RESUMO
Reliable detection of disseminated tumor cells and of the biodistribution of tumor-targeting therapeutic antibodies within the entire body has long been needed to better understand and treat cancer metastasis. Here, we developed an integrated pipeline for automated quantification of cancer metastases and therapeutic antibody targeting, named DeepMACT. First, we enhanced the fluorescent signal of cancer cells more than 100-fold by applying the vDISCO method to image metastasis in transparent mice. Second, we developed deep learning algorithms for automated quantification of metastases with an accuracy matching human expert manual annotation. Deep learning-based quantification in 5 different metastatic cancer models including breast, lung, and pancreatic cancer with distinct organotropisms allowed us to systematically analyze features such as size, shape, spatial distribution, and the degree to which metastases are targeted by a therapeutic monoclonal antibody in entire mice. DeepMACT can thus considerably improve the discovery of effective antibody-based therapeutics at the pre-clinical stage. VIDEO ABSTRACT.
Assuntos
Anticorpos/uso terapêutico , Aprendizado Profundo , Diagnóstico por Computador/métodos , Quimioterapia Assistida por Computador/métodos , Neoplasias/patologia , Animais , Humanos , Células MCF-7 , Camundongos , Camundongos Endogâmicos C57BL , Camundongos Nus , Camundongos SCID , Metástase Neoplásica , Neoplasias/diagnóstico por imagem , Neoplasias/tratamento farmacológico , Software , Microambiente TumoralRESUMO
Chemotherapy resistance is a major challenge to the effective treatment of cancer. Thus, a systematic pipeline for the efficient identification of effective combination treatments could bring huge biomedical benefit. In order to facilitate rational design of combination therapies, we developed a comprehensive computational model that incorporates the available biological knowledge and relevant experimental data on the life-and-death response of individual cancer cells to cisplatin or cisplatin combined with the TNF-related apoptosis-inducing ligand (TRAIL). The model's predictions, that a combination treatment of cisplatin and TRAIL would enhance cancer cell death and exhibit a "two-wave killing" temporal pattern, was validated by measuring the dynamics of p53 accumulation, cell fate, and cell death in single cells. The validated model was then subjected to a systematic analysis with an ensemble of diverse machine learning methods. Though each method is characterized by a different algorithm, they collectively identified several molecular players that can sensitize tumor cells to cisplatin-induced apoptosis (sensitizers). The identified sensitizers are consistent with previous experimental observations. Overall, we have illustrated that machine learning analysis of an experimentally validated mechanistic model can convert our available knowledge into the identity of biologically meaningful sensitizers. This knowledge can then be leveraged to design treatment strategies that could improve the efficacy of chemotherapy.
Assuntos
Biologia Computacional/métodos , Quimioterapia Combinada/métodos , Quimioterapia Assistida por Computador/métodos , Aprendizado de Máquina , Modelos Biológicos , Algoritmos , Antineoplásicos/farmacologia , Antineoplásicos/uso terapêutico , Cisplatino/farmacologia , Cisplatino/uso terapêutico , Humanos , Neoplasias/tratamento farmacológico , Transdução de Sinais/efeitos dos fármacos , Ligante Indutor de Apoptose Relacionado a TNF/farmacologia , Ligante Indutor de Apoptose Relacionado a TNF/uso terapêuticoRESUMO
OBJECTIVES: To investigate injectate dispersal patterns and their association with therapeutic efficacy during a transforaminal (TFSI) or an intra-articular facet steroid injection (IFSI) to treat cervical radiculopathy. METHODS: This retrospective study examined the post-intervention cervical spine CT of 56 patients randomized to receive one CT fluoroscopy-guided IFSI (29 patients; 10 (34.5%) males; mean age 45.0 years; SD 8.8 years; range 26-61 years) or TFSI (27 patients; 13 (48.2%) males; mean age 51.1 years; SD 11.2 years; range 29-72 years) (December 2010 to August 2013). The presence of contrast within the intra-articular facet, juxta-articular facet, retrodural, epidural, and foraminal and extraforaminal spaces during IFSI, and within the extraforaminal, foraminal, and epidural spaces during TFSI was assessed. Descriptive data are presented as frequencies. The association between injectate dispersal patterns and therapeutic efficacy, 4-week post-intervention, was assessed with ANCOVA models. RESULTS: During IFSI, the injectate predominantly spread to the retrodural (62%; 18/29) or juxta-articular (21%; 6/29) space. During TFSI, the injectate predominantly spread to the extraforaminal/foraminal spaces (41%; 11/27) or to the extraforaminal/foraminal/epidural spaces (33%; 9/27). Injectate presence in the juxta-articular (p = .007) or extraforaminal (p < .001) space was a predictor of therapeutic efficacy but not in the foraminal (p = .54), epidural (p = .89), or retrodural (p = .75) space. CONCLUSIONS: TFSI and IFSI led to preferential extraforaminal and retrodural injectate spread, respectively. Targeting the extraforaminal or juxta-articular facet space improved the clinical efficacy of steroid injections when treating cervical radiculopathy. KEY POINTS: ⢠During intra-articular facet injection, the injectate spreads from the facet joint to the retrodural space and rarely reaches the epidural and/or foraminal spaces. ⢠Epidural spread of the injectate during an anterolateral transforaminal steroid injection is the least effective for pain relief in patients with cervical radiculopathy. ⢠Injection techniques targeting the extraforaminal or juxta-articular facet space are safer than transforaminal injections and effectively relieve pain in patients with cervical radiculopathy.
Assuntos
Quimioterapia Assistida por Computador/métodos , Fluoroscopia/métodos , Glucocorticoides/administração & dosagem , Manejo da Dor/métodos , Radiculopatia/tratamento farmacológico , Tomografia Computadorizada por Raios X/métodos , Adulto , Idoso , Vértebras Cervicais , Feminino , Humanos , Injeções Epidurais , Injeções Intra-Articulares , Masculino , Pessoa de Meia-Idade , Radiculopatia/diagnóstico , Estudos Retrospectivos , Resultado do TratamentoRESUMO
Despite the common approach of bolus drug dosing using a patient's mass, a more tailored approach would be to use empirically derived pharmacokinetic models. Previously, this could only be possible though the use of computer simulation using programs which are rarely available in clinical practice. Through mathematical manipulations and approximations, a simplified set of equations is demonstrated that can identify a bolus dose required to achieve a specified target effect site concentration. The proposed solution is compared against simulations of a wide variety of pharmacokinetic models. This set of equations provides a near-identical solution to the simulation approach. A boundary condition is established to ensure the derived equations have an acceptable error. This approach may allow for more precise administration of medications with the use of point of care technology and potentially allows for pharmacokinetic dosing in artificial intelligence problems.
Assuntos
Inteligência Artificial , Cálculos da Dosagem de Medicamento , Quimioterapia Assistida por Computador/métodos , Modelos Biológicos , Peso Corporal , Simulação por Computador , Relação Dose-Resposta a Droga , Humanos , Infusões Intravenosas/instrumentação , Infusões Intravenosas/métodos , Sistemas Automatizados de Assistência Junto ao LeitoRESUMO
BACKGROUND: Increased-dose bleomycin, etoposide, doxorubicin, cyclophosphamide, vincristine, procarbazine, and prednisone (BEACOPPescalated) improves progression-free survival in patients with advanced Hodgkin lymphoma compared with doxorubicin, bleomycin, vinblastine, and dacarbazine (ABVD), but is associated with increased risks of haematological toxicity, secondary myelodysplasia or leukaemia, and infertility. We investigated whether PET monitoring during treatment could allow dose de-escalation by switching regimen (BEACOPPescalated to ABVD) in early responders without loss of disease control compared with standard treatment without PET monitoring. METHODS: AHL2011 is a randomised, non-inferiority, phase 3 study done in 90 centres across Belgium and France. Eligible patients were aged 16-60 years and had newly diagnosed Hodgkin lymphoma, excluding nodular lymphocyte predominant subtype, an Eastern Cooperative Oncology Group performance status score less than 3, a life expectancy of at least 3 months, an Ann Arbor disease stage III, IV, or IIB with mediastinum-to-thorax ratio of 0·33 or greater than or extranodal localisation, and had received no previous treatment for Hodgkin lymphoma. Randomisation was unmasked and done centrally by the permuted block method. Patients were randomly assigned to standard treatment (BEACOPPescalated given every 21 days for six cycles) or PET-driven treatment. All patients received two cycles of upfront BEACOPPescalated, after which PET assessment was done (PET2). In the standard treatment group, PET2 patients completed two additional cycles of BEACOPPescalated induction therapy irrespective of PET2 findings. In the PET-driven treatment group, patients with positive PET2 scans received the further two cycles of BEACOPPescalated and those with a negative PET2 scan switched to two cycles of ABVD for the remaining induction therapy. In both treatment groups, PET at the end of induction therapy was used to decide whether to continue with consolidation therapy in those with negative scans or start salvage therapy in patients with positive scans (either two cycles of ABVD in PET2-negative patients in the PET-driven arm or two cycles of BEACOPPescalated). BEACOPPescalated consisted of bleomycin 10 mg/m2 and vincristine 1·4 mg/m2 intravenously on day 8, etoposide 200 mg/m2 intravenously on days 1-3, doxorubicin 35 mg/m2 and cyclophosphamide 1250 mg/m2 intravenously on day 1, 100 mg/m2 oral procarbazine on days 1-7, and 40 mg/m2 oral prednisone on days 1-14. ABVD was given every 28 days (doxorubicin 25 mg/m2, bleomycin 10 mg/m2, vinblastine 6 mg/m2, and dacarbazine 375 mg/m2 intravenously on days 1 and 15). The primary endpoint was investigator-assessed progression-free survival. Non-inferiority analyses were done by intention to treat and per protocol. The study had a non-inferiority margin of 10%, to show non-inferiority of PET-guided treatment versus standard care with 80% power and an alpha of 2·5% (one-sided). This study is registered with ClinicalTrials.gov, number NCT01358747. FINDINGS: From May 19, 2011, to April 29, 2014, 823 patients were enrolled-413 in the standard care group and 410 in the PET-driven group. 346 (84%) of 410 patients in the PET-driven treatment group were assigned to receive ABVD and 51 (12%) to continue receiving BEACOPPescalated after PET2. With a median follow-up of 50·4 months (IQR 42·9-59·3), 5-year progression-free survival by intention to treat was 86·2%, 95% CI 81·6-89·8 in the standard treatment group versus 85·7%, 81·4-89·1 in the PET-driven treatment group (hazard ratio [HR] 1·084, 95% CI 0·737-1·596; p=0·65) and per protocol the values were 86·7%, 95% CI 81·9-90·3 and 85·4%, 80·7-89·0, respectively (HR 1·144, 0·758-1·726; p=0·74). The most common grade 3-4 adverse events were leucopenia (381 [92%] in the standard treatment group and 387 [95%] in the PET-driven treatment group), neutropenia (359 [87%] and 366 [90%]), anaemia (286 [69%] vs 114 [28%]), thrombocytopenia (271 [66%] and 163 [40%]), febrile neutropenia (145 [35%] and 93 [23%]), infections (88 [22%] and 47 [11%]), and gastrointestinal disorders (49 [11%] and 48 [11%]). Serious adverse events related to treatment were reported in 192 (47%) patients in the standard treatment group and 114 (28%) in the PET-driven treatment group, including infections (84 [20%] of 412 vs 50 [12%] of 407) and febrile neutropenia (21 [5%] vs 23 [6%]). Six (1%) patients in the standard care group died from treatment-related causes (two from septic shock, two from pneumopathy, one from heart failure, and one from acute myeloblastic leukaemia), as did two (<1%) in the PET-driven treatment group (one from septic shock and one from acute myeloblastic leukaemia). INTERPRETATION: PET after two cycles of induction BEACOPPescalated chemotherapy safely guided treatment in patients with advanced Hodgkin lymphoma and allowed the use of ABVD in early responders without impairing disease control and reduced toxicities. PET staging allowed accurate monitoring of treatment in this trial and could be considered as a strategy for the routine management of patients with advanced Hodgkin lymphoma. FUNDING: Programme Hospitalier de Recherche Clinique.
Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/uso terapêutico , Doença de Hodgkin/diagnóstico por imagem , Doença de Hodgkin/tratamento farmacológico , Tomografia por Emissão de Pósitrons , Adulto , Quimioterapia Assistida por Computador , Feminino , Doença de Hodgkin/patologia , Humanos , Masculino , Estadiamento de Neoplasias , Adulto JovemRESUMO
Inpatient diabetes management of those on hemodialysis poses a major challenge. In a post hoc analysis of a randomized controlled clinical trial, we compared the efficacy of fully automated closed-loop insulin delivery vs. usual care in patients undergoing hemodialysis while in hospital. Compared to control patients receiving conventional subcutaneous insulin therapy, those patients receiving closed-loop insulin delivery significantly increased the proportion of time when a continuous glucose monitor was in the target range of 5.6-10.0 mmol/l by 37.6 percent without increasing the risk of hypoglycemia. Thus, closed-loop insulin delivery offers a novel way to achieve effective and safe glucose control in this vulnerable patient population.
Assuntos
Diabetes Mellitus Tipo 2/tratamento farmacológico , Hipoglicemiantes/administração & dosagem , Sistemas de Infusão de Insulina , Falência Renal Crônica/terapia , Diálise Renal/efeitos adversos , Idoso , Idoso de 80 Anos ou mais , Glicemia/análise , Glicemia/efeitos dos fármacos , Diabetes Mellitus Tipo 2/sangue , Diabetes Mellitus Tipo 2/complicações , Diabetes Mellitus Tipo 2/diagnóstico , Quimioterapia Assistida por Computador/instrumentação , Quimioterapia Assistida por Computador/métodos , Feminino , Hospitalização , Humanos , Bombas de Infusão Implantáveis , Insulina Aspart/administração & dosagem , Insulina Lispro/administração & dosagem , Falência Renal Crônica/complicações , Masculino , Pessoa de Meia-Idade , Monitorização Fisiológica/instrumentação , Monitorização Fisiológica/métodos , Resultado do TratamentoRESUMO
INTRODUCTION: CHA2 DS2 -VASc and CHADS2 are computationally simple risk prediction tools used to guide anticoagulation decisions for stroke prophylaxis, but they have modest risk discrimination ability and use static dichotomous variables. The Intermountain Mortality Risk Scores (IMRS) are dynamic decision tools using standard clinical laboratory tests. This study derived new stroke prediction scores using variables from both CHA2 DS2 -VASc and IMRS. METHODS AND RESULTS: In outpatients with first atrial fibrillation (AF) diagnosis at the Intermountain Healthcare (females, n = 26 063 males, n = 29 807), sex-specific "IMRS-VASc" scores were derived using variables from CHA2 DS2 -VASc, warfarin use, the complete blood count, and the comprehensive metabolic profile. Validation was performed in an independent Intermountain outpatient AF cohort (females, n = 11 021; males, n = 12 641). Stroke occurred among 3.1% and 3.1% of females and 2.3% and 2.5% of males in derivation and validation groups, respectively. IMRS-VASc stratified stroke with similar ability in derivation (c-statistics, females: c = 0.703, males: c = 0.697) and validation groups (females: c = 0.681, males: c = 0.685). CHA2 DS2 -VASc (females: c = 0.581 and c = 0.605; males: c = 0.616 and c = 0.613 in derivation and validation, respectively) and CHADS2 (females: c = 0.581 and c = 0.608; males: c = 0.620 and c = 0.621 in derivation and validation, respectively) were substantially weaker stroke predictors. IMRS was the strongest mortality predictor (females: c = 0.783 and c = 0.782; males: c = 0.796 and c = 0.794 in derivation and validation, respectively) and all scores were poor at predicting bleeding risk. CONCLUSIONS: A temporally dynamic risk score, IMRS-VASc was derived and validated as a predictor of stroke in outpatients with AF. IMRS-VASc requires further validation and the evaluation of its use in guiding care and treatment decisions for patients with AF.
Assuntos
Anticoagulantes/administração & dosagem , Fibrilação Atrial/tratamento farmacológico , Tomada de Decisão Clínica , Técnicas de Apoio para a Decisão , Quimioterapia Assistida por Computador , Acidente Vascular Cerebral/prevenção & controle , Idoso , Idoso de 80 Anos ou mais , Anticoagulantes/efeitos adversos , Fibrilação Atrial/complicações , Fibrilação Atrial/diagnóstico , Feminino , Humanos , Sistema de Aprendizagem em Saúde , Masculino , Pessoa de Meia-Idade , Seleção de Pacientes , Valor Preditivo dos Testes , Reprodutibilidade dos Testes , Estudos Retrospectivos , Medição de Risco , Fatores de Risco , Acidente Vascular Cerebral/diagnóstico , Acidente Vascular Cerebral/etiologiaRESUMO
BACKGROUND: Cardiac fluorodeoxyglucose positron-emission tomography (FDG-PET) has emerged as a standard imaging modality for the diagnosis of cardiac sarcoidosis (CS); however, there is a scarcity of data on the use of serial FDG-PET to guide immunosuppressive therapy. The aim of this work was to report our experience using serial FDG-PET for the diagnosis and management of patients with CS, focusing on its utility in ongoing immunosuppression management. METHODS AND RESULTS: We studied consecutive patients with CS managed at Stanford University from 2010 to 2017. We evaluated our experience using FDG-PET for diagnosis and guidance of immunosuppressive therapy titration in CS. Among 34 patients diagnosed with CS, 16 (47%), 12 (35%) and 14(41%) presented with heart block, heart failure, and ventricular arrhythmias, respectively. FDG-PET proved beneficial in the initial diagnosis in 21 patients (62%). A total of 128 FDG-PET scans were performed (median 3 per patient). Ninety-four FDG-PET scans (73%) resulted in a change in therapy, with 42FDG-PET scans (33%) instrumental for tapering prednisone. Among patients who were initiated on prednisone, the mean dose of prednisone at 1 year was 9.5mg/d. Over a median follow-up of 2.3years, 48% of patients were successfully weaned from prednisone completely, and 20% were weaned to a maintenance dosage of 5-10mg/d. During the follow-up period, transplant-free survival was 88%. CONCLUSIONS: The use of serial cardiac FDG-PET for the diagnosis and management of CS was critical for guiding immunosuppression management and resulted in low chronic steroid doses and good disease control within 1 year of diagnosis.
Assuntos
Cardiomiopatias/diagnóstico , Quimioterapia Assistida por Computador/métodos , Fluordesoxiglucose F18/farmacologia , Imunossupressores/uso terapêutico , Tomografia por Emissão de Pósitrons/métodos , Prednisona/uso terapêutico , Sarcoidose/diagnóstico , Cardiomiopatias/tratamento farmacológico , Feminino , Seguimentos , Glucocorticoides/uso terapêutico , Humanos , Masculino , Prognóstico , Compostos Radiofarmacêuticos/farmacologia , Estudos Retrospectivos , Sarcoidose/tratamento farmacológico , Fatores de TempoRESUMO
BACKGROUND AND AIMS: Computer-assisted propofol sedation (CAPS) allows non-anesthesiologists to administer propofol for gastrointestinal procedures in relatively healthy patients. As the first US medical center to adopt CAPS technology for routine clinical use, we report our 1-year experience with CAPS for esophagogastroduodenoscopy (EGD). METHODS: Between September 2014 and August 2015, 926 outpatients underwent elective EGDs with CAPS at our center. All EGDs were performed by 1 of 17 gastroenterologists certified in the use of CAPS. Procedural success rates, procedure times, and recovery times were compared against corresponding historical controls done with midazolam and fentanyl sedation from September 2013 to August 2014. Adverse events in CAPS patients were recorded. RESULTS: The mean age of the CAPS cohort was 56.7 years (45% male); 16.2% of the EGDs were for variceal screening or Barrett's surveillance and 83.8% for symptoms. The procedural success rates were similar to that of historical controls (99.0% vs. 99.3%; p = 0.532); procedure times were also similar (6.6 vs. 7.4 min; p = 0.280), but recovery time was markedly shorter (31.7 vs. 52.4 min; p < 0.001). There were 11 (1.2%) cases of mild transient oxygen desaturation (< 90%), 15 (1.6%) cases of marked agitation due to undersedation, and 1 case of asymptomatic hypotension. In addition, there were six (0.6%) patients with more pronounced desaturation episodes that required brief (< 1 min) mask ventilation. There were no other serious adverse events. CONCLUSIONS: CAPS appears to be a safe, effective, and efficient means of providing sedation for EGD in healthy patients. Recovery times were much shorter than historical controls.
Assuntos
Período de Recuperação da Anestesia , Anestésicos Intravenosos/administração & dosagem , Sedação Consciente/métodos , Quimioterapia Assistida por Computador/métodos , Endoscopia do Sistema Digestório/métodos , Monitorização Intraoperatória/métodos , Duração da Cirurgia , Propofol/administração & dosagem , Adulto , Idoso , Anestesistas , Monitorização Transcutânea dos Gases Sanguíneos/métodos , Determinação da Pressão Arterial/métodos , Capnografia/métodos , Eletrocardiografia/métodos , Feminino , Fentanila/uso terapêutico , Gastroenterologistas , Estudo Historicamente Controlado , Humanos , Hipotensão/induzido quimicamente , Hipóxia/induzido quimicamente , Masculino , Midazolam/uso terapêutico , Pessoa de Meia-Idade , Monitorização Intraoperatória/instrumentação , Enfermeiras e Enfermeiros , Dor ProcessualRESUMO
Anemia management with erythropoiesis stimulating agents is a challenging task in hemodialysis patients since their response to treatment varies highly. In general, it is difficult to achieve and maintain the predefined hemoglobin (Hgb) target levels in clinical practice. The aim of this study is to develop a fully personalizable controller scheme to stabilize Hgb levels within a narrow target window while keeping drug doses low to mitigate side effects. First in-silico results of this framework are presented in this paper. Based on a model of erythropoiesis we formulate a non-linear model predictive control (NMPC) algorithm for the individualized optimization of epoetin alfa (EPO) doses. Previous to this work, model parameters were estimated for individual patients using clinical data. The optimal control problem is formulated for a continuous drug administration. This is currently a hypothetical form of drug administration for EPO as it would require a programmable EPO pump similar to insulin pumps used to treat patients with diabetes mellitus. In each step of the NMPC method the open-loop problem is solved with a projected quasi-Newton method. The controller is successfully tested in-silico on several patient parameter sets. An appropriate control is feasible in the tested patients under the assumption that the controlled quantity is measured regularly and that continuous EPO administration is adjusted on a daily, weekly or monthly basis. Further, the controller satisfactorily handles the following challenging problems in simulations: bleedings, missed administrations and dosing errors.
Assuntos
Anemia/tratamento farmacológico , Quimioterapia Assistida por Computador/métodos , Epoetina alfa/administração & dosagem , Hematínicos/administração & dosagem , Diálise Renal/efeitos adversos , Anemia/sangue , Anemia/diagnóstico , Anemia/etiologia , Relação Dose-Resposta a Droga , Esquema de Medicação , Quimioterapia Assistida por Computador/instrumentação , Epoetina alfa/farmacocinética , Eritropoese/efeitos dos fármacos , Eritropoese/fisiologia , Hematínicos/farmacocinética , Hemoglobinas/análise , Humanos , Bombas de Infusão , Modelos Biológicos , Dinâmica não LinearRESUMO
PURPOSE OF REVIEW: The first computer-assisted personalized sedation (CAPS) device was developed to address the growing demand for routine endoscopy procedures in the United States in the early 2000s. This review will describe the environment that gave rise to CAPS and summarize the design of that first device. It will then discuss the market forces that led to the fall of CAPS, with sales of the device ending 2 years after commercialization. RECENT FINDINGS: CAPS was initially conceived as a means to enable proceduralists to administer conscious sedation with propofol safely. In the nearly 20 years since its conception, the expectations of patients and proceduralists for endoscopy sedation, have evolved from conscious sedation to deep. Due to the increased risk inherent in deep sedation, future CAPS devices should be tools for anesthesiologists, not proceduralists. SUMMARY: Over $2 billion are spent annually for anesthesia services in routine endoscopic procedures for low-risk patients; a spending rate that is not sustainable. CAPS, in an 'anesthesia oversight' model similar to medical supervision, has a future as a cost-efficient means for anesthesia services to provide sedation in endoscopy and other nonoperating room venues. Anesthesiologists should work with medical device companies and payers to develop a CAPS 'anesthesia oversight' model.
Assuntos
Sedação Consciente/instrumentação , Sedação Profunda/instrumentação , Quimioterapia Assistida por Computador/instrumentação , Hipnóticos e Sedativos/administração & dosagem , Sedação Consciente/economia , Sedação Consciente/tendências , Análise Custo-Benefício , Sedação Profunda/economia , Sedação Profunda/tendências , Quimioterapia Assistida por Computador/economia , Quimioterapia Assistida por Computador/tendências , Endoscopia/efeitos adversos , Humanos , Dor Processual/etiologia , Dor Processual/prevenção & controle , Estados UnidosRESUMO
Tumor-induced angiogenesis leads to the development of leaky tumor vessels devoid of structural and morphological integrity. Due to angiogenesis, elevated interstitial fluid pressure (IFP) and low blood perfusion emerge as common properties of the tumor microenvironment that act as barriers for drug delivery. In order to overcome these barriers, normalization of vasculature is considered to be a viable option. However, insight is needed into the phenomenon of normalization and in which conditions it can realize its promise. In order to explore the effect of microenvironmental conditions and drug scheduling on normalization benefit, we build a mathematical model that incorporates tumor growth, angiogenesis and IFP. We administer various theoretical combinations of antiangiogenic agents and cytotoxic nanoparticles through heterogeneous vasculature that displays a similar morphology to tumor vasculature. We observe differences in drug extravasation that depend on the scheduling of combined therapy; for concurrent therapy, total drug extravasation is increased but in adjuvant therapy, drugs can penetrate into deeper regions of tumor.
Assuntos
Protocolos de Quimioterapia Combinada Antineoplásica/administração & dosagem , Quimioterapia Assistida por Computador/métodos , Modelos Biológicos , Neoplasias/tratamento farmacológico , Neoplasias/fisiopatologia , Neovascularização Patológica/tratamento farmacológico , Neovascularização Patológica/fisiopatologia , Protocolos de Quimioterapia Combinada Antineoplásica/farmacologia , Simulação por Computador , Relação Dose-Resposta a Droga , Humanos , Neoplasias/patologia , Neovascularização Patológica/patologia , Resultado do Tratamento , Carga Tumoral/efeitos dos fármacosRESUMO
Background: computerised interventions have been suggested as an effective strategy to reduce potentially inappropriate prescribing (PIP) for hospitalised older adults. This systematic review and meta-analysis examined the evidence for efficacy of computerised interventions designed to reduce PIP in this patient group. Methods: an electronic literature search was conducted using eight databases up to October 2017. Included studies were controlled trials of computerised interventions aiming to reduce PIP in hospitalised older adults (≥65 years). Risk of bias was assessed using Cochrane's Effective Practice and Organisation of Care criteria. Results: of 653 records identified, eight studies were included-two randomised controlled trials, two interrupted time series analysis studies and four controlled before-after studies. Included studies were mostly at a low risk of bias. Overall, seven studies showed either a statistically significant reduction in the proportion of patients prescribed a potentially inappropriate medicine (PIM) (absolute risk reduction {ARR} 1.3-30.1%), or in PIMs ordered (ARR 2-5.9%). However, there is insufficient evidence thus far to suggest that these interventions can routinely improve patient-related outcomes. It was only possible to include three studies in the meta-analysis-which demonstrated that intervention patients were less likely to be prescribed a PIM (odds ratio 0.6; 95% CI 0.38, 0.93). No computerised intervention targeting potential prescribing omissions (PPOs) was identified. Conclusions: this systematic review concludes that computerised interventions are capable of statistically significantly reducing PIMs in hospitalised older adults. Future interventions should strive to target both PIMs and PPOs, ideally demonstrating both cost-effectiveness data and clinically significant improvements in patient-related outcomes.
Assuntos
Quimioterapia Assistida por Computador/métodos , Prescrição Eletrônica , Prescrição Inadequada/prevenção & controle , Pacientes Internados , Sistemas de Registro de Ordens Médicas , Serviço de Farmácia Hospitalar/métodos , Lista de Medicamentos Potencialmente Inapropriados , Padrões de Prática Médica , Fatores Etários , Idoso , Idoso de 80 Anos ou mais , Prescrições de Medicamentos , Feminino , Humanos , Masculino , Admissão do Paciente , Fatores de Proteção , Medição de Risco , Fatores de RiscoRESUMO
BACKGROUND: Standard protocol-based approaches to erythropoiesis stimulating agent (ESA) dosing in anemia management of end-stage renal disease (ESRD) fail to address the inter-individual variability in patient's response to ESA. We conducted a single-center quality improvement project to investigate the long-term performance of a computer-designed dosing system. MATERIALS AND METHODS: The study was a retrospective case-control study with long-term follow-up. All hemodialysis patients who received treatment at University Kidney Center (Louisville, KY, USA) between September 1, 2009, and March 31, 2017, were included. We implemented an individualized ESA dosing algorithm into an electronic health records database software to provide patient-specific ESA dose recommendations to anemia managers at monthly intervals. The primary outcome was the percentage of hemoglobin (Hb) concentrations between 10 and 12 g/dL during the case-control study and 9 and 11 g/dL during follow-up. Secondary outcomes were intra- and inter-individual Hb variability. For the case-control study, we compared outcomes over 12 months before and after implementation of the algorithm. Subjects served as their own controls. We used the last Hb concentration of the month and ESA dose per week. Long-term follow-up examined trends in proportion within the target range, Hb, and ESA dose. RESULTS: Individualized ESA dosing in 56 subjects was associated with a moderate (6.6%) increase of mean Hb maintenance within target over the 12-month observation period (62.7% before vs. 69.3% after, p = 0.063). Intra-individual mean Hb variability decreased (1.1 g/dL before vs. 0.8 g/dL after, p < 0.001), so did inter-individual mean Hb variability (1.2 g/dL before vs. 1.0 g/dL after, p = 0.010). Long-term follow-up in 233 subjects for 42 months demonstrated stability of the achieved Hb despite an increasing ESA resistance in the patient population. CONCLUSION: Implementation of the individualized ESA dosing algorithm facilitates improvement in Hb maintenance within target, decreases Hb variability and reduces the dose of ESA required to achieve Hb target.â©.
Assuntos
Algoritmos , Anemia/tratamento farmacológico , Quimioterapia Assistida por Computador , Hematínicos/administração & dosagem , Hemoglobinas/metabolismo , Diálise Renal/efeitos adversos , Adulto , Idoso , Idoso de 80 Anos ou mais , Instituições de Assistência Ambulatorial , Anemia/sangue , Anemia/etiologia , Estudos de Casos e Controles , Registros Eletrônicos de Saúde , Feminino , Seguimentos , Hematínicos/uso terapêutico , Humanos , Falência Renal Crônica/complicações , Falência Renal Crônica/terapia , Masculino , Pessoa de Meia-Idade , Melhoria de Qualidade , Estudos Retrospectivos , Software , Fatores de TempoRESUMO
ABSTRACTBackground:The risks of polypharmacy can be far greater than the benefits, especially in the elderly. Comorbidity makes polypharmacy very prevalent in this population; thus, increasing the occurrence of adverse effects. To solve this problem, the most common strategy is to use lists of potentially inappropriate medications. However, this strategy is time consuming. METHODS: In order to minimize the expenditure of time, our group devised a pilot computer tool (Polimedication) that automatically processes lists of medication providing the corresponding Screening Tool of Older Persons' potentially inappropriate Prescriptions alerts and facilitating standardized reports. The drug lists for 115 residents in Santa Marta Nursing Home (Fundación San Rosendo, Ourense, Spain) were processed. RESULTS: The program detected 10.04 alerts/patient, of which 74.29% were not repeated. After reviewing these alerts, 12.12% of the total (1.30 alerts/patient) were considered relevant. The largest number of alerts (41.48%) involved neuroleptic drugs. Finally, the patient's family physician or psychiatrist accepted the alert and made medication changes in 62.86% of the relevant alerts. The largest number of changes (38.64%) also involved neuroleptic drugs. The mean time spent in the generation and review of the warnings was 6.26 minute/patient. Total changes represented a saving of 32.77 per resident/year in medication. CONCLUSIONS: The application of Polimedication tool detected a high proportion of potentially inappropriate prescriptions in institutionalized elderly patients. The use of the computerized tool achieved significant savings in pharmaceutical expenditure, as well as a reduction in the time taken for medication review.
Assuntos
Quimioterapia Assistida por Computador/métodos , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/prevenção & controle , Prescrição Inadequada , Conduta do Tratamento Medicamentoso/normas , Polifarmacologia , Polimedicação , Lista de Medicamentos Potencialmente Inapropriados , Idoso , Idoso de 80 Anos ou mais , Comorbidade , Efeitos Colaterais e Reações Adversas Relacionados a Medicamentos/etiologia , Feminino , Instituição de Longa Permanência para Idosos , Humanos , Prescrição Inadequada/prevenção & controle , Prescrição Inadequada/estatística & dados numéricos , Masculino , Casas de Saúde , Risco Ajustado/métodos , EspanhaRESUMO
PURPOSE: To demonstrate the safety and efficacy of intraarterial chemotherapy (IAC) in small infants (<10 kg) with retinoblastoma. METHODS: Retrospective, consecutive, observational case series of patients treated with IAC. Femoral arterial access was obtained using a micropuncture kit and ultrasound guidance, which enabled direct visualization. Melphalan (1.5-5.0 mg), topotecan (0.3-2.0 mg), and/or carboplatin (30-40 mg) were used. Patients underwent adjuvant therapies including laser, cryotherapy, and intravitreal melphalan if persistent disease or recurrence was observed. RESULTS: Fifty-nine injections were administered to 11 eyes of 6 patients. All eyes but one were classified as International Classification Groups C or D. Median patient weight at first IAC cycle was 9.2 kg (mean, 8.9 kg). Median diameter of the femoral artery at the catheterization site was 3.74 mm, measured by two independent observers. Median follow-up was 21.4 months (range 13.1-34.5 months). All eyes were salvaged. CONCLUSION: This study confirmed the safety and efficacy of IAC in infants under 10 kg. Ultrasound guidance enabled successful catheterization of femoral arteries as small as 2.7 mm in diameter. Patients in this study appeared to require fewer injections and lower total doses of chemotherapy compared with previously reported series of comparably advanced disease in larger infants.
Assuntos
Antineoplásicos/administração & dosagem , Peso Corporal/fisiologia , Cateterismo Periférico/métodos , Quimioterapia Assistida por Computador/métodos , Neoplasias da Retina/tratamento farmacológico , Retinoblastoma/tratamento farmacológico , Ultrassonografia/métodos , Feminino , Artéria Femoral , Angiofluoresceinografia , Seguimentos , Fundo de Olho , Humanos , Lactente , Infusões Intra-Arteriais , Masculino , Curva ROC , Retina/patologia , Neoplasias da Retina/diagnóstico , Retinoblastoma/diagnóstico , Estudos Retrospectivos , Resultado do TratamentoRESUMO
OBJECTIVE: In order to standardize use of our hospital's computerized asthma order set, which was developed based on an asthma clinical practice guideline, for moderately ill children presenting for care of asthma, we developed a quality improvement bundle, including a time-limited pay-for-performance component, for pediatric emergency department and pediatric urgent care faculty members. METHODS: Following baseline measurement, we used a run-in period for education, feedback, and improvement of the asthma order set. Then, faculty members earned 0.1% of salary during each of 10 successive months (evaluation period) in which the asthma order set was used in managing 90% or more of eligible patients. RESULTS: At baseline, the asthma order set was used in managing 60.5% of eligible patients. Order set use rose sharply during the run-in period. During the 10-month evaluation period, use of the asthma order set was significantly above baseline, with a mean of 91.6%; faculty earned pay-for-performance bonuses during 8 of 10 possible months. Following completion of the evaluation period, asthma order set use remained high. CONCLUSIONS: A quality improvement bundle, including a time-limited pay-for-performance component, was associated with a sustained increase in the use of a computerized asthma order set for managing moderately ill asthmatic children.
Assuntos
Antiasmáticos/administração & dosagem , Asma/tratamento farmacológico , Quimioterapia Assistida por Computador/métodos , Melhoria de Qualidade/estatística & dados numéricos , Instituições de Assistência Ambulatorial/estatística & dados numéricos , Criança , Quimioterapia Assistida por Computador/normas , Quimioterapia Assistida por Computador/estatística & dados numéricos , Serviço Hospitalar de Emergência/estatística & dados numéricos , Humanos , Reembolso de Incentivo/estatística & dados numéricosRESUMO
Canalicular papillomatosis is a rare disorder characterized by a mass lesion arising from the epithelium as a stalk from one of the canalicular walls. Traditionally, they have been treated with an open canaliculotomy and excision biopsy with or without additional cryotherapy. A patient with upper canalicular squamous papillomas treated with dacryoendoscopy-guided transcanalicular intralesional and topical interferon alpha 2b is presented, and the ineffectiveness of interferons in this case is discussed.
Assuntos
Quimioterapia Assistida por Computador/métodos , Endoscopia/métodos , Neoplasias Oculares/tratamento farmacológico , Aumento da Imagem/métodos , Interferon-alfa/administração & dosagem , Aparelho Lacrimal/patologia , Papiloma/tratamento farmacológico , Neoplasias Oculares/diagnóstico , Seguimentos , Humanos , Injeções Intralesionais , Interferon alfa-2 , Masculino , Pessoa de Meia-Idade , Papiloma/diagnóstico , Proteínas Recombinantes/administração & dosagemRESUMO
OBJECTIVES: In the second Computer-Assisted Management in Early Rheumatoid Arthritis trial, patients had started with methotrexate and 10 mg prednisone (MTX+pred) or placebo (MTX+plac). After the trial, prednisone was tapered and stopped, if possible. The objective was to compare, during the post-trial follow-up between the two former strategy groups, initiation of the first biological disease-modifying antirheumatic drug (bDMARD), radiographic outcome and onset of glucocorticoid (GC)-related comorbidities. METHODS: Data on prednisone and bDMARD use and onset of GC-related comorbidities were collected retrospectively. Sharp/van der Heijde scoring was performed. Data were analysed using Fisher's exact and Mann-Whitney U tests. RESULTS: Of 218 patients post-trial follow-up data were available. The maximum follow-up time was 11.8 years. Fewer patients initiated a first bDMARD in the former MTX+pred compared with the former MTX+plac strategy group: 31% vs 50%, p=0.003. At the 2 year post-trial follow-up, the median erosion score was significantly lower in the former MTX+pred versus former MTX+plac strategy group: 0 (range 0-0) versus 0 (0-2), p=0.002. No significant differences between the former strategy groups in the onset of GC-related comorbidities during the post-trial follow-up were found. CONCLUSION: Addition of 10 mg prednisone daily to an MTX-based treatment strategy in early rheumatoid arthritis results in a lower initiation rate of a first bDMARD and significantly better radiographic outcomes, yet does not result in more GC-related comorbidities.
Assuntos
Antirreumáticos/uso terapêutico , Artrite Reumatoide/tratamento farmacológico , Glucocorticoides/uso terapêutico , Metotrexato/uso terapêutico , Prednisona/uso terapêutico , Adulto , Idoso , Quimioterapia Combinada , Quimioterapia Assistida por Computador , Intervenção Médica Precoce , Feminino , Seguimentos , Humanos , Masculino , Pessoa de Meia-Idade , Ensaios Clínicos Controlados Aleatórios como Assunto , Estudos Retrospectivos , Resultado do TratamentoRESUMO
Antiphospholipid Syndrome (APS) is an autoimmune disease characterized by recurrent thromboses and fetal losses with the presence of antiphospholipid antibodies. The main treatment to prevent recurrent thrombotic events is oral anticoagulation with vitamin K antagonist (VKA), which requires frequent monitoring and dosage adjustments. Outpatient anticoagulation monitoring has its limitations, such as patients spending long hours between the testing procedure and waiting for the results to be adjusted. To optimize this adjustment and to improve APS patients-doctors relationship, we developed a website to help monitor APS patients, called Antiphospholipid Syndrome On Cloud or APSOnCloud. To test it, since March 2014 to March 2016, we registered 20 patients with APS that have inserted 132 international normalized ratio (INR) values. Sixty two percent were out of range and it took on average 7 hours for the doctor in charge to adjust these values. The mean time in therapeutic range was 58.1%. Our preliminary experience in monitoring VKA oral anticoagulation on APSOnCloud suggests that patients with APS might benefit from this web-based monitoring.