Clinical Acceptability of Artificial Intelligence-Screened Interstitial Lung Disease (AI-ILD) in Lung Cancer Patients Treated with Radiotherapy

PURPOSE/OBJECTIVE(S)

Patients with interstitial lung disease (ILD) treated with thoracic radiotherapy (RT) are at greater risk of pulmonary toxicity. Automatic universal screening for ILD allows radiation oncologists (ROs) to risk stratify patients and implement necessary modifications to their respiratory monitoring or treatment. Automatic screening however may affect RO workload and so it is imperative to assess the clinical acceptability of this tool.

MATERIALS/METHODS

We have developed a machine learning algorithm to identify patients who are at high risk of having ILD based on RT planning computed tomography (CT) images. A quality improvement (QI) project was initiated to test feasibility and acceptability of the machine learning algorithm. If positive, the results of the machine learning algorithm were made available to ROs via structured electronic reporting. ROs were prompted to review the patient and consider expert radiologist consultation if thought appropriate. All electronic surveys and qualitative comments were summarized to describe clinical acceptability. Expert radiologist established gold standard ILD status of all patients on the study. A formal review of RO feedback was collected for all screen-positive, true-positive cases.

RESULTS

Two hundred forty cases were screened of which 45 were flagged as AI-ILD positive and the responsible RO notified. Of these 45 screen-positive cases, all continued on to RT except for 3 patients with tumor progression. From these 45, 24 surveys were completed, 21 had no prior suspicion of ILD. There were 7 true-positives, of which 1 had a survey response. Based on the survey responses, 88% of cases underwent review by the responsible RO. In 16 cases this automatic notification prompted case consultation with an expert radiologist. Expert review was performed from 10 minutes up to 53 hours after the email prompt to the radiologist, with median response time of 1.5 hours. In the 7 screen-positive, true-positive cases, only 2 were not previously known to the responsible RO. In the two cases where true-positive ILD status was previously unknown, one was a mild case of ILD and the other had previously received thoracic RT at this institution without ILD being identified, in both cases the ROs were grateful that this diagnosis was identified prior to treatment. RO confidence in the machine learning prediction was moderate due to the high proportion of false positives.

CONCLUSION

Based on available survey results, more than 75% of the screen-positive cases were reviewed by the responsible RO and two-thirds of these involved expert radiology input. RO feedback was generally positive and this tool was rated as a net benefit despite the high rate of false-positives and the need for clarification.

Association of Artificial Intelligence-Screened Interstitial Lung Disease with Radiation Pneumonitis and Mortality in Locally Advanced Non-Small Cell Lung Cancer

PURPOSE/OBJECTIVE(S)

Radiation pneumonitis (RP) is a common and dose-limiting toxicity following radiotherapy for non-small cell lung cancer (NSCLC). Patients with interstitial lung disease (ILD) are believed to be at increased risk of developing complications including RP, ILD progression, or death. An automated method to identify patients prior to radiotherapy at high risk of developing toxicities or death may allow clinicians to mitigate risk through informed treatment planning and careful patient monitoring.

MATERIALS/METHODS

All locally advanced NSCLC patients treated with definitive radiation from 2006-2021 with a minimum 1 year of follow-up were assessed. RP and mortality data were prospectively collected and retrospectively reviewed. A convolutional neural network (CNN) was previously developed and validated to identify patients with radiographic ILD using planning computed tomography (CT) images, with an accuracy of 0.82. Planning CT scans for the retrospective cohort were used as input to the CNN, with artificial intelligence-screened ILD (AI-ILD) score as an output. AI-ILD scores above our established threshold were labeled as AI-ILD+. The association between AI-ILD score, AI-ILD+/-, mean lung dose (MLD), and the primary outcome of grade ≥2 (G2+) RP or mortality, as well as the secondary outcomes of G2+ RP and mortality were assessed using Wilcoxon rank sum test, univariate and multivariable logistic regression, and Kaplan-Meier survival analysis.

RESULTS

Of 799 patients reviewed, 745 eligible patients were included in the analysis; grade 0-5 RP was reported in 51.3%, 27.1%, 16.9%, 4.0%, 0.1%, and 0.5% of patients respectively. Overall, 22.9% of patients were AI-ILD+, and therefore at high risk (>20% chance) of having true ILD. On UVA, AI-ILD score, AI-ILD+ and MLD were significantly associated with the primary outcome of G2+ RP or mortality, as well as the secondary outcome of mortality. However, only MLD was significantly associated with the secondary outcome of G2+ RP. On MVA, both AI-ILD+ (OR 1.42, 95% CI 1.02-1.97, p = 0.04) and MLD (OR 1.13, 95% 1.05-1.21, p = 0.008) were significantly associated with G2+ RP or mortality. On Kaplan-Meier analysis, the median toxicity-free survival (TFS) time for AI-ILD+ and AI-ILD- patients were 1.7 and 3.4 years respectively, with a 2-year TFS of 48.3% vs. 59.3% (log-rank test: p = 0.02). There was no significant difference in rates of G2+ RP.

CONCLUSION

The AI-ILD algorithm can detect high risk patients with significantly decreased TFS following definitive treatment for NSCLC. AI-ILD classification was not associated with a significant difference in rates of RP when accounting for MLD. Future work will focus on improving the classification algorithm, expert radiologist validation of this dataset, and exploring reasons for the mortality difference in AI-ILD+ patients.

Bullying in Pattani primary schools in southern Thailand

BACKGROUND

The purpose of this research was to examine risk factors that affect the likelihood of students in Pattani primary schools bullying other children. Risk factors investigated include school rural/urban location, age, gender, religion, family physical abuse and preference of cartoon type. Identifying students who are at high risk of bullying could assist educational authorities to introduce better strategies for reducing the problem.

METHODS

A total of 1440 students at public and private primary schools in Pattani province were interviewed to collect relevant data. Pearson's chi-square test was used to assess the associations between the likelihood of bullying and possible risk factors. Logistic regression was used to investigate independent associations between the predictor variables and the outcome.

RESULTS

We found that 32.9% reported that they had (ever) bullied other children. Bullying was significant associated with age (odds ratio 1.56 for 11+ years, 95% confidence intervals 1.23, 2.18) and family physical abuse (odds ratio 4.50, 95% confidence intervals 3.40, 5.89). In addition, Those students who preferred action cartoons tended to bully others 1.87 times more than those who preferred watching comedy cartoons.

CONCLUSIONS

There are significant differences in our population in rates of bullying others that vary according to age, preferred cartoon type and whether or not family (parental) physical abuse has been witnessed. The factor 'preference for cartoon type', not examined in previous research, remained significant after multivariable adjustment. Although there is an association, the cause of this is not clear but merits further examination.

Plasma cell tumour progression in iMycEmu gene-insertion mice

The authors have recently reported that gene-targeted iMyc(Emu) mice that carry a His(6)-tagged mouse Myc cDNA, Myc(His), just 5' of the immunoglobulin heavy-chain enhancer, Emu, are prone to 'spontaneous' neoplasms of the B-lymphocyte lineage. The present study has used histological, immunohistochemical, and molecular genetic methods to investigate a subset of these neoplasms referred to as extraosseous plasmacytomas (PCTs). It is shown that 20.8% (20/96) of tumour-bearing iMyc(Emu) mice on a mixed genetic background of segregating C57BL/6 and 129/SvJ alleles develop PCT by 500 days. The Myc(His)-induced PCTs produced monoclonal immunoglobulin and developed in the gut-associated lymphoid tissue (GALT), particularly the mesenteric node and Peyer's patches. The PCTs overexpressed Myc(His), at the expense of normal Myc, and exhibited gene expression changes on cDNA macroarrays that were consistent with Myc(His)-driven neoplasia. Surprisingly, in one of three PCT-derived cell lines, Myc(His) was 'replaced' by a naturally occurring T(12;15) translocation, which changed the mode of Myc deregulation from gene insertion (Myc(His) transgene) to chromosomal translocation (juxtaposition of normal Myc to the immunoglobulin heavy-chain locus Igh). These findings provide evidence that recreation of the mouse PCT-associated T(12;15)(Igh(Emu)-Myc) translocation by gene insertion in mice results in the predictable development of PCTs in approximately one-fifth of the tumour-bearing mice. Myc(His)-driven PCTs recapitulate aspects of human plasma cell neoplasms, for which relatively few models exist in mice. For example, PCT development in the iMyc(Emu) mice may provide a good system to study the mechanism by which human MYC facilitates the progression of plasma cell myeloma (multiple myeloma) in humans.

The role of cytokines in immunological tolerance: potential for therapy

Molecular cytogenetic techniques that are based on fluorescence in situ hybridisation (FISH) have become invaluable tools for the diagnosis and identification of the numerous chromosomal aberrations that are associated with neoplastic disease, including both haematological malignancies and solid tumours. FISH can be used to identify chromosomal rearrangements, by detecting specific DNA sequences with fluorescently labelled DNA probes. The technique of comparative genomic hybridisation (CGH) involves two-colour FISH. It can be used to establish ratios of fluorescence intensity values between tumour DNA and control DNA along normal reference metaphase chromosomes, and thereby to detect DNA copy-number changes such as gains and losses of specific chromosomal regions and gene amplifications. Spectral karyotyping (SKY) is a novel molecular cytogenetic method for characterising numerical and structural chromosomal aberrations. SKY involves the simultaneous hybridisation of 24 differentially labelled chromosome-painting probes, followed by spectral imaging and chromosome classification, and produces a colour karyotype of the entire genome. The use of SKY has contributed significantly to the identification of chromosomal anomalies that are associated with constitutional and cancer cytogenetics, and has revealed many aberrations that go undetected by traditional banding techniques. In this article, we have reviewed these new molecular cytogenetic techniques and described their various applications in molecular medicine.

Spectral karyotyping and fluorescence in situ hybridization detect novel chromosomal aberrations, a recurring involvement of chromosome 21 and amplification of the MYC oncogene in acute myeloid leukaemia M2

Recurring chromosomal aberrations are of aetiological, diagnostic, prognostic and therapeutic importance in acute myeloid leukaemia (AML). However, aberrations are detected in only two thirds of AML cases at diagnosis and recurrent balanced translocations in only 50%. Spectral karyotyping (SKY) enables simultaneous visualization of all human chromosomes in different colours, facilitating the comprehensive evaluation of chromosomal abnormalities. Therefore, SKY was used to characterize 37 cases of newly diagnosed AML-M2, previously analysed using G-banding. In 15/23 patients it was possible to obtain metaphases from viably frozen cells; in 22 additional cases, fixed-cell suspensions were used. Of the 70 chromosomal aberrations identified by SKY, 30 aberrations were detected for the first time, 18 aberrations were redefined and 22 were confirmed. SKY detected two reciprocal translocations, t(X;3) and t(11;19). In five cases, eight structural aberrations resulted in partial gains of chromosome 21, six of which were undetected by G-banding. In 4/5 cases, these resulted in copy number increases for AML1. Amplification of MYC was detected in three cases. Using SKY and FISH, clonal aberrations were identified in 5/18 cases with a presumed normal karyotype; 3/5 aberrations were of known unfavourable prognostic significance. Karyotypes were entered into a custom-designed SKY database, which will be integrated with other cytogenetic and genomic databases.

Cytogenetic analysis of the bipotential murine pre-B cell lymphoma, P388, and its derivative macrophage-like tumor, P388D1, using SKY and CGH

Spectral karyotyping (SKY) and comparative genomic hybridization (CGH) were used to elucidate the divergent cytogenetic make-up of the prototypical bilineage lymphoblastic pre-B lymphoma, P388, and its progenitor macrophage-like tumor, P388D1. P388 was found to be diploid and genomically stable. P388D1 was triploid, highly unstable and characterized by numerous marker chromosomes (Chrs) and composite rearrangements. The karyotype of P388D1 was so complex that its clonal relatedness to P388 would have remained questionable without confirmation by molecular analysis of the clonotypic immunoglobulin heavy-chain and light-chain gene recombinations that coexisted in both tumors. The intrinsic instability of the P388D1 genome was indicated by the observation that only four out of 42 aberrations uncovered by SKY (in a total of 27 metaphases) occurred consistently (100% incidence), whereas 27 changes occurred non-randomly (27 to 96% incidence) and 11 alterations randomly (4 to 11% incidence). Persistent cytogenetic instability was also observed in P388 'macrophages' after phorbol ester- and ionomycin-induced conversion in vitro of P388 lymphoma cells. The 'cytogenetic noise' in these cells was manifested by a multiplicity of sporadic chromosomal aberrations; ie 25 distinct changes were identified by SKY in 40 metaphases. The results in P388D1 and P388 'macrophages' were interpreted to indicate that the myeloid differentiation program in the bipotential pre-B cell lymphoma P388 is invariably characterized by karyotypic instability. The study presented here demonstrates the power of the combined SKY and CGH approach to resolve complicated karyotypes of important and widely used mouse tumors.

Histamine, xanthine oxidase generated oxygen-derived free radicals and Helicobacter pylori in gastroduodenal inflammation and ulceration

OBJECTIVE

The relationship between Helicobacter pylori (H. pylori), xanthine oxidase (XO)-induced oxygen derived free radicals (ODFR) and histamine in the induction of human gastroduodenal disorders was investigated.

PATIENTS AND METHODS

Histamine concentration, XO and xanthine dehydrogenase (XD) activities were measured in endoscopically obtained biopsies from 66 symptomatic patients.

RESULTS

H. pylori infection was associated with lower oxyntic and duodenal histamine in 'normal' controls (group N) (p < 0.002 and p < 0.05, respectively). Patients with gastroduodenal disease tended to have reduced mucosal concentration of histamine, but comparing H. pylori positive and negative patients, infection did not lead to a further fall in histamine concentration. H. pylori positive duodenal ulcer (DU) patients tended to have higher XO activity than group N (p = 0.051) and had a significantly lowered activity of XD, the precursor of XO (p' < 0.05). Histamine concentration at the ulcer-edge was lower while XO activity was higher than in the distant normal mucosa (p < 0.05, respectively). Gastritis (group GL) with H. pylori also had lower XD than H. pylori positive group N (p' < 0.025) but no corresponding rise in XO activity. In group N, duodenal mucosal histamine and XD activity were inversely related (Rs = -0.51, p < 0.025).

CONCLUSIONS

These findings support the hypothesis that histamine, xanthine oxidase related ODFR, and H. pylori may be closely associated in the manifestations of chronic duodenal ulcer.

Ultrasonography and developmental dysplasia of the hip: a cost-benefit analysis of three delivery systems

The role of ultrasound (US) in the diagnosis and management of infants with developmental dysplasia of the hips (DDH) is becoming widely accepted. In our community, there exist three delivery systems for US-DDH: the radiology based, the combined radiology/orthopaedic based, and the orthopaedic office based. This study reviewed the costs and benefits of each delivery system and found that once expertise had been gained and start-up costs were met, the orthopaedic office-based system was the most convenient, efficient, and cost effective for the patient/family and treating physicians. This mirrors the experience of cardiologists, obstetricians, and family practitioners, fields in which the utility of office-based ultrasonography is widely recognized and has become the standard.

The intermediate filament cytoskeleton of macrophages

This study characterizes two- and three-dimensional ultrastructure and surface topography of polymerized networks of intermediate filaments (IF) isolated from mouse peritoneal macrophages. Isolated IF bound to monoclonal anti-IF antibodies in enzyme-linked immunosorbent assays. Immunogold labeling of IF with specific antibodies revealed that epitopes are distributed along filaments particularly at junctions where filaments interconnect. Networks of IF, viewed by scanning electron microscopy, organized as ropelike groups of interconnecting filaments which swirl and encircle each other to form three-dimensional lattices containing ellipsoidal-, circular-, and vacuole-shaped cavities. Cavity diameters were similar in size to organelles and vacuoles; diameters were grouped as small (12-288 nm), medium (0.3-1.7 micron), and large (2-3 micron). The walls of the cavities appeared as beaded structures with alternating globular and linear regions. Linear regions were 14 nm. Repeat distances taken from the central axis of globular regions were 23-27 nm. The lattice organization of IF observed in vitro was similar to images seen in vivo in Triton-insoluble cytoskeletons immunofluorescently labeled with specific antibodies. In whole cells processed for TEM, swirling bundles of IF were found encircling membranous vacuoles. Based on the lattice architecture of IF, cavity dimensions, and IF location, we postulate that intermediate filaments may function in the mechanical and spatial distribution of vacuoles in the cell cytoplasm.

Offspring of women with nonorganic psychoses. Development of a longitudinal study of children at high risk

This article describes the development of a prospective, longitudinal study of 88 "high-risk" offspring of pregnant index women with a history of nonorganic psychoses and 104 offspring of demographically-similar pregnant control women. The maternal psychoses represented the diagnostic categories, Schizophrenia, Cycloid Psychosis, Affective Illness, Psychogenic Psychosis, Postpartum Psychosis and Other (remaining) Psychoses. The first phase of the study began during pregnancy and continued until the offspring reached 2 years of age. Selected characteristics of the mothers, the offspring and their environments were investigated during this project phase.