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1.
Cancer ; 129(13): 2064-2074, 2023 07 01.
Artigo em Inglês | MEDLINE | ID: mdl-36942492

RESUMO

BACKGROUND: Clinical trials suggest α-fetoprotein (AFP) reduction may be prognostic among patients with advanced hepatocellular carcinoma. However, the association of AFP reduction with outcomes in real-world settings is unclear. METHODS: Patients with advanced hepatocellular carcinoma between January 1, 2011, and June 30, 2021, first-line tyrosine kinase inhibitor, and baseline and posttreatment AFP values (closest to 8 ± 2 weeks after first-line initiation) were included. AFP reduction was defined as ≥20% decrease from baseline vs <20% or no decrease. Real-world overall survival and progression-free survival (rwPFS) were defined as time from posttreatment AFP measurement to death, and the first progression event or death, respectively. Adjusted hazard ratios (aHRs) were estimated using Cox proportional hazards models adjusted for potential confounders and baseline AFP. Effect modification by baseline AFP and hepatocellular carcinoma risk factors was assessed. RESULTS: Among 533 patients, median baseline AFP was higher in those with AFP reduction than those without (N = 166, 210 µg/L vs N = 367, 150 µg/L). There was a 35% decrease in hazard of death for patients with reduction vs without (aHR = 0.65; 95% CI, 0.52-0.81; median, 10.3 vs 5.9 months). Results were similar for rwPFS (aHR = 0.66; 95% CI, 0.54-0.81; median, 4.6 vs 2.6 months). AFP reduction was associated with better outcomes among patients with baseline AFP ≥400 µg/L or with history of hepatitis B virus, hepatitis C virus, or alcohol use. Only the interaction between baseline AFP and reduction in association with rwPFS was statistically significant. CONCLUSIONS: For certain etiologies, posttreatment AFP change may be more important than baseline AFP for prognosis. Further work should characterize the prognostic implications of longitudinal AFP changes during treatment. PLAIN LANGUAGE SUMMARY: The prognostic value of the change in α-fetoprotein (AFP) concentration after treatment initiation is less established, particularly in real-world settings. Longitudinal data from a large nationwide cohort of patients with advanced hepatocellular carcinoma (HCC) treated with first-line tyrosine kinase inhibitor in routine practice revealed that ≥20% reduction in posttreatment AFP levels was associated with better real-world overall survival and progression-free survival after adjusting for baseline AFP levels and other factors. The results also suggested that the associations may be stronger among patients with a history of HCC risk factors (e.g., hepatitis C virus, alcohol) or with higher baseline AFP levels.


Assuntos
Carcinoma Hepatocelular , Hepatite C , Neoplasias Hepáticas , Humanos , Carcinoma Hepatocelular/patologia , alfa-Fetoproteínas , Neoplasias Hepáticas/patologia , Prognóstico , Estudos Retrospectivos
2.
Clin Pharmacol Ther ; 111(1): 302-309, 2022 01.
Artigo em Inglês | MEDLINE | ID: mdl-34668577

RESUMO

This report examined the benefits and risks of palbociclib plus endocrine therapy (ET) in men with hormone receptor-positive (HR+)/human epidermal growth factor receptor 2-negative (HER2-) metastatic breast cancer (MBC). Palbociclib was evaluated using three independent data sources: real-world data from pharmacy and medical claims, a de-identified real-world data source derived from electronic health records (EHRs), and a global safety database. From medical and pharmacy records, 1,139 men with MBC were identified; in the first-line setting, median duration of treatment was longer with palbociclib plus ET (n = 37, 8.5 months, 95% confidence interval (CI), 4.4-13.0) than ET alone (n = 214, 4.3 months, 95% CI, 3.0-5.7) and specifically, was longer with palbociclib plus letrozole (n = 26, 9.4 months, 95% CI, 4.4-14.0) than letrozole alone (n = 63, 3.0 months, 95% CI, 1.8-4.8). In the EHR-derived database, 59 men received treatment for MBC; real-world response across all lines of therapy in the metastatic setting was reported in 4 of 12 patients (33.3%) in the palbociclib plus ET group vs. 1 of 8 (12.5%) patients in the ET group. Review of the global safety database did not identify any new safety signals in palbociclib-treated men. Real-world data indicated that men with MBC benefit from palbociclib plus ET, with a safety profile consistent with previous observations in women with MBC. Collective data on palbociclib in women and men in this report, including clinical trial data, real-world data, and a well-established risk/benefit profile, led to US approval of an expansion of the palbociclib indication to include men with MBC.


Assuntos
Antineoplásicos Hormonais/uso terapêutico , Antineoplásicos/uso terapêutico , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Neoplasias da Mama Masculina/tratamento farmacológico , Metástase Neoplásica/tratamento farmacológico , Piperazinas/uso terapêutico , Piridinas/uso terapêutico , Demandas Administrativas em Assistência à Saúde , Adulto , Idoso , Antineoplásicos/efeitos adversos , Antineoplásicos Hormonais/efeitos adversos , Protocolos de Quimioterapia Combinada Antineoplásica/efeitos adversos , Inibidores da Aromatase/efeitos adversos , Inibidores da Aromatase/uso terapêutico , Bases de Dados Factuais , Registros Eletrônicos de Saúde , Humanos , Estimativa de Kaplan-Meier , Letrozol/efeitos adversos , Letrozol/uso terapêutico , Masculino , Pessoa de Meia-Idade , Estudos Observacionais como Assunto , Piperazinas/efeitos adversos , Piridinas/efeitos adversos , Estudos Retrospectivos
3.
Health Serv Res ; 56(6): 1281-1287, 2021 12.
Artigo em Inglês | MEDLINE | ID: mdl-33998685

RESUMO

OBJECTIVE: We expanded the previous assessment of a mortality variable suited for real-world evidence-focused oncology research. DATA SOURCE: We used a nationwide electronic health record (EHR)-derived de-identified database. DATA COLLECTION: We included patients with at least 1 of 18 cancer types between January 1, 2011 and December 31, 2017. Patient-level structured data (EHRs, obituaries, and Social Security Death Index) and unstructured EHR data (abstracted) were linked to generate a composite mortality variable. STUDY DESIGN: We benchmarked sensitivity, specificity, positive predictive value (PPV), negative predictive value (NPV), and ±15-day agreement against the National Death Index (NDI). Real-world overall survival (rwOS) was estimated using the Kaplan-Meier method. We performed sensitivity analyses using a smaller patient cohort that underwent next-generation sequencing testing. PRINCIPAL FINDINGS: Compared with the NDI across 18 cancer types (overall N = 160 436): sensitivity, 83.9%-91.5% (17/18 cancer types had sensitivity ≥85.0%); specificity, 93.5%-99.7%; PPV, 96.3%-98.3%; NPV, 75.0%-98.7%; ±15-day agreement, 95.6%-97.6%; and median rwOS estimates ranging from 2.8% to 12.7% greater. Sensitivity analysis results (n = 17 540) were consistent with the main analysis. CONCLUSIONS: Across all cancer types analyzed, this composite mortality variable showed high sensitivity, specificity, PPV, NPV, and ±15-day agreement, and yielded median rwOS values modestly overestimated when compared to NDI-based results.


Assuntos
Gerenciamento de Dados , Bases de Dados Factuais/estatística & dados numéricos , Oncologia , Neoplasias/mortalidade , Valor Preditivo dos Testes , Registros Eletrônicos de Saúde , Humanos , Sensibilidade e Especificidade , Estados Unidos
4.
Curr Med Res Opin ; 37(7): 1179-1187, 2021 07.
Artigo em Inglês | MEDLINE | ID: mdl-33970738

RESUMO

OBJECTIVE: This retrospective observational study described baseline characteristics, real-world treatment patterns, and outcomes among patients with metastatic breast cancer treated with abemaciclib in the United States. METHODS: De-identified electronic health record-derived data were used to describe patients who began abemaciclib treatment on or after 30 June 2016 and ≥4 months before data cutoff (31 December 2018). Real-world response (rwR) and real-world progression assessments were abstracted from clinical documentation. Descriptive statistics were used to calculate the real-world best response. The Kaplan-Meier method estimated real-world time to first response (rwTTFR) and real-world progression-free survival (rwPFS). RESULTS: The median age of 118 female patients at abemaciclib initiation was 66.5 years (interquartile range, 57.0, 73.0). The breakdown of patients who received abemaciclib in first, second, third, or later lines was 28.8%, 21.2%, 20.3%, and 29.7%, respectively. Patients received abemaciclib as monotherapy (12.7%) or in combination with endocrine therapy: fulvestrant (59.3%); aromatase inhibitor (22.9%); aromatase inhibitor and fulvestrant (5.1%). There were 68 patients (57.6%) with ≥1 rwR assessment: 41.2% with a real-world complete response or real-world partial response. Median rwTTFR was 3.6 months (95% confidence interval, 3.5, 5.2). Twelve-month rwPFS probability was 61.7%. CONCLUSIONS: This study represents utilization and outcomes associated with abemaciclib approximately 1 year following FDA approval. Treatment patterns demonstrated heterogeneity and, as in clinical trials, patients appeared to benefit from abemaciclib treatment in the real world. More research investigating outcomes associated with abemaciclib treatment is needed, with larger samples and longer follow-up to enable closer evaluation by subgroup, regimen, and line of therapy.


Assuntos
Neoplasias da Mama , Aminopiridinas , Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Benzimidazóis , Neoplasias da Mama/tratamento farmacológico , Feminino , Humanos , Receptor ErbB-2 , Receptores de Estrogênio
5.
Clin Lung Cancer ; 21(5): 389-394.e3, 2020 09.
Artigo em Inglês | MEDLINE | ID: mdl-32409266

RESUMO

BACKGROUND: Clinical trials of anti-programmed cell death ligand 1 (PD-L1) inhibitor to treat advanced non-small-cell lung cancer (aNSCLC) have permitted treatment beyond progression (TBP). However, the outcomes of patients receiving TBP in routine clinical care are unknown. MATERIALS AND METHODS: The present retrospective, observational, multicenter analysis evaluated de-identified electronic health record-derived data from community-based clinics in the United States. The patients had confirmed aNSCLC, had started anti-PD-L1 inhibitor therapy (nivolumab, pembrolizumab, or atezolizumab) before October 1, 2018, and had experienced a real-world progression (rwP) event. The study period ended March 31, 2019. The primary objective was to compare the overall survival (OS) of patients who had discontinued immunotherapy ≤ 30 days (non-TBP) compared with > 30 days after rwP (TBP). Descriptive analyses were performed. The Kaplan-Meier method and log-rank test were conducted for OS. An adjusted multivariable Cox proportional hazards regression model was also used. RESULTS: Overall, the data from 4223 patients were analyzed; 2555 (60.5%) and 1668 (39.5%) in the non-TBP and TBP cohorts, respectively. The median treatment duration for the non-TBP and TBP patients was 2.8 and 9.1 months (log-rank test, P < .001), respectively. The TBP group experienced longer unadjusted OS compared with the non-TBP group (11.5 vs. 5.1 months; log-rank test, P < .001). After adjusting for clinically relevant patient characteristics, the TBP OS benefit persisted (adjusted hazard ratio, 0.69; P < .001). CONCLUSIONS: TBP with PD-L1 inhibitor therapy is common in aNSCLC routine care and is potentially effective. These results support clinical trial observations likely to affect practice patterns.


Assuntos
Adenocarcinoma de Pulmão/mortalidade , Antígeno B7-H1/antagonistas & inibidores , Carcinoma Pulmonar de Células não Pequenas/mortalidade , Carcinoma de Células Escamosas/mortalidade , Inibidores de Checkpoint Imunológico/uso terapêutico , Neoplasias Pulmonares/mortalidade , Adenocarcinoma de Pulmão/tratamento farmacológico , Adenocarcinoma de Pulmão/patologia , Idoso , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Carcinoma Pulmonar de Células não Pequenas/patologia , Carcinoma de Células Escamosas/tratamento farmacológico , Carcinoma de Células Escamosas/patologia , Progressão da Doença , Feminino , Seguimentos , Humanos , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/patologia , Masculino , Pessoa de Meia-Idade , Prognóstico , Estudos Retrospectivos , Taxa de Sobrevida
6.
Cancer ; 125(22): 4019-4032, 2019 Nov 15.
Artigo em Inglês | MEDLINE | ID: mdl-31381142

RESUMO

BACKGROUND: Despite the rapid adoption of immunotherapies in advanced non-small cell lung cancer (advNSCLC), knowledge gaps remain about their real-world (rw) performance. METHODS: This retrospective, observational, multicenter analysis used the Flatiron Health deidentified electronic health record-derived database of rw patients with advNSCLC who received treatment with PD-1 and/or PD-L1 (PD-[L]1) inhibitors before July 1, 2017 (N = 5257) and had ≥6 months of follow-up. The authors investigated PD-(L)1 line of treatment and PD-L1 testing rates and the relationship between overall survival (OS) and rw intermediate endpoints: progression-free survival (rwPFS), rw time to progression (rwTTP), rw time to next treatment (rwTTNT), and rw time to discontinuation (rwTTD). RESULTS: First-line PD-(L)1 inhibitor use increased from 0% (in the third quarter of 2014 [Q3 2014]) to 42% (Q2 2017) over the study period. PD-L1 testing also increased (from 3% in Q3 2015 to 70% in Q2 2017). The estimated median OS was 9.3 months (95% CI, 8.9-9.8 months), and the estimated rwPFS was 3.2 months (95% CI, 3.1-3.3 months). Longer OS and rwPFS were associated with ≥50% PD-L1 percentage staining results. Correlations (⍴) between OS and intermediate endpoints were ⍴ = 0.75 (95% CI, 0.73-0.76) for rwPFS and ⍴ = 0.60 (95% CI, 0.57-0.63) for rwTTP, and, for treatment-based intermediate endpoints, correlations were ⍴ = 0.60 (95% CI, 0.56-0.64) for rwTTNT (N = 856) and ⍴ = 0.81 (95% CI, 0.80-0.82) for rwTTD. CONCLUSIONS: The use of first-line PD-(L)1 inhibitors and PD-L1 testing has substantially increased, with better outcomes for patients who have ≥50% PD-L1 percentage staining. Intermediate rw tumor-dynamics estimates were moderately correlated with OS in patients with advNSCLC who received immunotherapy, highlighting the need for optimizing and standardizing rw endpoints to enhance the understanding of patient outcomes outside clinical trials.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/epidemiologia , Neoplasias Pulmonares/epidemiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Biomarcadores Tumorais , Carcinoma Pulmonar de Células não Pequenas/diagnóstico , Carcinoma Pulmonar de Células não Pequenas/etiologia , Carcinoma Pulmonar de Células não Pequenas/terapia , Gerenciamento Clínico , Progressão da Doença , Feminino , Seguimentos , Humanos , Imunoterapia , Neoplasias Pulmonares/diagnóstico , Neoplasias Pulmonares/etiologia , Neoplasias Pulmonares/terapia , Masculino , Pessoa de Meia-Idade , Estadiamento de Neoplasias , Estudos Retrospectivos , Resultado do Tratamento
7.
JAMA ; 321(14): 1391-1399, 2019 04 09.
Artigo em Inglês | MEDLINE | ID: mdl-30964529

RESUMO

Importance: Data sets linking comprehensive genomic profiling (CGP) to clinical outcomes may accelerate precision medicine. Objective: To assess whether a database that combines EHR-derived clinical data with CGP can identify and extend associations in non-small cell lung cancer (NSCLC). Design, Setting, and Participants: Clinical data from EHRs were linked with CGP results for 28 998 patients from 275 US oncology practices. Among 4064 patients with NSCLC, exploratory associations between tumor genomics and patient characteristics with clinical outcomes were conducted, with data obtained between January 1, 2011, and January 1, 2018. Exposures: Tumor CGP, including presence of a driver alteration (a pathogenic or likely pathogenic alteration in a gene shown to drive tumor growth); tumor mutation burden (TMB), defined as the number of mutations per megabase; and clinical characteristics gathered from EHRs. Main Outcomes and Measures: Overall survival (OS), time receiving therapy, maximal therapy response (as documented by the treating physician in the EHR), and clinical benefit rate (fraction of patients with stable disease, partial response, or complete response) to therapy. Results: Among 4064 patients with NSCLC (median age, 66.0 years; 51.9% female), 3183 (78.3%) had a history of smoking, 3153 (77.6%) had nonsquamous cancer, and 871 (21.4%) had an alteration in EGFR, ALK, or ROS1 (701 [17.2%] with EGFR, 128 [3.1%] with ALK, and 42 [1.0%] with ROS1 alterations). There were 1946 deaths in 7 years. For patients with a driver alteration, improved OS was observed among those treated with (n = 575) vs not treated with (n = 560) targeted therapies (median, 18.6 months [95% CI, 15.2-21.7] vs 11.4 months [95% CI, 9.7-12.5] from advanced diagnosis; P < .001). TMB (in mutations/Mb) was significantly higher among smokers vs nonsmokers (8.7 [IQR, 4.4-14.8] vs 2.6 [IQR, 1.7-5.2]; P < .001) and significantly lower among patients with vs without an alteration in EGFR (3.5 [IQR, 1.76-6.1] vs 7.8 [IQR, 3.5-13.9]; P < .001), ALK (2.1 [IQR, 0.9-4.0] vs 7.0 [IQR, 3.5-13.0]; P < .001), RET (4.6 [IQR, 1.7-8.7] vs 7.0 [IQR, 2.6-13.0]; P = .004), or ROS1 (4.0 [IQR, 1.2-9.6] vs 7.0 [IQR, 2.6-13.0]; P = .03). In patients treated with anti-PD-1/PD-L1 therapies (n = 1290, 31.7%), TMB of 20 or more was significantly associated with improved OS from therapy initiation (16.8 months [95% CI, 11.6-24.9] vs 8.5 months [95% CI, 7.6-9.7]; P < .001), longer time receiving therapy (7.8 months [95% CI, 5.5-11.1] vs 3.3 months [95% CI, 2.8-3.7]; P < .001), and increased clinical benefit rate (80.7% vs 56.7%; P < .001) vs TMB less than 20. Conclusions and Relevance: Among patients with NSCLC included in a longitudinal database of clinical data linked to CGP results from routine care, exploratory analyses replicated previously described associations between clinical and genomic characteristics, between driver mutations and response to targeted therapy, and between TMB and response to immunotherapy. These findings demonstrate the feasibility of creating a clinicogenomic database derived from routine clinical experience and provide support for further research and discovery evaluating this approach in oncology.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/genética , Bases de Dados Genéticas , Registros Eletrônicos de Saúde , Imunoterapia , Neoplasias Pulmonares/genética , Mutação , Idoso , Biomarcadores Tumorais/análise , Carcinoma Pulmonar de Células não Pequenas/terapia , Conjuntos de Dados como Assunto , Feminino , Perfilação da Expressão Gênica , Genômica , Genótipo , Humanos , Masculino , Registro Médico Coordenado , Pessoa de Meia-Idade , Medicina de Precisão , Receptor de Morte Celular Programada 1/análise
8.
Pharmacoepidemiol Drug Saf ; 28(5): 572-581, 2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-30873729

RESUMO

PURPOSE: The aim of this study was to assess the impact of missing death data on survival analyses conducted in an oncology EHR-derived database. METHODS: The study was conducted using the Flatiron Health oncology database and the National Death Index (NDI) as a gold standard. Three analytic frameworks were evaluated in advanced non-small cell lung cancer (aNSCLC) patients: median overall survival [mOS]), relative risk estimates conducted within the EHR-derived database, and "external control arm" analyses comparing an experimental group augmented with mortality data from the gold standard to a control group from the EHR-derived database only. The hazard ratios (HRs) obtained within the EHR-derived database (91% sensitivity) and the external control arm analyses, were compared with results when both groups were augmented with mortality data from the gold standard. The above analyses were repeated using simulated lower mortality sensitivities to understand the impact of more extreme levels of missing deaths. RESULTS: Bias in mOS ranged from modest (0.6-0.9 mos.) in the EHR-derived cohort with (91% sensitivity) to substantial when lower sensitivities were generated through simulation (3.3-9.7 mos.). Overall, small differences were observed in the HRs for the EHR-derived cohort across comparative analyses when compared with HRs obtained using the gold standard data source. When only one treatment arm was subject to estimation bias, the bias was slightly more pronounced, but increased substantially when lower sensitivities were simulated. CONCLUSIONS: The impact on survival analysis is minimal with high mortality sensitivity with only modest impact associated within external control arm applications.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/mortalidade , Atestado de Óbito , Registros Eletrônicos de Saúde/estatística & dados numéricos , Neoplasias Pulmonares/mortalidade , Análise de Sobrevida , Idoso , Estudos de Coortes , Bases de Dados Factuais , Registros Eletrônicos de Saúde/normas , Feminino , Humanos , Armazenamento e Recuperação da Informação , Masculino , Pessoa de Meia-Idade , Estudos Retrospectivos
9.
Oncologist ; 24(5): 648-656, 2019 05.
Artigo em Inglês | MEDLINE | ID: mdl-30591549

RESUMO

BACKGROUND: Evidence from cancer clinical trials has strong internal validity but can be difficult to generalize to real-world patient populations. Here we analyzed real-world outcomes of patients with metastatic non-small cell lung cancer (mNSCLC) treated with programmed cell death protein 1 (PD-1) inhibitors in the first year following U.S. regulatory approval. MATERIALS AND METHODS: This retrospective study leveraged electronic health record (EHR) data collected during routine patient care in community cancer care clinics. The cohort included patients with mNSCLC who had received nivolumab or pembrolizumab for metastatic disease (n = 1,344) with >1 EHR-documented visit from January 1, 2011, to March 31, 2016. Patients with a > 90-day gap between advanced disease diagnosis and first EHR structured data entry were excluded. RESULTS: Estimated median overall survival (OS) was 8.0 months (95% confidence interval 7.4-9.0 months). Estimated median OS was 4.7 months (3.4-6.6) for patients with anaplastic lymphoma kinase rearrangement- and epidermal growth factor receptor mutation-positive tumors, and 8.6 months (7.7-10.6) for patients without such mutations. Age at PD-1 inhibitor initiation or line of therapy did not impact OS. CONCLUSION: This analysis suggests OS in real-world patients may be shorter than in conventional clinical trial patient cohorts, potentially due to narrow trial eligibility criteria. The lack of difference in OS by line of therapy or age at immunotherapy initiation suggests sustained benefit of PD-1 inhibitors in multitreated patients with mNSCLC and that age is not a predictor of outcome. Further studies are underway in patients with comorbidities, organ dysfunction, and multiple prior therapies. IMPLICATIONS FOR PRACTICE: This study evaluated data derived from electronic health records of patients with metastatic non-small cell lung cancer treated with programmed cell death protein 1 (PD-1) inhibitors in the year following regulatory approval. This real-world cohort had shorter overall survival (OS) indexed to PD-1 inhibitor initiation than reported in clinical trials. Late-line treatment did not influence OS, and patients aged >75 at immunotherapy initiation did not have worse outcomes than younger patients. As new therapies enter clinical practice, real-world data can complement clinical trial evidence providing information on generalizability and helping inform clinical treatment decisions.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Receptor de Morte Celular Programada 1/antagonistas & inibidores , Idoso , Idoso de 80 Anos ou mais , Carcinoma Pulmonar de Células não Pequenas/mortalidade , Carcinoma Pulmonar de Células não Pequenas/patologia , Feminino , Humanos , Neoplasias Pulmonares/patologia , Masculino , Pessoa de Meia-Idade , Metástase Neoplásica , Análise de Sobrevida , Estados Unidos
10.
Health Aff (Millwood) ; 37(5): 765-772, 2018 05.
Artigo em Inglês | MEDLINE | ID: mdl-29733723

RESUMO

The majority of US adult cancer patients today are diagnosed and treated outside the context of any clinical trial (that is, in the real world). Although these patients are not part of a research study, their clinical data are still recorded. Indeed, data captured in electronic health records form an ever-growing, rich digital repository of longitudinal patient experiences, treatments, and outcomes. Likewise, genomic data from tumor molecular profiling are increasingly guiding oncology care. Linking real-world clinical and genomic data, as well as information from other co-occurring data sets, could create study populations that provide generalizable evidence for precision medicine interventions. However, the infrastructure required to link, ensure quality, and rapidly learn from such composite data is complex. We outline the challenges and describe a novel approach to building a real-world clinico-genomic database of patients with cancer. This work represents a case study in how data collected during routine patient care can inform precision medicine efforts for the population at large. We suggest that health policies can promote innovation by defining appropriate uses of real-world evidence, establishing data standards, and incentivizing data sharing.


Assuntos
Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Carcinoma Pulmonar de Células não Pequenas/genética , Disseminação de Informação , Neoplasias Pulmonares/tratamento farmacológico , Neoplasias Pulmonares/genética , Proteínas Proto-Oncogênicas p21(ras)/genética , Registros Eletrônicos de Saúde , Feminino , Seguimentos , Genômica , Humanos , Terapia de Alvo Molecular , Prognóstico , Inibidores de Proteínas Quinases/uso terapêutico , Proteínas Proto-Oncogênicas p21(ras)/efeitos dos fármacos , Sirolimo/análogos & derivados , Sirolimo/uso terapêutico , Resultado do Tratamento
11.
Oncologist ; 23(3): 328-336, 2018 03.
Artigo em Inglês | MEDLINE | ID: mdl-29317551

RESUMO

BACKGROUND: Evidence from cancer clinical trials can be difficult to generalize to real-world patient populations, but can be complemented by real-world evidence to optimize personalization of care. Further, real-world usage patterns of programmed cell death protein 1 (PD-1) inhibitors following approval can inform future studies of subpopulations underrepresented in clinical trials. MATERIALS AND METHODS: We performed a multicenter analysis using electronic health record data collected during routine care of patients treated in community cancer care clinics in the Flatiron Health network. Real-world metastatic non-small cell lung cancer (NSCLC) patients who received nivolumab or pembrolizumab in the metastatic setting (n = 1,344) were selected from a starting random sample of 55,969 NSCLC patients with two or more documented visits from January 1, 2011, through March 31, 2016. The primary study outcome measurement was demographic and treatment characteristics of the cohort. RESULTS: Median age at PD-1 inhibitor initiation was 69 years (interquartile range 61-75). Patients were 56% male, 88% smokers, 65% nonsquamous histology, and 64% diagnosed at stage IV. Of 1,344 patients, 112 (8%) were tested for programmed death-ligand 1 expression. Overall, 50% received nivolumab or pembrolizumab in the second line, with a substantial proportion of third and later line use that began to decline in Q4 2015. CONCLUSION: During the year following U.S. regulatory approval of PD-1 inhibitors for treatment of NSCLC, real-world patients receiving nivolumab or pembrolizumab were older at treatment initiation and more had smoking history relative to clinical trial cohorts. Studies of outcomes in underrepresented subgroups are needed to inform real-world treatment decisions. IMPLICATIONS FOR PRACTICE: Evidence gathered in conventional clinical trials used to assess safety and efficacy of new therapies is not necessarily generalizable to real-world patients receiving these drugs following regulatory approval. Real-world evidence derived from electronic health record data can yield complementary evidence to enable optimal clinical decisions. Examined here is a cohort of programmed cell death protein 1 inhibitor-treated metastatic non-small cell lung cancer patients in the first year following regulatory approval of these therapies in this indication. The analysis revealed how the real-world cohort differed from the clinical trial cohorts, which will inform which patients are underrepresented and warrant additional studies.


Assuntos
Anticorpos Monoclonais Humanizados/uso terapêutico , Antineoplásicos Imunológicos/uso terapêutico , Carcinoma Pulmonar de Células não Pequenas/tratamento farmacológico , Neoplasias Pulmonares/tratamento farmacológico , Nivolumabe/uso terapêutico , Adulto , Idoso , Idoso de 80 Anos ou mais , Antígeno B7-H1/metabolismo , Biomarcadores Tumorais/metabolismo , Carcinoma Pulmonar de Células não Pequenas/patologia , Registros Eletrônicos de Saúde/estatística & dados numéricos , Feminino , Humanos , Neoplasias Pulmonares/patologia , Masculino , Pessoa de Meia-Idade , Metástase Neoplásica , Estadiamento de Neoplasias , Padrões de Prática Médica
12.
Environ Health Perspect ; 125(9): 097005, 2017 09 07.
Artigo em Inglês | MEDLINE | ID: mdl-28934722

RESUMO

BACKGROUND: Rice contains arsenic, a known skin carcinogen. Rice intake has been associated with arsenic-related skin lesions in South Asia, but its association with skin cancers is as yet unknown. OBJECTIVES: We aimed to investigate whether rice intake contributes to urinary arsenic concentration and risk of squamous cell carcinoma (SCC) of the skin in a U.S. population. METHODS: Rice consumption was assessed using a food frequency questionnaire administered as part of a population-based case-control study of 487 SCC cases and 462 age- and gender-matched controls. Arsenic concentration in household tap water and urine samples were measured using inductively coupled mass spectrometry (ICP-MS) and high-resolution ICP-MS, respectively. Odds ratios (OR) for SCC associated with the frequency of rice consumption were estimated using logistic regression, with adjustment for age, gender, and caloric intake. RESULTS: Those who reported any rice consumption had higher urinary arsenic concentrations than those who did not consume rice, and the association was most pronounced among those with <1µg/L arsenic in their household water (19.2% increase in total urinary arsenic, 95% CI: 5.0, 35.3%). Any rice consumption was associated with a 1.5-fold (95% CI: 1.1, 2.0) higher odds of SCC compared with those who reported no rice consumption, and the relation appeared to be largely among those with <1µg/L water arsenic. CONCLUSION: Rice consumption may be related to the occurrence of SCC in the United States, especially among those with relatively low drinking water arsenic exposure. https://doi.org/10.1289/EHP1065.


Assuntos
Arsênio/urina , Carcinoma de Células Escamosas/epidemiologia , Dieta/estatística & dados numéricos , Exposição Ambiental/estatística & dados numéricos , Poluentes Ambientais/urina , Contaminação de Alimentos/estatística & dados numéricos , Oryza , Neoplasias Cutâneas/epidemiologia , Estudos de Casos e Controles , Feminino , Humanos , Modelos Logísticos , Masculino , Razão de Chances , Estados Unidos/epidemiologia
13.
Environ Res ; 156: 426-433, 2017 07.
Artigo em Inglês | MEDLINE | ID: mdl-28410520

RESUMO

INTRODUCTION: Accumulating evidence indicates that arsenic (As), a potent environmental toxicant, may increase cardiovascular disease risk and adversely affect endothelial function at high levels of exposure. Pregnancy is a vulnerable time for both mother and child; however, studies examining the association between prenatal As exposure and plasma biomarkers of inflammation and endothelial function in mothers and newborns are lacking. METHODS: We examined maternal urinary As levels at gestational weeks 24-28 and levels of inflammatory biomarkers in plasma from 563 pregnant women and 500 infants' cord blood. We assessed a multiplexed panel of circulating inflammatory and endothelial function markers, including tumor necrosis factor alpha (TNFα), monocyte chemoattractant protein 1 (MCP1), intercellular adhesion molecule (ICAM1) and vascular cell adhesion molecule (VCAM1). RESULTS: Compared with the bottom tertile, the highest tertile of maternal urinary As during pregnancy was associated with a 145.2ng/ml (95% CI 4.1, 286.3; p=0.04) increase in cord blood ICAM1 and 557.3ng/ml (95% CI -56.4, 1171.1; p=0.09) increase in cord blood VCAM1. Among mothers, the highest tertile of maternal urinary As during pregnancy was related to a 141.8ng/ml (95% CI 26.1, 257.5; p=0.02) increase maternal plasma VCAM1 levels. Urinary As was unrelated to MCP1 or TNFα in maternal plasma and cord blood. In structural equation models, the association between maternal urinary As and infant VCAM was mediated by maternal levels of VCAM (ßmediation: 0.024, 95% CI: 0.002, 0.050). CONCLUSION: Our observations indicate that As exposure during pregnancy may affect markers of vascular health and endothelial function in both pregnant women and children, and suggest further investigation of the potential impacts on cardiovascular health in these susceptible populations.


Assuntos
Arsênio/toxicidade , Endotélio/efeitos dos fármacos , Sangue Fetal/química , Exposição Materna , Efeitos Tardios da Exposição Pré-Natal/induzido quimicamente , Adolescente , Adulto , Arsênio/sangue , Arsênio/urina , Biomarcadores/sangue , Biomarcadores/urina , Estudos de Coortes , Feminino , Humanos , Recém-Nascido , Inflamação/sangue , Inflamação/induzido quimicamente , Inflamação/epidemiologia , Inflamação/urina , Masculino , Pessoa de Meia-Idade , New Hampshire/epidemiologia , Gravidez , Efeitos Tardios da Exposição Pré-Natal/sangue , Efeitos Tardios da Exposição Pré-Natal/epidemiologia , Efeitos Tardios da Exposição Pré-Natal/urina , Adulto Jovem
14.
Sci Total Environ ; 586: 1237-1244, 2017 May 15.
Artigo em Inglês | MEDLINE | ID: mdl-28233618

RESUMO

Rice accumulates 10-fold higher inorganic arsenic (i-As), an established human carcinogen, than other grains. This review summarizes epidemiologic studies that examined the association between rice consumption and biomarkers of arsenic exposure. After reviewing the literature we identified 20 studies, among them included 18 observational and 2 human experimental studies that reported on associations between rice consumption and an arsenic biomarker. Among individuals not exposed to contaminated water, rice is a source of i-As exposure - rice consumption has been consistently related to arsenic biomarkers, and the relationship has been clearly demonstrated in experimental studies. Early-life i-As exposure is of particular concern due to its association with lifelong adverse health outcomes. Maternal rice consumption during pregnancy also has been associated with infant toenail total arsenic concentrations indicating that dietary exposure during pregnancy results in fetal exposure. Thus, the collective evidence indicates that rice is an independent source of arsenic exposure in populations around the world and highlights the importance of investigating its affect on health.


Assuntos
Arsênio/análise , Exposição Dietética , Contaminação de Alimentos/análise , Oryza , Feminino , Humanos , Recém-Nascido , Exposição Materna , Gravidez
15.
Environ Health ; 15(1): 106, 2016 11 08.
Artigo em Inglês | MEDLINE | ID: mdl-27825389

RESUMO

BACKGROUND: Gestational diabetes mellitus (GDM) is a major pregnancy complication with detrimental effects for both mothers and their children. Accumulating evidence has suggested a potential role for arsenic (As) exposure in the development of GDM, but current studies have not assessed As exposure from water, urine or toenail samples. METHODS: We investigated the association between As exposure and risk of glucose intolerance and GDM among 1151 women enrolled in the New Hampshire Birth Cohort Study. Arsenic was measured in home well water and via biomarkers (i.e., maternal urine collected ~24-28 weeks gestation and toenail clippings collected 2 weeks postpartum). RESULTS: A total of 105 (9.1 %) of women were diagnosed with glucose intolerance and 14 (1.2 %) of women were diagnosed with GDM. A total of 10.3 % of women had water As levels above 10 µg/L, with a mean As level of 4.2. Each 5 µg/L increase in As concentration in home well water was associated with a ~10 % increased odds of GDM (OR: 1.1, 95 % CI 1.0, 1.2). A positive and statistically significant association also was observed between toenail As and GDM (OR: 4.5, 95 % CI 1.2, 16.6), but not urinary arsenic (OR: 0.8, 95 % CI 0.3, 2.4). In a stratified analysis, the association between water As and GDM and glucose intolerance was largely limited to obese women (OR: 1.7, 95 % CI 1.0, 2.8). CONCLUSIONS: Our findings support the role of As exposure via water from private wells in the incidence of GDM and that this association may be modified by body composition.


Assuntos
Arsênio , Diabetes Gestacional/epidemiologia , Poluentes Ambientais , Intolerância à Glucose/epidemiologia , Exposição Materna , Adulto , Arsênio/análise , Arsênio/urina , Estudos de Coortes , Diabetes Gestacional/metabolismo , Diabetes Gestacional/urina , Monitoramento Ambiental , Poluentes Ambientais/análise , Poluentes Ambientais/urina , Feminino , Intolerância à Glucose/metabolismo , Intolerância à Glucose/urina , Água Subterrânea/análise , Humanos , Unhas/química , New Hampshire/epidemiologia , Obesidade/epidemiologia , Obesidade/metabolismo , Obesidade/urina , Razão de Chances , Gravidez , Abastecimento de Água
16.
Int J Cancer ; 139(2): 300-9, 2016 07 15.
Artigo em Inglês | MEDLINE | ID: mdl-26941014

RESUMO

Men are at a higher risk of developing both squamous cell carcinoma (SCC) and basal cell carcinoma (BCC) than women, but there is emerging evidence that women may be experiencing greater increases in the incidence rates of these malignancies than men. One possible explanation is the expanding use of sex steroids among women, although only a few studies have examined this hypothesis. As part of a population-based, case-control study of women in New Hampshire, USA, we sought to evaluate the risk of SCC, BCC, and early-onset BCC in relation to exogenous and endogenous sex hormones. We found that oral contraceptive (OC) use was associated with an increased risk of SCC (OR = 1.4, 95% CI = 1.1-1.8) and BCC (OR = 1.4, 95% CI = 1.0-1.8), particularly high estrogen dose (>50 mg) OC use. Hormone replacement therapy (HRT) use also related to SCC, with an elevated OR largely for progestin use (OR = 1.4, 95% CI = 1.1-1.8). Additionally, both OC use and combination HRT use were associated with more aggressive BCC subtypes. In contrast, menstrual and reproductive history did not appear to influence keratinocyte cancer risk in our data. Our findings provide evidence that use of sex steroids may enhance risk of keratinocyte cancer.


Assuntos
Carcinoma Basocelular/epidemiologia , Carcinoma Basocelular/etiologia , Carcinoma de Células Escamosas/epidemiologia , Carcinoma de Células Escamosas/etiologia , Hormônios Esteroides Gonadais/efeitos adversos , Queratinócitos/patologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Carcinoma Basocelular/patologia , Carcinoma de Células Escamosas/patologia , Estudos de Casos e Controles , Anticoncepcionais Orais Hormonais/efeitos adversos , Feminino , Hormônios Esteroides Gonadais/metabolismo , Humanos , Incidência , Queratinócitos/metabolismo , Pessoa de Meia-Idade , New Hampshire , Razão de Chances , Vigilância da População , Risco , Neoplasias Cutâneas/epidemiologia , Neoplasias Cutâneas/etiologia , Estados Unidos/epidemiologia
17.
Cancer Med ; 5(6): 1239-50, 2016 06.
Artigo em Inglês | MEDLINE | ID: mdl-26899857

RESUMO

Squamous cell carcinoma (SCC) of the skin is a malignancy arising from epithelial keratinocytes. Experimental and epidemiologic evidence raise the possibility that human polyomaviruses (PyV) may be associated with the occurrence of SCC. To investigate whether the risk for SCC was associated with PyV infection, seropositivity to 10 PyV types was assessed following diagnosis in a population-based case-control study conducted in the United States. A total of 253 SCC cases and 460 age group and gender-matched controls were included. Antibody response against each PyV was measured using a multiplex serology-based glutathione S-transferase capture assay of recombinantly expressed VP1 capsid proteins. Odds ratios (OR) for SCC associated with seropositivity to each PyV type were estimated using logistic regression, with adjustment for potentially confounding factors. SCC cases were seropositive for a greater number of PyVs than controls (P = 0.049). Those who were JC seropositive had increased odds of SCC when compared to those who were JC seronegative (OR = 1.37, 95% CI: 0.98-1.90), with an increasing trend in SCC risk with increasing quartiles of seroreactivity (P for trend = 0.04). There were no clear associations between SCC risk and serostatus for other PyV types. This study provides limited evidence that infection with certain PyVs may be related to the occurrence of SCC in the general population of the United States.


Assuntos
Carcinoma de Células Escamosas/epidemiologia , Carcinoma de Células Escamosas/etiologia , Infecções por Papillomavirus/complicações , Polyomavirus , Neoplasias Cutâneas/epidemiologia , Neoplasias Cutâneas/etiologia , Adulto , Idoso , Estudos de Casos e Controles , Feminino , Humanos , Incidência , Masculino , Pessoa de Meia-Idade , New Hampshire/epidemiologia , Razão de Chances , Infecções por Papillomavirus/virologia , Polyomavirus/classificação , Vigilância da População , Fatores de Risco
18.
Cancer Epidemiol Biomarkers Prev ; 25(5): 736-44, 2016 05.
Artigo em Inglês | MEDLINE | ID: mdl-26908434

RESUMO

BACKGROUND: Merkel cell polyomavirus (PyV) is causally related to Merkel cell carcinoma, a rare skin malignancy. Little is known about the serostability of other PyVs over time or associations with cutaneous squamous cell carcinoma (SCC). METHODS: As part of a U.S. nested case-control study, antibody response against the PyV VP1 capsid proteins of BK and John Cunningham virus (JC) was measured using multiplex serology on 113 SCC cases and 229 gender, age, and study center-matched controls who had a prior keratinocyte cancer. Repeated serum samples from controls and both pre and postdiagnosis samples from a subset of SCC cases were also tested. Odds ratios (OR) for SCC associated with seropositivity to each PyV type were estimated using conditional logistic regression. RESULTS: Among controls, BK and JC seroreactivity was stable over time, with intraclass correlation coefficients of 0.86 for BK and 0.94 for JC. Among cases, there was little evidence of seroconversion following SCC diagnosis. JC seropositivity prior to diagnosis was associated with an elevated risk of SCC (OR = 2.54; 95% CI, 1.23-5.25), and SCC risk increased with increasing quartiles of JC (Ptrend = 0.004) and BK (Ptrend = 0.02) seroreactivity. CONCLUSIONS: PyV antibody levels were stable over time and following an SCC diagnosis. A history of PyV infection may be involved in the occurrence of SCC in a population at high risk for this malignancy. IMPACT: A single measure of PyV seroreactivity appears a reliable indicator of long-term antibody status, and PyV exposure may be a risk factor for subsequent SCC. Cancer Epidemiol Biomarkers Prev; 25(5); 736-44. ©2016 AACR.


Assuntos
Carcinoma de Células Escamosas/etiologia , Poliomavírus das Células de Merkel/imunologia , Infecções por Polyomavirus/complicações , Neoplasias Cutâneas/etiologia , Adulto , Idoso , Idoso de 80 Anos ou mais , Carcinoma de Células Escamosas/patologia , Estudos de Casos e Controles , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , Infecções por Polyomavirus/virologia , Estudos Prospectivos , Neoplasias Cutâneas/patologia , Estados Unidos
19.
Am J Epidemiol ; 183(1): 61-9, 2016 Jan 01.
Artigo em Inglês | MEDLINE | ID: mdl-26667254

RESUMO

Polyomaviruses (PyV) are potentially tumorigenic in humans. However, limited data exist on the population seroprevalence of PyVs and individual characteristics that relate to seropositivity. Using multiplex serology, we determined the seroprevalence of 10 human PyVs (BK, JC, KI, WU, MCV, HPyV6, HPyV7, TSV, HPyV9, and HPyV10) among controls from a population-based skin cancer case-control study (n = 460) conducted in New Hampshire between 1993 and 1995. On a subset of participants (n = 194), methylation at CpG dinucleotides across the genome was measured in peripheral blood using the Illumina Infinium HumanMethylation27 BeadChip array (Illumina Inc., San Diego, California), from which lymphocyte subtype proportions were inferred. All participants were seropositive for at least 1 PyV, with seroprevalences ranging from 17.6% (HPyV9) to 99.1% (HPyV10). Seropositivity to JC, MCV, and HPyV7 increased with age. JC and TSV seropositivity were more common among men than among women. Smokers were more likely to be HPyV9-seropositive but MCV-seronegative, and HPyV7 seropositivity was associated with prolonged glucocorticoid use. Based on DNA methylation profiles, differences were observed in CD8-positive T- and B-cell proportions by BK, JC, and HPyV9 seropositivity. Our findings suggest that PyV seropositivity is common in the United States and varies by sociodemographic and biological characteristics, including those related to immune function.


Assuntos
Infecções por Polyomavirus/imunologia , Polyomavirus/imunologia , Neoplasias Cutâneas/virologia , Adulto , Idoso , Estudos de Casos e Controles , Feminino , Humanos , Masculino , Pessoa de Meia-Idade , New Hampshire/epidemiologia , Estudos Soroepidemiológicos , Fatores Socioeconômicos
20.
Curr Environ Health Rep ; 2(1): 52-68, 2015 Mar.
Artigo em Inglês | MEDLINE | ID: mdl-26231242

RESUMO

Skin lesions and cancer are known manifestations of chronic exposure to arsenic contaminated drinking water. Epidemiologic data primarily comes from regions with exposures 1-2 orders of magnitude above the current World Health Organization (WHO) guidelines of 10 µg/L. Emerging evidence indicates that more common exposures may also be related to both noncancerous and cancerous changes to the skin. In this review, we focus on the body of epidemiologic literature that encompasses exposures within the WHO guidelines, excluding studies that lacked individual exposure estimates and case reports. For skin lesions and skin cancers, 15 and 10 studies were identified that met our criteria, respectively. For skin lesions, a consistent dose-response relationship with water arsenic has been observed, with increased risk evident at low- to moderate-dose exposure. Of the larger studies of specific histologic types of skin cancers, although with differing exposure definitions, there was evidence of dose-related relationships with both basal cell carcinomas and squamous cell carcinomas. The effect of arsenic exposure on skin lesion risk is likely modified by genetic variants that influence arsenic metabolism. Accumulating evidence suggests that arsenic may increase risk of skin lesions and skin cancers at levels not previously considered harmful, and that genetic factors may influence risk.


Assuntos
Arsênio/efeitos adversos , Carcinoma Basocelular/induzido quimicamente , Carcinoma de Células Escamosas/induzido quimicamente , Água Potável/efeitos adversos , Dermatopatias/induzido quimicamente , Poluição Química da Água/efeitos adversos , Arsênio/análise , Intoxicação por Arsênico/epidemiologia , Carcinoma Basocelular/epidemiologia , Carcinoma de Células Escamosas/epidemiologia , Relação Dose-Resposta a Droga , Água Potável/análise , Exposição Ambiental/análise , Saúde Global , Humanos , Masculino , Dermatopatias/epidemiologia , Poluição Química da Água/análise
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