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1.
J Biomol Struct Dyn ; 41(10): 4632-4640, 2023 Jul.
Article in English | MEDLINE | ID: mdl-35538689

ABSTRACT

The evaluation of physicochemical characteristics of extensive adaptive immune receptor (IR) recombination sequence collections has led to the discovery of many correlations of those sequences and a variety of diseases, including cancer. In the cancer setting, these evaluations have recently focused on the adaptive IR, complementarity determining region-3 (CDR3) amino acid (AA) sequences, which play a major role in antigen binding. For example, the chemical complementarities of the tumor resident, CDR3 AA sequences and the BRAFV600E mutant, common in melanoma, have proved informative with regard to outcomes. Many of these evaluations led to the conclusion that a high affinity match, efficiently, algorithmically designated as a high chemical complementarity score (CS) for the patient specific, IR CDR3 AA sequences and the cancer antigens, correlated with improved survival outcomes. In this report, the complementarity scoring algorithms were used to investigate the opposite phenomenon, high complementarity chemistry between CRD3 AAs and cancer antigens that correlated with a worse survival, an approach that revealed potential risk stratification biomarkers for lung adenocarcinoma, lung squamous carcinoma, and likely other cancer types. Most importantly, analyses suggested that high IR CDR3 AA-candidate antigen CS, low overall survival results for low grade glioma were mitigated by neoadjuvant corticosteroid treatments. Overall, the analyses of this report, coupled with earlier work establishing the CS approach for identifying likely good outcomes, have the potential to distinguish patients who will benefit from (i) immune activating or (ii) immune augmenting or (iii) even immunosuppressive treatment strategies.Communicated by Ramaswamy H. Sarma.


Subject(s)
Complementarity Determining Regions , Melanoma , Humans , Complementarity Determining Regions/chemistry , Antigens , Amino Acid Sequence , Adrenal Cortex Hormones
2.
Viral Immunol ; 33(5): 404-412, 2020 06.
Article in English | MEDLINE | ID: mdl-32315578

ABSTRACT

Human papilloma virus has a clearly demonstrated role in cervical and head and neck cancers, but viral etiology for other solid tumors is less well understood. To expand this area of research, we obtained and analyzed the immune receptor recombinations available from both blood and tumor samples, through mining of exome files produced from those sources, for 32 cancer types represented by the cancer genome atlas (TCGA). Among TCGA data sets, the recovery frequency for antiviral complementarity determining region-3 sequences (CDR3s), for T cell receptor-alpha and T cell receptor-beta, ranged from 0% to 21% of the patients, for the different cancer types, with breast, lung, pancreatic, and thymus cancers representing the highest of that range, particularly for tumor tissue resident T cells. In several cases, recovery of the antiviral CDR3s associated with distinct survival rates, and in all of these cases, the recovery of an antiviral CDR3 associated with a worse survival rate.


Subject(s)
Complementarity Determining Regions/genetics , Neoplasms/mortality , Neoplasms/virology , Receptors, Antigen, T-Cell/genetics , Exome/genetics , Genome , Humans , Neoplasms/immunology , Receptors, Antigen, T-Cell/immunology , Survival Rate , V(D)J Recombination , Viruses/pathogenicity
3.
Anticancer Res ; 40(4): 2043-2051, 2020 Apr.
Article in English | MEDLINE | ID: mdl-32234895

ABSTRACT

BACKGROUND/AIM: While there has been a rapid development in genomic data mining approaches for T-cell receptor recombinations (TcR), less emphasis has been placed on B-cell receptor (BcR) recombinations. MATERIALS AND METHODS: We obtained lung cancer exome files from the cancer genome atlas (TCGA) and mined the files for TcR and BcR recombination reads. RESULTS: There was a robust detection of BcR light chain recombination reads in lung adenocarcinoma (TCGA-LUAD) samples, and there was a correlation between the detection of light chain recombination reads and a more favorable outcome. This result was supported by analyses of the expression of B-cell markers as indicated by LUAD RNASeq files. CONCLUSION: BcR and TcR recombination reads recovered from LUAD WXS files, either alone or in combination with the human leukocyte antigen (HLA) type, are likely to have prognostic value.


Subject(s)
Adenocarcinoma of Lung/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Receptors, Antigen, T-Cell/genetics , Recombination, Genetic/genetics , Adenocarcinoma of Lung/immunology , Adenocarcinoma of Lung/pathology , Disease-Free Survival , Exome/genetics , Female , HLA Antigens/genetics , HLA Antigens/immunology , Humans , Kaplan-Meier Estimate , Male , Prognosis , RNA Interference , Receptors, Antigen, T-Cell/immunology , Receptors, Antigen, T-Cell, alpha-beta/immunology , Recombination, Genetic/immunology
4.
Breast Cancer Res Treat ; 173(1): 167-177, 2019 Jan.
Article in English | MEDLINE | ID: mdl-30229447

ABSTRACT

PURPOSE: Immune characterizations of cancers, including breast cancer, have led to information useful for prognoses and are considered to be important in the future of refining the use of immunotherapies, including immune checkpoint inhibitor therapies. In this study, we sought to extend these characterizations with genomics approaches, particularly with cost-effective employment of exome files. METHODS: By recovery of immune receptor recombination reads from the cancer genome atlas (TCGA) breast cancer dataset, we observed associations of these recombinations with T-cell and B-cell biomarkers and with distinct survival rates. RESULTS: Recovery of TRD or IGH recombination reads was associated with an improved disease-free survival (p = 0.047 and 0.045, respectively). Determination of the HLA types using the exome files allowed matching of T-cell receptor V- and J-gene segment usage with specific HLA alleles, in turn allowing a refinement of the association of immune receptor recombination read recoveries with survival. For example, the TRBV7, HLA-C*07:01 combination represented a significantly worse, disease-free outcome (p = 0.014) compared to all other breast cancer samples. By direct comparisons of distinct TRB gene segment usage, HLA allele combinations revealed breast cancer subgroups, within the entire TCGA breast cancer dataset with even more dramatic survival distinctions. CONCLUSIONS: In sum, the use of exome files for recovery of adaptive immune receptor recombination reads, and the simultaneous determination of HLA types, has the potential of advancing the use of immunogenomics for immune characterization of breast tumor samples.


Subject(s)
Breast Neoplasms/genetics , Breast Neoplasms/mortality , HLA Antigens/genetics , Receptors, Antigen, T-Cell/genetics , Recombination, Genetic , Disease-Free Survival , Exome/genetics , Exome/immunology , Female , HLA Antigens/immunology , Humans , Immunoglobulin Heavy Chains/genetics , Receptors, Antigen, T-Cell/immunology , Survival Rate
5.
Int J Immunogenet ; 46(1): 31-37, 2019 Feb.
Article in English | MEDLINE | ID: mdl-30474304

ABSTRACT

The opportunity for the highly efficient recovery of immune receptor recombination data from cancer specimens, including the ready assessment of immune receptor V and J usage, raises the issue of establishing precise values of assessing the immune receptor status as opposed to obtaining basic information regarding lymphocyte infiltration, in the cancer setting. In this report, we obtained the lymphocyte infiltration percentages from the cancer digital slide archive representing uterine corpus endometrial carcinoma (UCEC) and correlated these data with recovery of the immune receptor recombination reads from corresponding UCEC exome files. Results indicated a basic correlation of the recovery of productive T-cell receptor beta (TRB) recombination reads with lymphocyte infiltration percentages. However, the recovery of specific immune receptor recombination reads did not indicate the same survival outcomes as microscope detection of lymphocyte infiltrate percentages. To further exploit the value of recovery of the TRB recombination reads from the UCEC exome files, we determined the survival outcomes for combinations of TRB gene segment usage and HLA class I alleles, with the most important result being that the combination of HLA-A*01:01 and TRB-J1 segment usage reflected a strikingly high survival rate. Overall, this report emphasized the increased value of the knowledge of the immune receptor recombinations, in comparison with basic lymphocyte infiltration percentages, in assessing cancer survival rates.


Subject(s)
Endometrial Neoplasms/genetics , HLA-A1 Antigen/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Adult , Aged , Alleles , Disease-Free Survival , Endometrial Neoplasms/epidemiology , Endometrial Neoplasms/pathology , Exome/genetics , Female , Humans , Kaplan-Meier Estimate , Lymphocytes/pathology , Middle Aged
6.
Oncol Lett ; 16(2): 2757-2763, 2018 Aug.
Article in English | MEDLINE | ID: mdl-30013671

ABSTRACT

Overstimulation of pro-proliferative pathways and high level expression of pro-proliferative transcription factors (TFs) can lead to apoptosis. This is likely due to TF binding sites for pro-proliferative TFs common to pro-proliferative and pro-apoptosis-effector genes. Certain clinical datasets have indicated that molecular markers associated with higher proliferation rates lead to improved outcomes for patients with cancer. These observations have been extensively assessed on a general basis, however there has been little work dissecting feed-forward apoptosis signaling pathways that may represent specific distinctions between a pro-proliferative mechanism and a pro-apoptotic mechanism in samples from patients with cancer. Using The Cancer Genome Atlas datasets and bioinformatic approaches, the present study reports that higher FOS expression levels, along with higher FOS target apoptosis-effector gene expression, is associated with an increased survival, while higher POU2F1 expression is associated with a reduced survival (average difference of 25.9 months survival). In summary, in the datasets examined FOS represents an apoptosis-driver and high POU2F1 represents a driver mechanism for cancer development.

7.
Gene ; 669: 91-98, 2018 Aug 30.
Article in English | MEDLINE | ID: mdl-29778426

ABSTRACT

BACKGROUND: Human mutagenesis has a large stochastic component. Thus, large coding regions, especially cytoskeletal and extra-cellular matrix protein (CECMP) coding regions are particularly vulnerable to mutations. Recent results have verified a high level of somatic mutations in the CECMP coding regions in the cancer genome atlas (TCGA), and a relatively common occurrence of germline, deleterious mutations in the TCGA breast cancer dataset. METHODS: The objective of this study was to determine the correlations of CECMP coding region, germline nucleotide variations with both overall survival (OS) and disease-free survival (DFS). TCGA, tumor and blood variant calling files (VCFs) were intersected to identify germline SNVs. SNVs were then annotated to determine potential consequences for amino acid (AA) residue biochemistry. RESULTS: Germline SNVs were matched against somatic tumor SNVs (i.e., tumor mutations) over twenty TCGA datasets to identify 23 germline-somatic matched, deleterious AA substitutions in coding regions for FLG, TTN, MUC4, and MUC17. CONCLUSIONS: The germline-somatic matched SNVs, in particular for MUC4, extensively implicated in cancer development, represented highly, statistically significant effects on OS and DFS survival rates. The above results contribute to the establishment of what is potentially a new class of inherited cancer-facilitating genes, namely dominant negative tumor suppressor proteins.


Subject(s)
Neoplasms/genetics , Polymorphism, Genetic , Cytoskeletal Proteins/genetics , Disease-Free Survival , Extracellular Matrix Proteins/genetics , Filaggrin Proteins , Humans , Neoplasms/mortality , Survival Analysis
8.
Cancer Immunol Immunother ; 67(6): 885-892, 2018 06.
Article in English | MEDLINE | ID: mdl-29508024

ABSTRACT

Class I and class II HLA proteins, respectively, have been associated with subsets of V(D)J usage resulting from recombination of the T-cell receptor (TCR) genes. Additionally, particular HLA alleles, in combination with dominant TCR V(D)J recombinations, have been associated with several autoimmune diseases. The recovery of TCR recombination reads from tumor specimen exome files has allowed rapid and extensive assessments of V(D)J usage, likely for cancer resident T-cells, across relatively large cancer datasets. The results from this approach, in this report, have permitted an extensive alignment of TCR-ß VDJ usage and HLA class I and II alleles. Results indicate the correlation of both better and worse cancer survival rates with particular TCR-ß, V and J usage-HLA allele combinations, with differences in median survival times ranging from 7 to 130 months, depending on the cancer and the specific TCR-ß V and J usage/HLA class allele combination.


Subject(s)
Genes, T-Cell Receptor/genetics , Neoplasms/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Alleles , Humans , Neoplasms/mortality , Neoplasms/pathology , Survival Rate
9.
Cancer Microenviron ; 11(1): 51-59, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29404962

ABSTRACT

We assessed pancreatic cancer, lymphocyte infiltrates with a computational genomics approach. We took advantage of tumor-specimen exome files available from the cancer genome atlas to mine T- and B-cell immune receptor recombinations, using highly efficient, scripted algorithms established in several previous reports. Surprisingly, the results indicated that pancreatic cancer exomes represent one of the highest level yields for immune receptor recombinations, significantly higher than two comparison cancers used in this study, head and neck and bladder cancer. In particular, pancreatic cancer exomes have very large numbers of immunoglobulin light chain recombinations, both with regard to number of samples characterized by recovery of such recombinations and with regard to numbers of recombination reads per sample. These results were consistent with B-cell biomarkers, which emphasized the Th2 nature of the pancreatic lymphocyte infiltrate. The tumor specimen exomes with B-cell immune receptor recombination reads represented a dramatically poor outcome, a result not detected with either the head and neck or bladder cancer datasets. The results presented here support the potential value of immunotherapies designed to engineer a Th2 to Th1 shift in treating certain forms of pancreatic cancer.

10.
Int Immunol ; 30(1): 35-40, 2018 02 03.
Article in English | MEDLINE | ID: mdl-29361059

ABSTRACT

Renal cell carcinoma exome-derived, V(D)J recombination reads had an elevated presence and variability, for both TcR-α and -ß, when compared to marginal tissue, reflecting an opportunity to assess tumor immunogenicity by comparison with marginal tissue T cells. PD-1, PD-L2, CTLA4 and FOXP3, all of which are implicated in the evasion of an anti-tumor immune response, had a significantly higher expression for samples representing co-detection of productive TcR-α and -ß recombination reads. Samples representing tumors with productive TcR-α recombination reads but no detectable, productive TcR-ß recombination reads, reflected a 20% survival advantage, and RNASeq data indicated an intermediate level of immune checkpoint gene expression for those samples. These results raise the question of whether relatively high levels of detection of productive TcR-α recombination reads, in comparison with detection of reads representing the TcR-ß gene, identify a microenvironment that has not yet entered a T-cell exhaustion phase and may thereby represent conditions for immune enhancements that do not require anti-immune checkpoint therapies.


Subject(s)
Biomarkers, Tumor/genetics , Carcinoma, Renal Cell/genetics , Exome/genetics , Kidney Neoplasms/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Recombination, Genetic/genetics , T-Lymphocytes/immunology , Algorithms , Biomarkers, Tumor/immunology , Carcinoma, Renal Cell/immunology , Humans , Kidney Neoplasms/immunology , RNA, Messenger/genetics , Receptors, Antigen, T-Cell, alpha-beta/immunology , Recombination, Genetic/immunology , Sequence Analysis, RNA
11.
Cancer Microenviron ; 11(1): 41-49, 2018 Jun.
Article in English | MEDLINE | ID: mdl-29357011

ABSTRACT

We developed a scripted algorithm, based on previous, earlier editions of the algorithm, to mine prostate cancer exome files for T-cell receptor (TcR) recombination reads: Reads representing TcR gene recombinations were identified in 497 prostate cancer exome files from the cancer genome atlas (TCGA). As has been reported for melanoma, co-detection of productive TcR-α and TcR-ß recombination reads correlated with an RNA expression signature representing T-cell exhaustion, particularly with high RNA levels for PD-1 and PD-L1, in comparison to several different control sets of samples. Co-detection of TcR-α and TcR-ß recombination reads also correlated with high level expression of genes representing antigen presenting functions, further supporting the conclusion that co-detection of TcR-α and TcR-ß recombination reads represents an immunologically relevant microenvironment. Finally, detection of unproductive TcR-δ recombinations, and unproductive and productive TcR-γ recombinations, strongly correlated with, and may represent a convenient biomarker for a poor clinical outcome. These results underscore the value of the genomics-based assessment of unproductive TcR recombinations and raise questions about the impact of tumor microenvironment lymphocytes in the absence of antigenicity.

12.
J Cancer Res Clin Oncol ; 144(3): 459-468, 2018 Mar.
Article in English | MEDLINE | ID: mdl-29305708

ABSTRACT

The mechanisms of cell proliferation due to the overexpression of certain transcription factors (TFs) have been well documented in the cancer setting. However, many of these same TFs have pro-apoptotic effects, particularly when expressed or activated at high levels, a process referred to as feed-forward apoptosis (FFA). To determine whether cancers could be stratified on the basis of specific FFA signatures, RNASeq data representing samples from the cancer genome atlas were analyzed, revealing that high expression of the pro-proliferative TFs, MYC and YY1, is associated with a favorable outcome in low-grade glioma (LGG) and lung squamous cell carcinoma (LUSC), respectively. Analysis of the RNASeq data also led to the identification of specific apoptosis-effector genes whose expression levels correlate with increased survival rates, for both LGG and LUSC. Although FFA has been demonstrated as a general effect in cancer, in this report, for the first time, results identify specific TFs and their responsive effector genes that distinguish subsets of cancer samples undergoing more or less of a FFA process in a way that is associated with distinct patient survival rates.


Subject(s)
Apoptosis/physiology , Carcinoma, Squamous Cell/mortality , Carcinoma, Squamous Cell/pathology , Glioma/mortality , Glioma/pathology , Lung Neoplasms/mortality , Lung Neoplasms/pathology , Apoptosis/genetics , Apoptosis Regulatory Proteins/genetics , Carcinoma, Squamous Cell/genetics , Gene Expression Profiling , Gene Expression Regulation, Neoplastic , Glioma/genetics , High-Throughput Nucleotide Sequencing , Humans , Lung Neoplasms/genetics , Neoplasm Grading , Signal Transduction/genetics , Survival Rate , Transcription Factors/metabolism
14.
Lab Invest ; 97(12): 1516-1520, 2017 12.
Article in English | MEDLINE | ID: mdl-28805806

ABSTRACT

Tumor exomes and RNASeq data were originally intended for obtaining tumor mutations and gene expression profiles, respectively. However, recent work has determined that tumor exome and RNAseq read files contain reads representing T-cell and B-cell receptor (TcR and BcR) recombinations, presumably due to infiltrating lymphocytes. Furthermore, the recovery of immune receptor recombination reads has demonstrated correlations with specific, previously appreciated aspects of tumor immunology. To further understand the usefulness of recovering TcR and BcR recombinations from tumor exome files, we developed a scripted algorithm for recovery of reads representing these recombinations from a previously described mouse model of lung tumorigenesis. Results indicated that exomes representing lung adenomas reveal significantly more TcR recombinations than do exomes from lung adenocarcinomas; and that exome files representing high mutation adenomas, arising from chemical mutagens, have more TcR recombinations than do exome files from low mutation adenomas arising from an activating Kras mutation. The latter results were also consistent with a similar analysis performed on human lung adenocarcinoma exomes. The mouse and human results for obtaining TcR recombination reads from tumor specimen exomes are consistent with human tumor biology results indicating that adenomas and high mutation cancers are sites of high immune activity. The results indicate hitherto unappreciated opportunities for the use of tumor specimen exome files, particularly from experimental animal models, to study the connection between the adenoma stage of tumorigenesis, or high cancer mutation rates, and high level lymphocyte infiltrates.


Subject(s)
Exome/genetics , Genomics/methods , Lung Neoplasms/genetics , Receptors, Antigen, B-Cell/genetics , Receptors, Antigen, T-Cell/genetics , Adenoma/classification , Adenoma/genetics , Algorithms , Animals , Carcinoma/classification , Carcinoma/genetics , Disease Models, Animal , Lung Neoplasms/classification , Mice , Mutation/genetics , Recombination, Genetic/genetics
15.
Int J Cancer ; 140(11): 2568-2576, 2017 06 01.
Article in English | MEDLINE | ID: mdl-28256716

ABSTRACT

T-cell receptor (TcR) recombinations can be recovered from tumor specimen, whole exome sequences (WXS) files. However, it is not yet clear how these recombinations represent lymphocytes or an anti-tumor immune response. Here we report the identification of productive TcR-ß recombinations in WXS files representing primary and metastatic melanoma. The recombinations are identifiable in about 20% of the cancer genome atlas melanoma samples. This frequency of detection is lower than the frequency of TcR-α VJ recombinations, consistent with the occurrence of biallelic TcR-α recombinations and possibly consistent with the fact that only one junctional recombination is required for TcR-α whereas two recombinations are required to form a TcR-ß gene. Nevertheless, the ratio of productive TcR-ß to unproductive TcR-ß samples, in comparison to the ratio of productive to unproductive TcR-α or TcR-γ positive-samples, is very high. This result indicates that detection of a productive TcR-ß VDJ recombination represents a comparatively high standard for potential antigen binding capacity, when employing a tumor specimen exome file for the assessment. Additionally, PD-1 expression and antigen presentation functions correlated with the co-detection of TcR-α and -ß recombinations (e.g., p < 0.0004), suggesting that co-detection of TcR-α and -ß recombinations represents an anti-melanoma response that has been blunted by the advent of PD-1 expression. We further show that the algorithm for detecting the TcR-ß VDJ recombinations is applicable to exome files generated from mouse tissue, thus providing for opportunities to develop empirical paradigms for interpreting the identification of TcR V(D)J recombinations in tissue resident lymphocytes.


Subject(s)
Antibody Formation/genetics , Exome/genetics , Melanoma/genetics , Receptors, Antigen, T-Cell, alpha-beta/genetics , Receptors, Antigen, T-Cell, gamma-delta/genetics , Tumor Microenvironment/genetics , V(D)J Recombination/genetics , Animals , Base Sequence , Humans , Mice
16.
Hum Vaccin Immunother ; 13(3): 501-506, 2017 03 04.
Article in English | MEDLINE | ID: mdl-28085544

ABSTRACT

It has recently become apparent that it is possible to characterize productively recombined, T-cell receptor (TcR) gene segments in tumor exome files, which presumably include representations of the DNA of other cells in the microenvironment. Similar characterizations have been done for TcR recombinations in tumor specimen RNASeq files. While exome files have been used to characterize immunoglobulin gene segment recombinations for tumors closely related to B-cells, immunoglobulin recombinations have yet to be characterized for putative microenvironment cells for solid tumors. Here we report a novel scripted algorithm that detects productive and unproductive immunoglobulin recombinations in both B-cell related tumor exome files and in solid tumor exome files, with the most important result being the relatively high level B-cell infiltrate in breast cancer. This analysis has the potential of streamlining and dramatically augmenting the knowledge base regarding B-cell infiltrates into solid tumors; and leading to antibody reagents directed against tumor antigens and tissue resident, infectious pathogens.


Subject(s)
Antigens, Neoplasm/immunology , B-Lymphocytes/immunology , Breast Neoplasms/immunology , Exome , Immunoglobulins/genetics , V(D)J Recombination , Female , Humans
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