent grade 1 or 2 adverse events were fatigue (50%), hand-foot syndrome (38.9%) and diarrhea (22.2%). Conclusions Our study suggests that oral capecitabine should be considered an active and safe treatment in patients with platinum-pretreated advanced or recurrent cervical carcinoma.


1985 ◽  
Vol 8 (5) ◽  
pp. 413-418 ◽  
Author(s):  
David S. Ettinger ◽  
Peter K. Leichner ◽  
Stanley S. Siegelman ◽  
Elliot K. Fishman ◽  
Jerry L. Klein ◽  
...  

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