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1.
Article in English | MEDLINE | ID: mdl-39040015

ABSTRACT

Papillary craniopharyngioma (PCP) and adamantinomatous craniopharyngioma (ACP) are distinct, slow growing tumors of the suprasellar region. Their location, composition and biology have historically evaded successful surgical, radiation, and medical therapy. Meanwhile compromise of critical structures either by tumor or treatments increase morbidity, impacting patient and carer quality of life. There has been a paradigm shift in the management of PCP, stemming from the discovery of BRAFV600E mutation in its tumorigenesis. Such a treatment breakthrough may soon be the case for ACP, changing the landscape of craniopharyngioma management. We use a case of ACP, partially responding to ERK inhibitor therapy to demonstrate chronicity of disease progression and discuss modern management strategies highlighting the importance of access to tumour agnostic clinical trials, and future directions.

2.
Intern Med J ; 53(8): 1356-1365, 2023 08.
Article in English | MEDLINE | ID: mdl-35762188

ABSTRACT

BACKGROUND: Chemotherapy-induced peripheral neuropathy (CIPN) is a common dose-limiting toxicity for people treated for cancer. Impaired balance and falls are functional consequences of CIPN. Virtual reality (VR) technology may be able to assess balance and identify patients at risk of falls. AIMS: To assess the impact of potentially neurotoxic chemotherapy on balance using VR, and explore associations between VR balance assessment, falls and CIPN. METHODS: This prospective, repeated measures longitudinal study was conducted at two Australian cancer centres. Eligible participants were commencing adjuvant chemotherapy containing a taxane for breast cancer, or oxaliplatin for colorectal cancer (CRC), per institutional guidelines. Balance assessments using VR were conducted at baseline, end of chemotherapy and 3 and 6 months after completion of chemotherapy. Participants also completed a comprehensive CIPN assessment comprising clinical and patient-reported outcomes, and recorded falls or near falls. RESULTS: Out of 34 participants consented, 24 (71%) had breast cancer and 10 (29%) had CRC. Compared to baseline, balance threshold was reduced in 10/28 (36%) evaluable participants assessed at the end of chemotherapy, and persistent in 7/22 (32%) at 6 months. CIPN was identified in 86% at end of chemotherapy and persisted to 6 months after chemotherapy completion in 73%. Falls or near falls were reported by 12/34 (35%) participants, and were associated with impaired VR balance threshold (P = 0.002). CONCLUSIONS: While VR balance assessment was no better at identifying CIPN than existing measures, it is a potential surrogate method to assess patients at risk of falls from CIPN.


Subject(s)
Antineoplastic Agents , Breast Neoplasms , Peripheral Nervous System Diseases , Humans , Female , Longitudinal Studies , Prospective Studies , Australia/epidemiology , Peripheral Nervous System Diseases/chemically induced , Peripheral Nervous System Diseases/diagnosis , Peripheral Nervous System Diseases/drug therapy , Breast Neoplasms/drug therapy
3.
Support Care Cancer ; 31(1): 52, 2022 Dec 17.
Article in English | MEDLINE | ID: mdl-36526802

ABSTRACT

PURPOSE: This study aims to evaluate the efficacy and safety of laser photobiomodulation (PBM) for treatment of established chemotherapy-induced peripheral neuropathy (CIPN) in cancer survivors. METHODS: We conducted a randomised phase II, non-comparative, sham-controlled, single-blinded clinical trial in 44 cancer survivors reporting CIPN symptoms at least 3 months following completion of neurotoxic chemotherapy. Participants were randomised 2:1 to either PBM laser or sham control delivered twice weekly for 12 sessions. Assessments were conducted at baseline, the end of intervention (6 weeks), and 6 weeks post intervention (12 weeks). Participants completed neuropathy, quality of life and function questionnaires, and a clinical neurological assessment. The primary outcome was proportion of participants with CIPN response, defined as either symptom resolution or reduction of minimally clinically important difference. RESULTS: In the laser and control groups, CIPN response rates were - 48% and 53% at 6 weeks and 45% and 33% at 12 weeks, respectively. The null hypothesis that the true response rate is 5% in the laser arm was rejected at both 6 and 12 weeks (p < 0.001 for both). Compared to baseline, patient-reported CIPN improved in both laser and control groups after the intervention. At 12 weeks, improvement was sustained in the laser group and approaching baseline in the control group. Clinical signs, quality of life, and function remained stable in both groups. Low-grade "side-effects" were observed in both arms. CONCLUSION: PBM may offer clinically meaningful symptom benefit in cancer survivors with established CIPN with improvement potentially continuing beyond completion of the intervention. A larger study is warranted to evaluate this further.


Subject(s)
Antineoplastic Agents , Peripheral Nervous System Diseases , Humans , Antineoplastic Agents/adverse effects , Lasers , Peripheral Nervous System Diseases/therapy , Peripheral Nervous System Diseases/drug therapy , Quality of Life
4.
J Natl Compr Canc Netw ; 20(12): 1308-1315, 2022 12.
Article in English | MEDLINE | ID: mdl-36509075

ABSTRACT

BACKGROUND: Chemotherapy-induced peripheral neuropathy (CIPN) can be a debilitating toxicity of oxaliplatin used for treatment of colorectal cancer (CRC). We aimed to assess CIPN symptoms and associations in our colorectal survivorship population and review the impact of neurotoxicity on dose delivery of oxaliplatin. PATIENTS AND METHODS: Patients attending their first visit to the Sydney Cancer Survivorship Centre following completion of adjuvant treatment for CRC completed comprehensive patient-reported outcome measures, including symptoms, quality of life (QoL), alcohol intake, and exercise habits. Participants scored symptoms of "numbness or pins and needles" in hands or feet from 0 (no trouble at all) to 10 (worst I can imagine). Diagnosis, treatment, and comorbidity details were obtained from medical records. A subset of patients completed serial assessments of PN symptoms at follow-up visits. RESULTS: Data were analyzed from 233 patients (52% male; mean age, 63 years) with CRC attending their first visit at the Sydney Cancer Survivorship Centre. A subset of 104 patients were included in the longitudinal analysis. The odds of patient-reported numbness were significantly higher in patients receiving oxaliplatin (odds ratio, 5.6; 95% CI, 3.2-9.8), with 72.4% of oxaliplatin-treated CRC survivors reporting numbness an average of 5.9 months after chemotherapy. Mean patient-reported numbness was significantly higher in those who received oxaliplatin-containing chemotherapy (mean, 3.31) compared with fluoropyrimidines alone (mean, 1.37) and no chemotherapy (mean, 0.66). Of the patients receiving oxaliplatin, 80% required dose reduction or early cessation, with PN the most common reason reported. QoL in physical, emotional, and functional well-being domains was lower in patients with numbness. We found a weak negative association between numbness score and age, and between (1) numbness and cardiovascular disease and (2) numbers and pain score. CONCLUSIONS: CIPN symptoms are common in CRC survivors who have received oxaliplatin and are associated with lower QoL. Neurotoxicity is underreported in clinical trials compared with real-world populations and is a major barrier to oxaliplatin treatment delivery.


Subject(s)
Antineoplastic Agents , Cancer Survivors , Colorectal Neoplasms , Peripheral Nervous System Diseases , Humans , Male , Middle Aged , Female , Quality of Life , Colorectal Neoplasms/drug therapy , Peripheral Nervous System Diseases/chemically induced , Peripheral Nervous System Diseases/epidemiology , Peripheral Nervous System Diseases/diagnosis , Oxaliplatin/adverse effects , Patient Reported Outcome Measures , Antineoplastic Agents/adverse effects
6.
Support Care Cancer ; 30(1): 33-47, 2022 Jan.
Article in English | MEDLINE | ID: mdl-34410459

ABSTRACT

PURPOSE: Chemotherapy-induced peripheral neuropathy (CIPN) is the most common dose-limiting side effect of oxaliplatin. It often persists and can adversely affect quality of life of colorectal cancer (CRC) survivors. This systematic review explored the proportions of patients with persistent CIPN and the reporting methods used. METHODS: MEDLINE, EMBASE, Web of Science and CINAHL were searched up to March 2021 for publications reporting CIPN outcomes following adjuvant oxaliplatin-containing chemotherapy at prespecified timepoints in participants with CRC. Secondary outcomes assessed the tools used to measure CIPN. Two authors reviewed full text publications for eligibility, data extraction and appraisal. Meta-analysis was performed where Common Terminology Criteria for Adverse Events (any grade) was reported at the most frequent timepoints. RESULTS: From 7895 citations identified, 27 studies met the eligibility criteria: six were randomised control trials, and 21 were non-randomised studies. Pooled prevalence of CIPN at 6, 12, 24 and 36 months after chemotherapy were 58%, 45%, 32% and 24% respectively. The average prevalence of CIPN decreased by 26% per year after chemotherapy (pooled RR = 0.74; 95% CI 0.72-0.75). Across all studies, ten separate tools were used as the primary measure of CIPN. Quality appraisal identified open-label design and inadequate reporting of participants lost to follow-up as the main methodological limitations. CONCLUSION: Our summary of reported rates of persistent CIPN indicates substantial long-term toxicity affecting CRC survivors, and will help clinicians estimate CIPN risk and its change over time. The heterogeneity of CIPN measures identified in the review highlights the need for a standardised CIPN assessment.


Subject(s)
Antineoplastic Agents , Colorectal Neoplasms , Peripheral Nervous System Diseases , Antineoplastic Agents/adverse effects , Colorectal Neoplasms/drug therapy , Humans , Oxaliplatin/adverse effects , Peripheral Nervous System Diseases/chemically induced , Peripheral Nervous System Diseases/drug therapy , Peripheral Nervous System Diseases/epidemiology , Quality of Life
7.
Cancer Chemother Pharmacol ; 86(4): 547-558, 2020 10.
Article in English | MEDLINE | ID: mdl-32949265

ABSTRACT

PURPOSE: This prospective, open-label, sequential 'before vs. after' pilot study was conducted to provide preliminary efficacy and tolerability data for ibudilast in the prevention of oxaliplatin-induced neurotoxicity in patients with metastatic upper gastrointestinal or colorectal cancer. Any potential impact of ibudilast on oxaliplatin and 5-fluorouracil pharmacokinetics was also explored. METHODS: Participants were administered a chemotherapy cycle (FOLFOX or CapeOx), followed by a chemotherapy cycle with co-administration of ibudilast 30 mg b.i.d. p.o. Efficacy was assessed on Day 3 and end of cycle using the Oxaliplatin-Specific Neurotoxicity Scale (OSNS) and additional clinical/patient-reported neurotoxicity measures. A population pharmacokinetic approach was used to determine oxaliplatin and 5-fluorouracil pharmacokinetics with and without ibudilast. RESULTS: Sixteen participants consented; 14 completed both chemotherapy cycles. Across all measures, the majority of participants experienced either an improvement or no worsening of neurotoxicity with ibudilast treatment. Based on OSNS assessments, acute neurotoxicity was unchanged in 12/14 participants and improved in 2/14 participants. The 90% confidence interval (CI) of the dose-normalised ratio of oxaliplatin AUC (90% CI 95.0-109%) and 5-fluorouracil AUC (90% CI 66.5-173%) indicated no significant impact of ibudilast on systemic exposure. CONCLUSION: This pilot study indicated ibudilast co-administration may improve or stabilise oxaliplatin-induced neurotoxicity. Given the expected worsening of symptoms in patients with continued chemotherapy, this represents a signal of effect that warrants further investigation. Pharmacokinetic analysis indicates ibudilast has no significant effect on oxaliplatin pharmacokinetics, and is unlikely to influence pharmacokinetics of 5-fluorouracil. CLINICAL TRIAL REGISTRATION: Trial registration number: UTN U1111-1209-0075 and ANZCTRN12618000232235 (registered 13/02/2018).


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/adverse effects , Gastrointestinal Neoplasms/drug therapy , Neurotoxicity Syndromes/prevention & control , Oxaliplatin/adverse effects , Pyridines/administration & dosage , Aged , Antineoplastic Combined Chemotherapy Protocols/pharmacokinetics , Drug Interactions , Female , Fluorouracil/adverse effects , Fluorouracil/pharmacokinetics , Gastrointestinal Neoplasms/blood , Gastrointestinal Neoplasms/pathology , Humans , Leucovorin/adverse effects , Leucovorin/pharmacokinetics , Male , Middle Aged , Neurotoxicity Syndromes/diagnosis , Neurotoxicity Syndromes/etiology , Organoplatinum Compounds/adverse effects , Organoplatinum Compounds/pharmacokinetics , Oxaliplatin/pharmacokinetics , Pilot Projects , Prospective Studies , Pyridines/adverse effects , Pyridines/pharmacokinetics , Severity of Illness Index
8.
Molecules ; 24(5)2019 Feb 27.
Article in English | MEDLINE | ID: mdl-30818834

ABSTRACT

The nuclear receptor, estrogen-related receptor alpha (ERRα; NR3B1), plays a pivotal role in energy homeostasis. Its expression fluctuates with the demands of energy production in various tissues. When paired with the peroxisome proliferator-activated receptor γ coactivator 1α (PGC-1α), the PGC/ERR pathway regulates a host of genes that participate in metabolic signaling networks and in mitochondrial oxidative respiration. Unregulated overexpression of ERRα is found in many cancer cells, implicating a role in cancer progression and other metabolism-related diseases. Using high throughput screening assays, we screened the Tox21 10K compound library in stably transfected HEK293 cells containing either the ERRα-reporter or the reporter plus PGC-1α expression plasmid. We identified two groups of antagonists that were potent inhibitors of ERRα activity and/or the PGC/ERR pathway: nine antineoplastic agents and thirteen pesticides. Results were confirmed using gene expression studies. These findings suggest a novel mechanism of action on bioenergetics for five of the nine antineoplastic drugs. Nine of the thirteen pesticides, which have not been investigated previously for ERRα disrupting activity, were classified as such. In conclusion, we demonstrated that high-throughput screening assays can be used to reveal new biological properties of therapeutic and environmental chemicals, broadening our understanding of their modes of action.


Subject(s)
Antineoplastic Agents/chemistry , Antineoplastic Agents/pharmacology , Cell Survival , Drug Discovery , Gene Expression Regulation, Neoplastic/drug effects , High-Throughput Screening Assays/methods , Neoplasms/pathology , Receptors, Estrogen/antagonists & inhibitors , Cells, Cultured , Combinatorial Chemistry Techniques , Estrogen Receptor Modulators/chemistry , Estrogen Receptor Modulators/pharmacology , HEK293 Cells , Humans , Neoplasms/drug therapy , Neoplasms/metabolism , ERRalpha Estrogen-Related Receptor
9.
Environ Health Perspect ; 126(1): 017012, 2018 01 31.
Article in English | MEDLINE | ID: mdl-29389661

ABSTRACT

BACKGROUND: Bisphenol A (BPA) is an endocrine-disrupting chemical (EDC) that might be harmful to human health. Recently, there has been widespread usage of bisphenol chemicals (BPs), such as bisphenol AF (BPAF) and bisphenol S (BPS), as replacements for BPA. However, the potential biological actions, toxicity, and the molecular mechanism of these compounds are still poorly understood. OBJECTIVES: Our objective was to examine the estrogenic effects of BPA, BPAF, and BPS and the molecular mechanisms of action in the estrogen receptor alpha (ERα) complex. METHODS: In vitro cell models were used to compare the estrogenic effects of BPA, BPAF, and BPS to estrogen. Microarray Assay for Real-Time Coregulator-Nuclear receptor Interaction (MARCoNI) analysis was used to identify coregulators of BPA, BPAF, and BPS, and molecular dynamic (MD) simulations were used to determine the compounds binding in the ERα complex. RESULTS: We demonstrated that BPA and BPAF have agonistic activity for both ERα and ERß, but BPS has ERα-selective specificity. We concluded that coregulators were differentially recruited in the presence of BPA, BPAF, or BPS. Interestingly, BPS recruited more corepressors when compared to BPA and BPAF. From a series of MD analysis, we concluded that BPA, BPAF, and BPS can bind to the ER-ligand-binding domain with differing energetics and conformations. In addition, the binding surface of coregulator interactions on ERα was characterized for the BPA, BPAF, and BPS complexes. CONCLUSION: These findings further our understanding of the molecular mechanisms of EDCs, such as BPs, in ER-mediated transcriptional activation, biological activity, and their effects on physiological functions in human health. https://doi.org/10.1289/EHP2505.


Subject(s)
Benzhydryl Compounds/toxicity , Endocrine Disruptors/toxicity , Phenols/toxicity , Sulfones/toxicity , Cell Line, Tumor , Endocrine Disruptors/metabolism , Estrogen Receptor alpha/drug effects , Estrogen Receptor alpha/metabolism , Estrogen Receptor beta/drug effects , Estrogen Receptor beta/metabolism , Estrogens/pharmacology , Humans , Ligands , Microarray Analysis , Molecular Dynamics Simulation
10.
Endocrinology ; 159(2): 744-753, 2018 02 01.
Article in English | MEDLINE | ID: mdl-29216352

ABSTRACT

The estrogen-related receptor α (ERRα) is an orphan nuclear receptor (NR) that plays a role in energy homeostasis and controls mitochondrial oxidative respiration. Increased expression of ERRα in certain ovarian, breast, and colon cancers has a negative prognosis, indicating an important role for ERRα in cancer progression. An interaction between ERRα and peroxisome proliferator-activated receptor γ coactivator 1α (PGC-1α) has also recently been shown to regulate an enzyme in the ß-oxidation of free fatty acids, thereby suggesting that ERRα plays an important role in obesity and type 2 diabetes. Therefore, it would be prudent to identify compounds that can act as activators of ERRα. In this study, we screened ∼10,000 (8311 unique) compounds, known as the Tox21 10K collection, to identify agonists of ERRα. We performed this screen using two stably transfected HEK 293 cell lines, one with the ERRα-reporter alone and the other with both ERRα-reporter and PGC-1α expression vectors. After the primary screening, we identified more than five agonist clusters based on compound structural similarity analysis (e.g., statins). By examining the activities of the confirmed ERRα modulators in other Tox21 NR assays, eliminating those with promiscuous NR activity, and performing follow-up assays (e.g., small interfering RNA knockdown), we identified compounds that might act as endocrine disrupters through effects on ERRα signaling. To our knowledge, this study is the first comprehensive analysis in discovering potential endocrine disrupters that affect the ERRα signaling pathway.


Subject(s)
Diabetes Mellitus, Type 2/metabolism , Receptors, Estrogen/metabolism , Diabetes Mellitus, Type 2/drug therapy , Diabetes Mellitus, Type 2/genetics , Drug Evaluation, Preclinical , HEK293 Cells , Humans , Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha/genetics , Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha/metabolism , Promoter Regions, Genetic , Receptors, Estrogen/genetics , Signal Transduction/drug effects , ERRalpha Estrogen-Related Receptor
11.
Sci Rep ; 7(1): 6918, 2017 07 31.
Article in English | MEDLINE | ID: mdl-28761061

ABSTRACT

Vast amounts of clinically relevant text-based variables lie undiscovered and unexploited in electronic medical records (EMR). To exploit this untapped resource, and thus facilitate the discovery of informative covariates from unstructured clinical narratives, we have built a novel computational pipeline termed Text-based Exploratory Pattern Analyser for Prognosticator and Associator discovery (TEPAPA). This pipeline combines semantic-free natural language processing (NLP), regular expression induction, and statistical association testing to identify conserved text patterns associated with outcome variables of clinical interest. When we applied TEPAPA to a cohort of head and neck squamous cell carcinoma patients, plausible concepts known to be correlated with human papilloma virus (HPV) status were identified from the EMR text, including site of primary disease, tumour stage, pathologic characteristics, and treatment modalities. Similarly, correlates of other variables (including gender, nodal status, recurrent disease, smoking and alcohol status) were also reliably recovered. Using highly-associated patterns as covariates, a patient's HPV status was classifiable using a bootstrap analysis with a mean area under the ROC curve of 0.861, suggesting its predictive utility in supporting EMR-based phenotyping tasks. These data support using this integrative approach to efficiently identify disease-associated factors from unstructured EMR narratives, and thus to efficiently generate testable hypotheses.


Subject(s)
Head and Neck Neoplasms/virology , Natural Language Processing , Papillomavirus Infections/pathology , Squamous Cell Carcinoma of Head and Neck/virology , Aged , Data Mining , Electronic Health Records , Female , Humans , Male , Middle Aged , Prognosis , Supervised Machine Learning
12.
Toxicol In Vitro ; 44: 287-302, 2017 Oct.
Article in English | MEDLINE | ID: mdl-28751236

ABSTRACT

Bisphenol A (BPA), bisphenol AF (BPAF), and bisphenol S (BPS) are well known endocrine disruptors. Previous in vitro studies showed that these compounds antagonize androgen receptor (AR) transcriptional activity; however, the mechanisms of action are unclear. In the present study, we investigated interactions of coregulator peptides with BPA, BPAF, or BPS at the AR complexes using Micro Array for Real-time Coregulator Nuclear Receptor Interaction (MARCoNI) assays and assessed the binding of these compounds on AR by molecular dynamics (MD) simulations. The set of coregulator peptides that are recruited by BPA-bound AR, either positively/or negatively, are different from those recruited by the agonist R1881-bound AR. Therefore, the data indicates that BPA shows no similarities to R1881 and suggests that it may recruit other coregulators to the AR complex. BPAF-bound AR recruits about 70-80% of the same coregulator peptides as BPA-bound AR. Meanwhile, BPS-bound AR interacts with only few peptides compared to BPA or BPAF-bound AR. MD results show that multiple binding sites with varying binding affinities are available on AR for BPA, BPAF, and BPS, indicating the availability of modified binding surfaces on AR for coregulator interactions. These findings help explain some of the distinct AR-related toxicities observed with bisphenol chemicals and raise concern for the use of substitutes for BPA in commercial products.


Subject(s)
Benzhydryl Compounds/metabolism , Endocrine Disruptors/metabolism , Phenols/metabolism , Receptors, Androgen/metabolism , Sulfones/metabolism , Binding Sites , Cell Line, Tumor , Humans , Molecular Dynamics Simulation , Receptors, Androgen/genetics
13.
SLAS Discov ; 22(6): 720-731, 2017 07.
Article in English | MEDLINE | ID: mdl-28346099

ABSTRACT

Estrogen-related receptor alpha (ERRα), the first orphan nuclear receptor discovered, is crucial for the control of cellular energy metabolism. ERRα and its coactivator, peroxisome proliferator-activated receptor gamma coactivator 1-alpha (PGC-1α), are required for rapid energy production in response to environmental challenges. They have been implicated in the etiology of metabolic disorders such as type 2 diabetes and metabolic syndrome. ERRα also plays a role in the pathogenesis of breast cancer. Identification of compounds that modulate ERRα signaling may elucidate environmental factors associated with these diseases. Therefore, we developed stable cell lines containing an intact ERRα signaling pathway, with and without the coactivator PGC-1α, to use as high-throughput screening tools to detect ERRα modulators. The lentiviral PGC-1α expression constructs and ERRα multiple hormone response element (MHRE) reporters were introduced into HEK293T cells that express endogenous ERRα. A cell line expressing the reporter alone was designated "ERR." A second cell line expressing both reporter and PGC-1α was named "PGC/ERR." Initial screenings of the Library of Pharmacologically Active Compounds (LOPAC) identified 33 ERR and 22 PGC/ERR agonists, and 54 ERR and 15 PGC/ERR antagonists. Several potent ERRα agonists were dietary plant compounds (e.g., genistein). In conclusion, these cell lines are suitable for high-throughput screens to identify environmental chemicals affecting metabolic pathways and breast cancer progression.


Subject(s)
Drug Discovery , Estrogen Receptor Modulators/pharmacology , High-Throughput Screening Assays , Receptors, Estrogen/metabolism , Cell Line, Tumor , Dose-Response Relationship, Drug , Drug Discovery/methods , Energy Metabolism , Gene Expression , Genes, Reporter , Genetic Vectors/genetics , HEK293 Cells , Humans , Lentivirus/genetics , Reproducibility of Results , Signal Transduction , ERRalpha Estrogen-Related Receptor
14.
BMC Cancer ; 16(1): 929, 2016 12 01.
Article in English | MEDLINE | ID: mdl-27905893

ABSTRACT

BACKGROUND: Multidisciplinary team (MDT) meetings are used to optimise expert decision-making about treatment options, but such expertise is not digitally transferable between centres. To help standardise medical decision-making, we developed a machine learning model designed to predict MDT decisions about adjuvant breast cancer treatments. METHODS: We analysed MDT decisions regarding adjuvant systemic therapy for 1065 breast cancer cases over eight years. Machine learning classifiers with and without bootstrap aggregation were correlated with MDT decisions (recommended, not recommended, or discussable) regarding adjuvant cytotoxic, endocrine and biologic/targeted therapies, then tested for predictability using stratified ten-fold cross-validations. The predictions so derived were duly compared with those based on published (ESMO and NCCN) cancer guidelines. RESULTS: Machine learning more accurately predicted adjuvant chemotherapy MDT decisions than did simple application of guidelines. No differences were found between MDT- vs. ESMO/NCCN- based decisions to prescribe either adjuvant endocrine (97%, p = 0.44/0.74) or biologic/targeted therapies (98%, p = 0.82/0.59). In contrast, significant discrepancies were evident between MDT- and guideline-based decisions to prescribe chemotherapy (87%, p < 0.01, representing 43% and 53% variations from ESMO/NCCN guidelines, respectively). Using ten-fold cross-validation, the best classifiers achieved areas under the receiver operating characteristic curve (AUC) of 0.940 for chemotherapy (95% C.I., 0.922-0.958), 0.899 for the endocrine therapy (95% C.I., 0.880-0.918), and 0.977 for trastuzumab therapy (95% C.I., 0.955-0.999) respectively. Overall, bootstrap aggregated classifiers performed better among all evaluated machine learning models. CONCLUSIONS: A machine learning approach based on clinicopathologic characteristics can predict MDT decisions about adjuvant breast cancer drug therapies. The discrepancy between MDT- and guideline-based decisions regarding adjuvant chemotherapy implies that certain non-clincopathologic criteria, such as patient preference and resource availability, are factored into clinical decision-making by local experts but not captured by guidelines.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Breast Neoplasms/diagnosis , Breast Neoplasms/drug therapy , Clinical Decision-Making , Machine Learning , Models, Theoretical , Patient Care Team , Adult , Aged , Aged, 80 and over , Algorithms , Chemotherapy, Adjuvant , Combined Modality Therapy , Computer Simulation , Female , Humans , Middle Aged , Supervised Machine Learning
15.
Toxicol Sci ; 147(2): 446-57, 2015 Oct.
Article in English | MEDLINE | ID: mdl-26141389

ABSTRACT

Multiple mechanisms exist for endocrine disruption; one nonreceptor-mediated mechanism is via effects on aromatase, an enzyme critical for maintaining the normal in vivo balance of androgens and estrogens. We adapted the AroER tri-screen 96-well assay to 1536-well format to identify potential aromatase inhibitors (AIs) in the U.S. Tox21 10K compound library. In this assay, screening with compound alone identifies estrogen receptor alpha (ERα) agonists, screening in the presence of testosterone (T) identifies AIs and/or ERα antagonists, and screening in the presence of 17ß-estradiol (E2) identifies ERα antagonists. Screening the Tox-21 library in the presence of T resulted in finding 302 potential AIs. These compounds, along with 31 known AI actives and inactives, were rescreened using all 3 assay formats. Of the 333 compounds tested, 113 (34%; 63 actives, 50 marginal actives) were considered to be potential AIs independent of cytotoxicity and ER antagonism activity. Structure-activity analysis suggested the presence of both conventional (eg, 1, 2, 4, - triazole class) and novel AI structures. Due to their novel structures, 14 of the 63 potential AI actives, including both drugs and fungicides, were selected for confirmation in the biochemical tritiated water-release aromatase assay. Ten compounds were active in the assay; the remaining 4 were only active in high-throughput screen assay, but with low efficacy. To further characterize these 10 novel AIs, we investigated their binding characteristics. The AroER tri-screen, in high-throughput format, accurately and efficiently identified chemicals in a large and diverse chemical library that selectively interact with aromatase.


Subject(s)
Aromatase Inhibitors/toxicity , High-Throughput Screening Assays , Small Molecule Libraries/toxicity , Animals , Estradiol/pharmacology , High-Throughput Screening Assays/methods , Humans , MCF-7 Cells/drug effects , Structure-Activity Relationship , Testosterone/pharmacology
16.
Toxicol Sci ; 139(1): 198-209, 2014 May.
Article in English | MEDLINE | ID: mdl-24496634

ABSTRACT

Endocrine disrupting chemicals (EDCs) interfere with the biosynthesis, metabolism, and functions of steroid hormones, including estrogens and androgens. Aromatase enzyme converts androgen to estrogen. Thus, EDCs against aromatase significantly impact estrogen- and/or androgen-dependent functions, including the development of breast cancer. The current study aimed to develop a biologically relevant cell-based high-throughput screening assay to identify EDCs that act as aromatase inhibitors (AIs), estrogen receptor (ER) agonists, and/or ER antagonists. The AroER tri-screen assay was developed by stable transfection of ER-positive, aromatase-expressing MCF-7 breast cancer cells with an estrogen responsive element (ERE) driven luciferase reporter plasmid. The AroER tri-screen can identify: estrogenic EDCs, which increase luciferase signal without 17ß-estradiol (E2); anti-estrogenic EDCs, which inhibit the E2-induced luciferase signal; and AI-like EDCs, which suppress a testosterone-induced luciferase signal. The assay was first optimized in a 96-well plate format and then miniaturized into a 1536-well plate format. The AroER tri-screen was demonstrated to be suitable for high-throughput screening in the 1536-well plate format, with a 6.9-fold signal-to-background ratio, a 5.4% coefficient of variation, and a screening window coefficient (Z-factor) of 0.78. The assay suggested that bisphenol A (BPA) functions mainly as an ER agonist. Results from screening the 446 drugs in the National Institutes of Health Clinical Collection revealed 106 compounds that modulated ER and/or aromatase activities. Among these, two AIs (bifonazole and oxiconazole) and one ER agonist (paroxetine) were confirmed through alternative aromatase and ER activity assays. These findings indicate that AroER tri-screen is a useful high-throughput screening system for identifying ER ligands and aromatase-inhibiting chemicals.


Subject(s)
Aromatase/drug effects , Endocrine Disruptors/toxicity , Receptors, Estrogen/drug effects , Base Sequence , DNA Primers , Humans , MCF-7 Cells
17.
Biochem Biophys Res Commun ; 444(2): 177-81, 2014 Feb 07.
Article in English | MEDLINE | ID: mdl-24457025

ABSTRACT

The estrogen-related receptor α (ERRα) and the peroxisome proliferator-activated receptor γ (PPARγ) coactivator 1α (PGC-1α) play critical roles in the control of several physiological functions, including the regulation of genes involved in energy homeostasis. However, little is known about the ability of environmental chemicals to disrupt or modulate this important bioenergetics pathway in humans. The goal of this study was to develop a cell-based assay system with an intact PGC-1α/ERRα axis that could be used as a screening assay for detecting such chemicals. To this end, we successfully generated several stable cell lines expressing PGC-1α and showed that the reporter driven by the native ERRα hormone response unit (AAB-Luc) is active in these cell lines and that the activation is PGC-1α-dependent. Furthermore, we show that this activation can be blocked by the ERRα selective inverse agonist, XCT790. In addition, we find that genistein and bisphenol A further stimulate the reporter activity, while kaempferol has minimal effect. These cell lines will be useful for identifying environmental chemicals that modulate this important pathway.


Subject(s)
Receptors, Estrogen/metabolism , Signal Transduction/genetics , Transcription Factors/metabolism , Xenobiotics/pharmacology , Air Pollutants, Occupational/pharmacology , Benzhydryl Compounds/pharmacology , Biological Assay/methods , Blotting, Western , Genistein/pharmacology , HEK293 Cells , Humans , Luciferases/genetics , Luciferases/metabolism , Nitriles/pharmacology , Peroxisome Proliferator-Activated Receptor Gamma Coactivator 1-alpha , Phenols/pharmacology , Phytoestrogens/pharmacology , Receptors, Estrogen/genetics , Recombinant Fusion Proteins/genetics , Recombinant Fusion Proteins/metabolism , Thiazoles/pharmacology , Transcription Factors/genetics , Transfection , ERRalpha Estrogen-Related Receptor
18.
Toxicol Sci ; 135(2): 277-91, 2013 Oct.
Article in English | MEDLINE | ID: mdl-23897986

ABSTRACT

Endocrine-active chemicals can potentially have adverse effects on both humans and wildlife. They can interfere with the body's endocrine system through direct or indirect interactions with many protein targets. Estrogen receptors (ERs) are one of the major targets, and many endocrine disruptors are estrogenic and affect the normal estrogen signaling pathways. However, ERs can also serve as therapeutic targets for various medical conditions, such as menopausal symptoms, osteoporosis, and ER-positive breast cancer. Because of the decades-long interest in the safety and therapeutic utility of estrogenic chemicals, a large number of chemicals have been assayed for estrogenic activity, but these data exist in various sources and different formats that restrict the ability of regulatory and industry scientists to utilize them fully for assessing risk-benefit. To address this issue, we have developed an Estrogenic Activity Database (EADB; http://www.fda.gov/ScienceResearch/BioinformaticsTools/EstrogenicActivityDatabaseEADB/default.htm) and made it freely available to the public. EADB contains 18,114 estrogenic activity data points collected for 8212 chemicals tested in 1284 binding, reporter gene, cell proliferation, and in vivo assays in 11 different species. The chemicals cover a broad chemical structure space and the data span a wide range of activities. A set of tools allow users to access EADB and evaluate potential endocrine activity of chemicals. As a case study, a classification model was developed using EADB for predicting ER binding of chemicals.


Subject(s)
Databases, Chemical , Endocrine Disruptors/toxicity , Endocrine Glands/drug effects , Estrogens/pharmacology , Animals , Humans
19.
Chem Biol Interact ; 203(3): 556-64, 2013 May 25.
Article in English | MEDLINE | ID: mdl-23562765

ABSTRACT

Bisphenol A (BPA), is a well-known endocrine disruptor compound (EDC) that affects the normal development and function of the female and male reproductive system, however the mechanisms of action remain unclear. To investigate the molecular mechanisms of how BPA may affect ten different nuclear receptors, stable cell lines containing individual nuclear receptor ligand binding domain (LBD)-linked to the ß-Gal reporter were examined by a quantitative high throughput screening (qHTS) format in the Tox21 Screening Program of the NIH. The results showed that two receptors, estrogen receptor alpha (ERα) and androgen receptor (AR), are affected by BPA in opposite direction. To confirm the observed effects of BPA on ERα and AR, we performed transient transfection experiments with full-length receptors and their corresponding response elements linked to luciferase reporters. We also included in this study two BPA analogs, bisphenol AF (BPAF) and bisphenol S (BPS). As seen in African green monkey kidney CV1 cells, the present study confirmed that BPA and BPAF act as ERα agonists (half maximal effective concentration EC50 of 10-100 nM) and as AR antagonists (half maximal inhibitory concentration IC50 of 1-2 µM). Both BPA and BPAF antagonized AR function via competitive inhibition of the action of synthetic androgen R1881. BPS with lower estrogenic activity (EC50 of 2.2 µM), did not compete with R1881 for AR binding, when tested at 30 µM. Finally, the effects of BPA were also evaluated in a nuclear translocation assays using EGPF-tagged receptors. Similar to 17ß-estradiol (E2) which was used as control, BPA was able to enhance ERα nuclear foci formation but at a 100-fold higher concentration. Although BPA was able to bind AR, the nuclear translocation was reduced. Furthermore, BPA was unable to induce functional foci in the nuclei and is consistent with the transient transfection study that BPA is unable to activate AR.


Subject(s)
Benzhydryl Compounds/toxicity , Cell Nucleus/drug effects , Cell Nucleus/metabolism , Estrogens, Non-Steroidal/toxicity , Phenols/toxicity , Receptors, Androgen/metabolism , Animals , Cell Line , Cell Nucleus/genetics , Chlorocebus aethiops , Dose-Response Relationship, Drug , Estrogen Receptor alpha/metabolism , Green Fluorescent Proteins/genetics , Green Fluorescent Proteins/metabolism , High-Throughput Screening Assays , Humans , Metribolone/pharmacology , Microbial Sensitivity Tests , Transfection , Translocation, Genetic
20.
Environ Health Perspect ; 121(4): 459-66, 2013 Apr.
Article in English | MEDLINE | ID: mdl-23384675

ABSTRACT

BACKGROUND: Endocrine-disrupting chemicals (EDCs) influence the activity of estrogen receptors (ERs) and alter the function of the endocrine system. However, the diversity of EDC effects and mechanisms of action are poorly understood. OBJECTIVES: We examined the agonistic activity of EDCs through ERα and ERß. We also investigated the effects of EDCs on ER-mediated target genes. METHODS: HepG2 and HeLa cells were used to determine the agonistic activity of EDCs on ERα and ERß via the luciferase reporter assay. Ishikawa cells stably expressing ERα were used to determine changes in endogenous ER target gene expression by EDCs. RESULTS: Twelve EDCs were categorized into three groups on the basis of product class and similarity of chemical structure. As shown by luciferase reporter analysis, the EDCs act as ER agonists in a cell type- and promoter-specific manner. Bisphenol A, bisphenol AF, and 2-2-bis(p-hydroxyphenyl)-1,1,1-trichloroethane (group 1) strongly activated ERα estrogen responsive element (ERE)-mediated responses. Daidzein, genistein, kaempferol, and coumestrol (group 2) activated both ERα and ERß ERE-mediated activities. Endosulfan and kepone (group 3) weakly activated ERα. Only a few EDCs significantly activated the "tethered" mechanism via ERα or ERß. Results of real-time polymerase chain reaction indicated that bisphenol A and bisphenol AF consistently activated endogenous ER target genes, but the activities of other EDCs on changes of ER target gene expression were compound specific. CONCLUSION: Although EDCs with similar chemical structures (in the same group) tended to have comparable ERα and ERß ERE-mediated activities, similar chemical structure did not correlate with previously reported ligand binding affinities of the EDCs. Using ERα-stable cells, we observed that EDCs differentially induced activity of endogenous ER target genes.


Subject(s)
Endocrine Disruptors/pharmacology , Environmental Exposure , Estrogen Receptor alpha/agonists , Estrogen Receptor beta/agonists , Cell Line, Tumor , Environmental Pollutants/pharmacology , Estrogen Receptor alpha/genetics , Estrogen Receptor alpha/metabolism , Estrogen Receptor beta/genetics , Estrogen Receptor beta/metabolism , HeLa Cells , Hep G2 Cells , Humans , Luciferases/metabolism , Male , Real-Time Polymerase Chain Reaction
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