9 research outputs found
Deconvolution of the immune landscape of cancer transcriptomics data, its relationship to patient survival and tumour subtypes
The immune response to a given cancer can profoundly influence a tumour’s trajectory and
response to treatment, but the ability to analyse this component of the microenvironment is
still limited. To this end, a number of immune marker gene signatures have been reported
which were designed to enable the profiling of the immune system from transcriptomics data
from tissue and blood samples. Our initial analyses of these resources suggested that these
existing signatures had a number of serious deficiencies.
In this study, a co-expression based approach led to the development of a new set of immune
cell marker gene signatures (ImSig). ImSig supports the quantitative and qualitative
assessment of eight immune cell types in expression data generated from either blood or
tissue. The utility of ImSig was validated across a wide variety of clinical datasets and
compared to published signatures. Evidence is provided for the superiority of ImSig and the
utility of network analysis for data deconvolution, demonstrating the ability to monitor
changes in immune cell abundance and activation state.
ImSig was also used to examine immune infiltration in the context of cancer classification
and treatment. Patient-matched ER+ breast cancer samples before and after treatment with
letrozole were analysed. Significant elevation of infiltration of macrophages and T cells on
treatment was observed in responders but not in non-responders, potentially revealing a
biomarker for response. ImSig was also used to study the immune infiltrate in 12 cancer
types. By computing the relative abundance of immune cells in these samples, their
relationship to survival was investigated. It was interesting to observe that half of the cancers
showed trends towards poor prognosis with increased infiltration of immune cells. ImSig
alongside the network-based framework can also be used for a more explorative analysis
such as to identify biomarkers and activation or differentiation states of immune cells.
Melanoma is a highly immunogenic cancer and has shown tremendous success with immune
checkpoint inhibitors in a subset of patients. In chapter-6, the molecular subgrouping of
melanoma was explored using a network-based approach. Despite the plethora of evidence
suggesting various aspects of the immune system to contribute towards the response to
immunotherapy in melanoma, there has been little to no effort to consider this heterogeneity
while developing molecular subgroups. The use of ImSig was therefore explored for the
stratification of melanoma patients into immuno-subgroups. The subgrouping methodology
divided the tumours into four groups with different immune profiles. Interestingly, these
groupings showed prognostic significance, reiterating the need to consider the heterogeneity
of immune cells in future studies. On identifying the most dominant phenotypes that
contribute towards prognosis of these patients and in comparison to the published
subgroupings of melanoma, we argue that the subgroup of samples enriched in keratin genes
are not clinically meaningful.
ImSig and the associated analysis framework described in this work, support the
retrospective analysis of tissue derived transcriptomics data enabling better characterisation
of immune infiltrate associated with disease, and in so doing, provide a resource useful for
prognosis and potentially in guiding treatment
nirmallab/cspot: First release
CSPOT: A scalable framework for automated processing of highly multiplexed tissue image
Peptide Vaccine Therapy in Colorectal Cancer
Colorectal cancer is the third most common cause of cancer-related deaths and the second most prevalent (after breast cancer) in the western world. High metastatic relapse rates and severe side effects associated with the adjuvant treatment have urged oncologists and clinicians to find a novel, less toxic therapeutic strategy. Considering the limited success of the past clinical trials involving peptide vaccine therapy to treat colorectal cancer, it is necessary to revise our knowledge of the immune system and its potential use in tackling cancer. This review presents the efforts of the scientific community in the development of peptide vaccine therapy for colorectal cancer. We review recent clinical trials and the strategies for immunologic monitoring of responses to peptide vaccine therapy. We also discuss the mechanisms underlying the therapy and potential molecular targets in colon cancer
Multidimensional Genome-wide Analyses Show Accurate FVIII Integration by ZFN in Primary Human Cells
10.1038/mt.2015.223MOLECULAR THERAPY243607-61
Overcoming IMiD Resistance in T-cell Lymphomas Through Potent Degradation of ZFP91 and IKZF1
Immunomodulatory (IMiD) agents like lenalidomide and pomalidomide induce the recruitment of IKZF1 and other targets to the CRL4CRBN E3 ubiquitin ligase, resulting in their ubiquitination and degradation. These agents are highly active in B-cell lymphomas and a subset of myeloid diseases but have compromised effects in T-cell lymphomas (TCLs). Here we show that two factors determine resistance to IMiDs among TCLs. First, limited CRBN expression reduces IMiD activity in TCLs but can be overcome by newer-generation degrader CC-92480. Using mass spectrometry, we show that CC-92480 selectively degrades IKZF1 and ZFP91 in TCL cells with greater potency than pomalidomide. As a result, CC-92480 is highly active against multiple TCL subtypes and showed greater efficacy than pomalidomide across 4 in vivo TCL models. Second, we demonstrate that ZFP91 functions as a bona fide transcription factor that co-regulates cell survival with IKZF1 in IMiD-resistant TCLs. By activating keynote genes from WNT, NF-kB, and MAP kinase signaling, ZFP91 directly promotes resistance to IKZF1 loss. Moreover, lenalidomide-sensitive TCLs can acquire stable resistance via ZFP91 rewiring, which involves casein kinase 2 (CK2) mediated c-Jun inactivation. Overall, these findings identify a critical transcription factor network within TCLs and provide clinical proof of concept for the novel therapy using next-generation degraders.Immunomodulatory (IMiD) agents like lenalidomide and pomalidomide induce the recruitment of IKZF1 and other targets to the CRL4CRBN E3 ubiquitin ligase, resulting in their ubiquitination and degradation. These agents are highly active in B-cell lymphomas and a subset of myeloid diseases but have compromised effects in T-cell lymphomas (TCLs). Here we show that two factors determine resistance to IMiDs among TCLs. First, limited CRBN expression reduces IMiD activity in TCLs but can be overcome by newer-generation degrader CC-92480. Using mass spectrometry, we show that CC-92480 selectively degrades IKZF1 and ZFP91 in TCL cells with greater potency than pomalidomide. As a result, CC-92480 is highly active against multiple TCL subtypes and showed greater efficacy than pomalidomide across 4 in vivo TCL models. Second, we demonstrate that ZFP91 functions as a bona fide transcription factor that co-regulates cell survival with IKZF1 in IMiD-resistant TCLs. By activating keynote genes from WNT, NF-kB, and MAP kinase signaling, ZFP91 directly promotes resistance to IKZF1 loss. Moreover, lenalidomide-sensitive TCLs can acquire stable resistance via ZFP91 rewiring, which involves casein kinase 2 (CK2) mediated c-Jun inactivation. Overall, these findings identify a critical transcription factor network within TCLs and provide clinical proof of concept for the novel therapy using next-generation degraders
Health-status outcomes with invasive or conservative care in coronary disease
BACKGROUND In the ISCHEMIA trial, an invasive strategy with angiographic assessment and revascularization did not reduce clinical events among patients with stable ischemic heart disease and moderate or severe ischemia. A secondary objective of the trial was to assess angina-related health status among these patients. METHODS We assessed angina-related symptoms, function, and quality of life with the Seattle Angina Questionnaire (SAQ) at randomization, at months 1.5, 3, and 6, and every 6 months thereafter in participants who had been randomly assigned to an invasive treatment strategy (2295 participants) or a conservative strategy (2322). Mixed-effects cumulative probability models within a Bayesian framework were used to estimate differences between the treatment groups. The primary outcome of this health-status analysis was the SAQ summary score (scores range from 0 to 100, with higher scores indicating better health status). All analyses were performed in the overall population and according to baseline angina frequency. RESULTS At baseline, 35% of patients reported having no angina in the previous month. SAQ summary scores increased in both treatment groups, with increases at 3, 12, and 36 months that were 4.1 points (95% credible interval, 3.2 to 5.0), 4.2 points (95% credible interval, 3.3 to 5.1), and 2.9 points (95% credible interval, 2.2 to 3.7) higher with the invasive strategy than with the conservative strategy. Differences were larger among participants who had more frequent angina at baseline (8.5 vs. 0.1 points at 3 months and 5.3 vs. 1.2 points at 36 months among participants with daily or weekly angina as compared with no angina). CONCLUSIONS In the overall trial population with moderate or severe ischemia, which included 35% of participants without angina at baseline, patients randomly assigned to the invasive strategy had greater improvement in angina-related health status than those assigned to the conservative strategy. The modest mean differences favoring the invasive strategy in the overall group reflected minimal differences among asymptomatic patients and larger differences among patients who had had angina at baseline
Initial invasive or conservative strategy for stable coronary disease
BACKGROUND Among patients with stable coronary disease and moderate or severe ischemia, whether clinical outcomes are better in those who receive an invasive intervention plus medical therapy than in those who receive medical therapy alone is uncertain. METHODS We randomly assigned 5179 patients with moderate or severe ischemia to an initial invasive strategy (angiography and revascularization when feasible) and medical therapy or to an initial conservative strategy of medical therapy alone and angiography if medical therapy failed. The primary outcome was a composite of death from cardiovascular causes, myocardial infarction, or hospitalization for unstable angina, heart failure, or resuscitated cardiac arrest. A key secondary outcome was death from cardiovascular causes or myocardial infarction. RESULTS Over a median of 3.2 years, 318 primary outcome events occurred in the invasive-strategy group and 352 occurred in the conservative-strategy group. At 6 months, the cumulative event rate was 5.3% in the invasive-strategy group and 3.4% in the conservative-strategy group (difference, 1.9 percentage points; 95% confidence interval [CI], 0.8 to 3.0); at 5 years, the cumulative event rate was 16.4% and 18.2%, respectively (difference, 121.8 percentage points; 95% CI, 124.7 to 1.0). Results were similar with respect to the key secondary outcome. The incidence of the primary outcome was sensitive to the definition of myocardial infarction; a secondary analysis yielded more procedural myocardial infarctions of uncertain clinical importance. There were 145 deaths in the invasive-strategy group and 144 deaths in the conservative-strategy group (hazard ratio, 1.05; 95% CI, 0.83 to 1.32). CONCLUSIONS Among patients with stable coronary disease and moderate or severe ischemia, we did not find evidence that an initial invasive strategy, as compared with an initial conservative strategy, reduced the risk of ischemic cardiovascular events or death from any cause over a median of 3.2 years. The trial findings were sensitive to the definition of myocardial infarction that was used