Expression data from BM-CD138+, obtained from newly diagnosed Multiple Myeloma patients
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ABSTRACT:
ORGANISM(S): Homo sapiens
PROVIDER: GSE58133 | GEO | 2014/12/23
SECONDARY ACCESSION(S): PRJNA249089
REPOSITORIES: GEO
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Project description:A subanalysis of the GIMEMA-MMY-3006 trial was performed to characterize treatment-emergent peripheral neuropathy (PN) in patients randomized to thalidomide-dexamethasone (TD) or bortezomib-TD (VTD) before and after double autologous transplantation (ASCT) for multiple myeloma (MM). 236 patients randomized to VTD and 238 to TD were stratified according to the emergence of grade M-bM-^IM-%2 PN. Gene expression profiles (GEP) of CD138+ plasma cells were analyzed from 122 VTD-treated patients. The incidence of grade M-bM-^IM-%2 PN was 35% in the VTD arm and 10% in the TD arm (p<0.001). PN resolved in 88% and 95% of patients in VTD and TD groups, respectively. Rates of complete/near complete response, progression-free and overall survival were not adversely affected by emergence of grade M-bM-^IM-%2 PN. Baseline characteristics were not risk factors for PN, while GEP analysis revealed the deregulated expression of genes implicated in cytoskeleton rearrangement, neurogenesis and axonal guidance. In conclusion, in comparison with TD, incorporation of VTD into ASCT was associated with a higher incidence of PN which, however, was reversible in most of the patients and did not adversely affect their outcomes nor their ability to subsequently receive ASCT. GEP analysis suggests an interaction between myeloma genetic profiles and development of VTD-induced PN. 120 samples have been analyzed; the homogeneity of samples has been ensured by the immunomagnetic enrichment procedure: only >90% pure CD138+ cells have been employed.
2014-12-23 | E-GEOD-58133 | biostudies-arrayexpress
Project description:Thalidomide-dexamethasone (TD) combination is an effective induction therapy for newly diagnosed multiple myeloma patients, candidates for subsequent autologous stem cell transplantation (ASCT). Since maximization of tumor response before ASCT may favorably affect the clinical outcomes, we designed a study to identify a gene expression profile (GEP) signature predictive of attainment of complete response to TD induction therapy. CD138+ bone marrow samples obtained at diagnosis from 112/311 patients were analyzed. Two subsequent time phases were planned. Firstly, a GEP supervised analysis, performed on a training set of 32 patients, allowed to identify 157 probe sets differentially expressed in complete responder + near complete responder (CR+nCR) versus ≤partial responder patients. Than, we generated an 8-gene GEP signature predicting at diagnosis the probability to achieve CR+nCR to TD induction therapy. The performance of this assay was subsequently validated in an 80 patients training set. The 8-gene signature provide a negative predictive value of 93% and a positive predictive value of 44%. The 8 genes were down-regulated in patients who achieved at least a nCR. These results could be an important first step to adopting a diagnostic assay, used to determine, at diagnosis, patients who will respond more favourably to a particular treatment strategy.
2013-06-01 | GSE16791 | GEO
Project description:Thalidomide-dexamethasone (TD) combination is an effective induction therapy for newly diagnosed multiple myeloma patients, candidates for subsequent autologous stem cell transplantation (ASCT). Since maximization of tumor response before ASCT may favorably affect the clinical outcomes, we designed a study to identify a gene expression profile (GEP) signature predictive of attainment of complete response to TD induction therapy. CD138+ bone marrow samples obtained at diagnosis from 112/311 patients were analyzed. Two subsequent time phases were planned. Firstly, a GEP supervised analysis, performed on a training set of 32 patients, allowed to identify 157 probe sets differentially expressed in complete responder + near complete responder (CR+nCR) versus ?partial responder patients. Than, we generated an 8-gene GEP signature predicting at diagnosis the probability to achieve CR+nCR to TD induction therapy. The performance of this assay was subsequently validated in an 80 patients training set. The 8-gene signature provide a negative predictive value of 93% and a positive predictive value of 44%. The 8 genes were down-regulated in patients who achieved at least a nCR. These results could be an important first step to adopting a diagnostic assay, used to determine, at diagnosis, patients who will respond more favourably to a particular treatment strategy. This series of microarray experiments contains the gene expression profiles of purified plasma cells (PCs) obtained from 32 newly diagnosed multiple myeloma (MM). PCs were purified from bone marrow specimens, using CD138 immunomagnetic microbeads. The purity of the positively selected PCs was assessed by flow cytometry and was > 90% in all cases. 5 micrograms of total RNA was processed and hybridized to the Affymetrix HG U133 Plus 2.0 GeneChip following the manufacturer's instructions.
2013-06-01 | E-GEOD-16791 | biostudies-arrayexpress
Project description:Background 131I-metaiodobenzylguanidine (131I-MIBG) has demonstrated efficacy as a single agent in neuroblastoma. Recent trials have focused on 131I-MIBG combination strategies, though little is known about the impact of combination agents on markers of radiation exposure. Methods Trial NANT11-01 (NCT02035137) evaluated 131I-MIBG therapy alone (Arm A) or in combination with vincristine/irinotecan (Arm B) or vorinostat (Arm C) for patients with relapsed or refractory neuroblastoma. We collected blood samples before and after 131I-MIBG infusion and determined levels of radiation-associated biomarkers. We evaluated marker association with treatment arm, clinical response, and toxicity. Results The cohort included 99 patients who had at least one biomarker available for analysis. We observed significant modulation in most biomarkers between baseline, 72 hours, and 96 hours following 131I-MIBG. Patients in Arm C had the lowest degree of modulation in FLT3 ligand. Lower baseline BCL2 levels were associated with higher overall response. Patients with greater increases in FLT3 ligand at 96 hours after 131I-MIBG therapy were significantly more likely to have grade 4 thrombocytopenia. Peripheral blood gene expression of the BCL2 family of apoptotic markers (BCL2/L1 and BAX) was significantly associated with grade 4 hematologic toxicity. RNA sequencing demonstrated little overlap in the top modulated peripheral blood transcripts between randomized arms. Conclusions Peripheral blood biomarkers relevant to radiation exposure demonstrate significant modulation after 131I-MIBG and concomitant radiation sensitizers impact extent of modulation. Biomarkers related to hematopoietic damage and apoptosis were associated with hematologic toxicity.
2023-01-09 | GSE205618 | GEO
Project description:CALGB 40601 was activated as a 3-arm study (paclitaxel + trastuzumab + lapatinib [THL], paclitaxel + trastuzumab [TH] and paclitaxel + lapatinib [TL]). In December 2010, twoneoadjuvant studies were presented at the Cancer Therapy and Research Center-American Association for Cancer Research (CTRC-AACR) San Antonio Breast Cancer Symposium that affected the scientific and practical enthusiasm for the TL arm. For this reason the CALGB 40601 has been amended to omit the TL treatment arm (arm 3). In the Geparquinto trial, patients with HER2-positive breast cancer received epirubicin/cyclophosphamide followed by docetaxel combined either with trastuzumab (EC-DOC-H) or lapatinib (EC-DOC-L) neoadjuvantly, then trastuzumab for a total of 12 months adjuvantly [34]. Pathologic complete response (pCR) in breast and axilla was the primary endpoint. Among 620 patients randomized, there was a higher pCR rate (31% vs 22%) and lower toxicity with fewer discontinuations (10% vs 16%) among patients on the trastuzumab arm than the lapatinib arm. The first results of the NeoALTTO trial were similar [35]. Approximately 450 women with HER2-positive breast cancer received a lead-in phase of 6 weeks of biologic therapy withlapatinib (L), trastuzumab (H), or both, then paclitaxel was added for an additional 12 weeks prior to surgery. All drugs were given at doses similar to CALGB 40601. Postoperative adjuvant therapy included additional chemotherapy and biologic therapy, however, the presentation focused solely on the primary endpoint of pCR in the breast at surgery; no longterm outcomes were presented. There were more grade > 3 adverse events in the lapatinib arm compared with the trastuzumab arm, including diarrhea (23% vs 2%), hepatic abnormalities (13% vs 1%), and neutropenia (16% vs 3%). The only death occurred in the combined biologic (LH) arm. Failure to complete treatment as planned was higher in the L (34%) and LH arms (39%) that in the H arm (u%). PCR was highest with LH-paclitaxel (51%), followed by H-paclitaxel (30%), and L-paclitaxel (25%). Based on the inferior results and higher toxicity of the investigational lapatinib arms of these studies and in discussion with CTEP, in January 2011 it was decided to amend CALGB 40601 to omit Arm 3 (TL). Those patients on this arm will complete protocol therapy as perthe original study design. In CALGB 40601, it is recommended that all patients receive trastuzumab adjuvantly for 1 year, hence all of the patients including those previously randomized to the TL neoadjuvant arm, will be able to receive the known benefit of trastuzumab. After local IRB approval of Update #5, the remainder of the patients will be enrolled and randomized to Arm 1 (THL) and Arm 2 (TH) in a 2:1 fashion. Given that TH isthe standard regimen, and is also clearly the best tolerated, we will continue that arm of thestudy as the comparator, with THL as the only investigational arm.
2018-10-16 | GSE116335 | GEO
Project description:Purpose: Advanced high-grade gastroenteropancreatic neuroendocrine neoplasm (GEP-NEN) are highly aggressive and heterogeneous epithelial malignancies with poor clinical outcomes. No therapeutic predictive biomarkers exist and representative preclinical models to study their biology are missing. Patient-derived (PD) tumoroids may enable fast ex vivo pharmacotyping and provide subsidiary biological information for more personalized therapy strategies in individual patients. Experimental Design: PD tumoroids were established from rare biobanked surgical resections of advanced high-grade GEP-NEN patients. Using targeted in vitro pharmacotyping and next-generation sequencing of patient samples and matching PD tumoroids, we profiled individual patients and compared treatment-induced molecular stress response and in vitro drug sensitivity to the clinical therapy response. Results: We demonstrate high success rates in culturing PD tumoroids of high-grade GEP-NENs within clinically meaningful timespans. PD tumoroids recapitulate biological key features of high-grade GEP-NEN and mimic clinical response to cisplatin and temozolomide in vitro. Moreover, investigating treatment-induced molecular stress responses in PD tumoroids in silico, we discovered and functionally validated Lysine demethylase 5A (KDM5A) and interferon-beta (IFNB1) as two vulnerabilities that act synergistically in combination with cisplatin and may present novel therapeutic options in high-grade GEP-NENs. Conclusion: Patient-derived tumoroids from high-grade GEP-NENs represent a relevant model to screen drug sensitivities of individual patients within clinically relevant timespans and provide novel functional insights into drug-induced stress responses. Clinical patient response to standard-of-care chemotherapeutics matches with drug sensitivities of PD tumoroids. Together, our findings provide a functional precision oncology approach for gathering patient-centered subsidiary treatment information that will potentially increase therapeutic opportunities in the framework of personalized medicine.
2024-03-01 | GSE213504 | GEO
Project description:Despite extensive research on SARS-CoV-2 vaccination responses in healthy individuals, there is comparatively little known beyond antibody titers and T-cell responses in the vulnerable cohort of patients after allogeneic hematopoietic stem cell transplantation (ASCT). In this study, we assessed the serological response and performed longitudinal multimodal analyses including T cell functionality and single-cell RNA sequencing combined with TCR/BCR profiling in the context of BNT162b2 vaccination in ASCT patients. In addition, these data were compared to publicly available data sets of healthy vaccinees. Protective antibody titers were achieved in 40% of patients. We identified a distorted B and T cell distribution, a reduced TCR diversity, and increased levels of exhaustion marker expression as possible causes for the poorer vaccine response rates in ASCT patients. IGHV gene rearrangement after vaccination proved to be highly variable in ASCT patients. Changes in TCRα and TCRβ gene rearrangement after vaccination differed from patterns observed in healthy vaccinees as well as unvaccinated ASCT patients and associated transplant donors. Crucially, ASCT patients elicited comparable proportions of SARS-CoV-2 vaccine-induced (VI) CD8+ T cells, characterized by a distinct gene expression pattern that is associated with SARS-CoV-2 specificity in healthy individuals. Our study underlines the impaired immune system and thus the lower vaccine response rates in ASCT patients. However, since protective vaccine responses and VI-CD8+ T cells can be induced in part of ASCT patients, our data advocate early post-transplant vaccination due to the high risk of infection in this vulnerable group.
2024-03-07 | GSE253948 | GEO
Project description:This is a model built by COPASI4.24(Build 197)
This a model from the article:
Computational design of improved standardized chemotherapy protocols for grade II oligodendrogliomas
Víctor M. Pérez-García, Luis E. Ayala-Hernández, Juan Belmonte-Beitia, Philippe Schucht, Michael Murek, Andreas Raabe, Juan Sepúlveda. PLoS Comput Biol. 2019 Jul; 15(7): e1006778.
Abstract:
Here we put forward a mathematical model describing the response of low-grade (WHO grade II) oligodendrogliomas (LGO) to temozolomide (TMZ). The model describes the longitudinal volumetric dynamics of tumor response to TMZ of a cohort of 11 LGO patients treated with TMZ. After finding patient-specific parameters, different therapeutic strategies were tried computationally on the ‘in-silico twins’ of those patients. Chemotherapy schedules with larger-than-standard rest periods between consecutive cycles had either the same or better long-term efficacy than the standard 28-day cycles. The results were confirmed in a large trial of 2000 virtual patients. These long-cycle schemes would also have reduced toxicity and defer the appearance of resistances. On the basis of those results, a combination scheme consisting of five induction TMZ cycles given monthly plus 12 maintenance cycles given every three months was found to provide substantial survival benefits for the in-silico twins of the 11 LGO patients (median 5.69 years, range: 0.67 to 68.45 years) and in a large virtual trial including 2000 patients. We used 220 sets of experiments in-silico to show that a clinical trial incorporating 100 patients per arm (standard intensive treatment versus 5 + 12 scheme) could demonstrate the superiority of the novel scheme after a follow-up period of 10 years. Thus, the proposed treatment plan could be the basis for a standardized TMZ treatment for LGO patients with survival benefits.
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To cite BioModels Database, please use: Li C, Donizelli M, Rodriguez N, Dharuri H, Endler L, Chelliah V, Li L, He E, Henry A, Stefan MI, Snoep JL, Hucka M, Le Novère N, Laibe C (2010) BioModels Database: An enhanced, curated and annotated resource for published quantitative kinetic models. BMC Syst Biol., 4:92
2024-09-02 | BIOMD0000000814 | BioModels
Project description:The prime focus of the current therapeutic strategy for Multiple Myeloma (MM) is an early and deep tumour burden reduction; this characterizes and defines the complete response (CR). To date, no description of the characteristics of the plasma cells (PC) prone to achieve CR has been reported. This study aimed at the molecular characterization of PC derived from MM patients who achieved CR after bortezomib-thalidomide-dexamethasone (VTD) first line therapy. One hundred and eighteen MM primary tumours obtained from homogeneously treated patients were globally profiled both for gene expression and for single nucleotide polymorphism genotype. Genomic results were used to obtain a predictor of sensitivity to VTD induction therapy, as well as to describe both the transcription and the genomic profile of PC derived from patients with MM who will respond optimally to primary induction therapy. By analysing the gene profiles of CR patients, we identified a 5-gene signature predicting CR with an overall median accuracy of 75% (range: 72%-85%). In addition, we highlighted the differential expression of a series of genes, whose deregulation, accordingly to their reported functions, might explain the CR patients’ sensitivity to VTD therapy. We also showed that a small copy number loss, covering 606Kb on chromosome 1p22.1 was the most significantly associated with CR patients. The study provides insights into the genomic landscape of PC obtained from newly diagnosed MM patients achieving CR after VTD and shows that patients might be accurately stratified according to their sensitivity to VTD.
2015-12-31 | GSE69028 | GEO
Project description:The prime focus of the current therapeutic strategy for Multiple Myeloma (MM) is an early and deep tumour burden reduction; this characterizes and defines the complete response (CR). To date, no description of the characteristics of the plasma cells (PC) prone to achieve CR has been reported. This study aimed at the molecular characterization of PC derived from MM patients who achieved CR after bortezomib-thalidomide-dexamethasone (VTD) first line therapy. One hundred and eighteen MM primary tumours obtained from homogeneously treated patients were globally profiled both for gene expression and for single nucleotide polymorphism genotype. Genomic results were used to obtain a predictor of sensitivity to VTD induction therapy, as well as to describe both the transcription and the genomic profile of PC derived from patients with MM who will respond optimally to primary induction therapy. By analysing the gene profiles of CR patients, we identified a 5-gene signature predicting CR with an overall median accuracy of 75% (range: 72%-85%). In addition, we highlighted the differential expression of a series of genes, whose deregulation, accordingly to their reported functions, might explain the CR patients’ sensitivity to VTD therapy. We also showed that a small copy number loss, covering 606Kb on chromosome 1p22.1 was the most significantly associated with CR patients. The study provides insights into the genomic landscape of PC obtained from newly diagnosed MM patients achieving CR after VTD and shows that patients might be accurately stratified according to their sensitivity to VTD.
2015-12-31 | GSE68871 | GEO