Impact of low-dose computed tomography screening on lung cancer mortality among asbestos-exposed workers.

Background: We previously showed that low-dose computed tomography (LDCT) screening in asbestos-exposed workers is effective in detecting lung cancer (LC) at an early stage. Here, we evaluate whether LDCT screening could reduce mortality from LC in such a high-risk population. Methods: Within a cohort of 2433 asbestos-exposed men enrolled in an Occupational Health surveillance programme, we compared mortality between the participants in the ATOM002 study (LDCT-P, N = 926) and contemporary non-participants (LDCT-NP, N = 1507). We estimated standardized mortality ratios for the LDCT-P and LDCT-NP populations using regional and national rates (SMR_FVG and SMR_ITA, respectively). We compared survival for all causes, all neoplasms, LC and malignant neoplasm of pleura (MNP) between LDCT-P and LDCT-NP using Cox proportional hazard models adjusted for age, smoking history, asbestos exposure level and comorbidities. Results: A reduction in mortality from LC was observed in the LDCT-P group compared with regional and national figures (SMR_FVG = 0.55, 95% confidence interval (CI) 0.24-1.09; SMR_ITA = 0.51, 95% CI 0.22-1.01); this was not the case for the LDCT-NP group (SMR_FVG = 2.07, 95% CI 1.53-2.73; SMR_ITA = 1.98, 95% CI 1.47-2.61). A strong reduction in LC mortality was observed for the LDCT-P compared with the LDCT-NP [hazard ratio (HR) = 0.41, 95% CI 0.17-0.96]. Mortality was also reduced for all causes (HR = 0.61, 95% CI 0.44-0.84), but not for all neoplasms (HR = 0.97, 95% CI 0.62-1.50) and MNP (HR = 0.86, 95% CI 0.31-2.41) within the LDCT-P population. Conclusions: In our cohort, participation in the LDCT screening study was associated with reduced mortality from LC. This finding supports the use of LDCT in surveillance programmes for asbestos-exposed workers.

Randomized phase III PITCAP trial and meta-analysis of induction chemotherapy followed by thoracic irradiation with or without concurrent taxane-based chemotherapy in locally advanced NSCLC.

BACKGROUND: Chemo-radiotherapy is standard of care in the treatment of unresectable stage III NSCLC. We aimed at assessing whether the addition of concurrent taxane-chemotherapy to thoracic irradiation following chemotherapy was able to improve treatment outcome. MATERIAL AND METHODS: In PITCAP trial, patients with unresectable stage III NSCLC were randomized to receive 2 cycles of platinum-paclitaxel followed by 60-61.2Gy thoracic irradiation (control arm) or by same radiotherapy with concomitant weekly paclitaxel (experimental arm). A literature-based meta-analysis including all studies with same design was also performed. RESULTS: At the time of the second interim analysis, when 151 patients were randomized, accrual was terminated. With a median follow-up of 6.1 years, median survival was 13.2 vs 15.1 months, with a 3-year survival rate of 19.5 vs 21.2% in the control and experimental arm, respectively (HR: 0.97; 95% CI 0.69-1.36; p=0.845). Treatment toxicity was manageable in both arms. The meta-analysis of 5 trials (n=866) confirmed the lack of a meaningful effect on 1-year overall survival of a taxane added concurrently to radiotherapy. CONCLUSIONS: These results do not support a meaningful survival benefit with the addition of single agent taxane given concurrently to radiotherapy after platinum-based induction in locally advanced NSCLC.

Chemotherapy prescribing errors: an observational study on the role of information technology and computerized physician order entry systems.

BACKGROUND: Chemotherapy administration is a high-risk process. Aim of this study was to evaluate the frequency, type, preventability, as well as potential and actual severity of outpatient chemotherapy prescribing errors in an Oncology Department where electronic prescribing is used. METHODS: Up to three electronic prescriptions per patient record were selected from the clinical records of consecutive patients who received cytotoxic chemotherapy between January 2007 and December 2008. Wrong prescriptions were classified as incomplete, incorrect or inappropriate. Error preventability was classified using a four-point scale. Severity was defined according to the Healthcare Failure Mode and Effect Analysis Severity Scale. RESULTS: Eight hundred and thirty-five prescriptions were eligible. The overall error rate was 20%. Excluding systematic errors (i.e. errors due to an initially faulty implementation of chemotherapy protocols into computerized dictionaries) from the analysis, the error rate decreased to 8%. Incomplete prescriptions were the majority. Most errors were deemed definitely preventable. According to error presumptive potential for damage, 72% were classified as minor; only 3% had the potential to produce major or catastrophic injury. Sixty-eight percent were classified as near misses; adverse drug events had no or little effect on clinical outcome. CONCLUSIONS: Chemotherapy prescribing errors may arise even using electronic prescribing. Although periodic audits may be useful to detect common errors and guide corrective actions, it is crucial to get the computerized physician order entry system and set-ups correct before implementation.

An integrated inspection of the somatic mutations in a lung squamous cell carcinoma using next-generation sequencing.

Squamous cell carcinoma (SCC) of the lung kills over 350,000 people annually worldwide, and is the main lung cancer histotype with no targeted treatments. High-coverage whole-genome sequencing of the other main subtypes, small-cell and adenocarcinoma, gave insights into carcinogenic mechanisms and disease etiology. The genomic complexity within the lung SCC subtype, as revealed by The Cancer Genome Atlas, means this subtype is likely to benefit from a more integrated approach in which the transcriptional consequences of somatic mutations are simultaneously inspected. Here we present such an approach: the integrated analysis of deep sequencing data from both the whole genome and whole transcriptome (coding and non-coding) of LUDLU-1, a SCC lung cell line. Our results show that LUDLU-1 lacks the mutational signature that has been previously associated with tobacco exposure in other lung cancer subtypes, and suggests that DNA-repair efficiency is adversely affected; LUDLU-1 contains somatic mutations in TP53 and BRCA2, allelic imbalance in the expression of two cancer-associated BRCA1 germline polymorphisms and reduced transcription of a potentially endogenous PARP2 inhibitor. Functional assays were performed and compared with a control lung cancer cell line. LUDLU-1 did not exhibit radiosensitisation or an increase in sensitivity to PARP inhibitors. However, LUDLU-1 did exhibit small but significant differences with respect to cisplatin sensitivity. Our research shows how integrated analyses of high-throughput data can generate hypotheses to be tested in the lab.

A computational index derived from whole-genome copy number analysis is a novel tool for prognosis in early stage lung squamous cell carcinoma.

Squamous cell carcinoma of the lung is remarkable for the extent to which the same chromosomal abnormalities are detected in individual tumours. We have used next generation sequencing at low coverage to produce high resolution copy number karyograms of a series of 89 non-small cell lung tumours specifically of the squamous cell subtype. Because this methodology is able to create karyograms from formalin-fixed paraffin-embedded material, we were able to use archival stored samples for which survival data were available and correlate frequently occurring copy number changes with disease outcome. No single region of genomic change showed significant correlation with survival. However, adopting a whole-genome approach, we devised an algorithm that relates to total genomic damage, specifically the relative ratios of copy number states across the genome. This algorithm generated a novel index, which is an independent prognostic indicator in early stage squamous cell carcinoma of the lung.

A randomised phase II study of docetaxel/oxaliplatin and docetaxel in patients with previously treated non-small cell lung cancer: an Alpe-Adria Thoracic Oncology Multidisciplinary group trial (ATOM 019).

INTRODUCTION: To date, no combination regimen has proven superior to single agent chemotherapy as a second-line treatment for non-small cell lung cancer (NSCLC). METHODS: This multicenter, non-comparative randomised phase II trial evaluated the activity of docetaxel (75 mg/m(2) on day 1) with oxaliplatin (70 mg/m(2) on day 2) every 3 weeks in previously treated NSCLC patients; the reference arm was single-agent docetaxel (75 mg/m(2) on day 1 every 3 weeks). It was designed as a one-stage, three-outcome phase II trial; 21 evaluable patients were required in each arm. The primary end-point was response rate; secondary end-points were toxicity, progression free survival (PFS) and overall survival. RESULTS: Fifty patients were enrolled. Patient characteristics included male/female, 76/24%; median age 62 years; ECOG PS 0/1, 36/64%; previous platinum-based chemotherapy, 98%. Partial response was seen in 20% and 8%, stable disease in 52% and 32%, of patients treated with docetaxel/oxaliplatin and docetaxel, respectively. Main grade 3-4 toxicities were neutropenia 56% and 64%; febrile neutropenia 4% and 8%; diarrhoea 12% and 4% for docetaxel/oxaliplatin and docetaxel, respectively. Median PFS was 5.0 and 1.7 months, median survival 11.0 and 7.1 months, and 1-year survival 44% and 32% for docetaxel/oxaliplatin and docetaxel, respectively. CONCLUSIONS: The study met its pre-defined study end-point; docetaxel/oxaliplatin and more generally platinum-containing doublets warrant further evaluation as second-line therapy for patients with NSCLC.

Prognostic stratification of stage IIIA pN2 non-small cell lung cancer by hierarchical clustering analysis of tissue microarray immunostaining data: an Alpe Adria Thoracic Oncology Multidisciplinary Group study (ATOM 014).

INTRODUCTION: Stage IIIA non-small cell lung cancer (NSCLC) with ipsilateral mediastinal lymph node metastases (N2) is a heterogeneous disease with differing prognoses. In this study, we retrospectively investigated the prognostic value of the expression of 10 molecular markers in 87 patients with stage IIIA pN2 NSCLC treated with radical surgery. METHODS: Primary tumor tissue microarrays (TMAs) were constructed and sections used for immunohistochemical analysis of epidermal growth factor receptor, ErbB-2, c-kit, cyclooxygenase-2, survivin, bcl-2, cyclin D1, cyclin B1, metalloproteinase (MMP)-2, and MMP-9. Univariate and multivariate analyses and unsupervised hierarchical clustering analysis of clinical pathologic and immunostaining data were performed. RESULTS: Bcl-2 (p < 0.0001) and cyclin D1 (p = 0.015) were more highly expressed in squamous cell carcinoma (SCC), whereas MMP-2 (p = 0.009), MMP-9 (p = 0.005), and survivin (p = 0.032) had increased expression in other histologic subtypes. In univariate analysis, SCC histology and cyclin D1 expressions were favorable prognostic factors (p = 0.015 and p < 0.0001, respectively); by contrast, MMP-9 expression was associated with worse prognosis (p = 0.042). In multivariate analysis, cyclin D1 was the only positive prognostic factor (p < 0.0001). Unsupervised hierarchical clustering analysis of TMA immunostaining data identified five distinct clusters. They formed two subsets of patients with better (clusters 1 and 2) and worse (clusters 3, 4, and 5) prognoses, and median survival of 51 and 10 months, respectively (p < 0.0001). The better prognosis subset mainly comprised patients with SCC (80%). CONCLUSIONS: Hierarchical clustering of TMA immunostaining data using a limited set of markers identifies patients with stage IIIA pN2 NSCLC at high risk of recurrence, who may benefit from more aggressive treatment.

Using next-generation sequencing for high resolution multiplex analysis of copy number variation from nanogram quantities of DNA from formalin-fixed paraffin-embedded specimens.

The use of next-generation sequencing technologies to produce genomic copy number data has recently been described. Most approaches, however, reply on optimal starting DNA, and are therefore unsuitable for the analysis of formalin-fixed paraffin-embedded (FFPE) samples, which largely precludes the analysis of many tumour series. We have sought to challenge the limits of this technique with regards to quality and quantity of starting material and the depth of sequencing required. We confirm that the technique can be used to interrogate DNA from cell lines, fresh frozen material and FFPE samples to assess copy number variation. We show that as little as 5 ng of DNA is needed to generate a copy number karyogram, and follow this up with data from a series of FFPE biopsies and surgical samples. We have used various levels of sample multiplexing to demonstrate the adjustable resolution of the methodology, depending on the number of samples and available resources. We also demonstrate reproducibility by use of replicate samples and comparison with microarray-based comparative genomic hybridization (aCGH) and digital PCR. This technique can be valuable in both the analysis of routine diagnostic samples and in examining large repositories of fixed archival material.

An expanded access program of erlotinib (Tarceva) in patients with advanced non-small cell lung cancer (NSCLC): data report from Italy.

BACKGROUND: Erlotinib demonstrated significantly prolonged survival versus placebo in patients with advanced NSCLC who had progressed after standard chemotherapy. TRUST is a phase IV trial initiated to provide erlotinib access to patients with advanced NSCLC. We report the interim analysis for patients enrolled in the TRUST trial in Italy. PATIENTS AND METHODS: Eligible patients had stage IIIB/IV NSCLC and had failed or were unsuitable for chemotherapy. Erlotinib (150 mg/day orally) was given until disease progression or unacceptable toxicity. Patients were monitored monthly. RESULTS: At time of this analysis, data from 651 patients were available. Patient characteristics were: median age 66 years (range 30-87), male 69%, former or current smoker 71%, ECOG PS 0-1 81%, adenocarcinoma histology 52% and stage IV 82%. Erlotinib was administered as first-, second-, third- or other-line in 12, 45, 43 and <1% of patients, respectively. Response rate was 9%, with a disease-control rate of 63%. Median progression-free survival was 15 weeks and was longer in females (p<0.001), patients with adenocarcinoma (p=0.008), those with no smoking history (p<0.001) and patients who experienced skin toxicity (p<0.001). Safety data were available for 609 patients, 35% of whom had at least one adverse event (AE), but only 4% of patients discontinued treatment due to erlotinib-related AEs. CONCLUSION: This analysis of the Italian TRUST results confirms the activity and favourable safety profile of erlotinib in unselected patients with advanced NSCLC.

From the podium to the patient: bringing the 2008 ASCO meeting to the clinic.

Around 4,800 abstracts on preclinical and clinical research in different oncology areas were presented and discussed by oncology clinicians and scientists at the 44th American Society of Clinical Oncology meeting, the largest international forum in the field. As expected, the meeting provided valuable insights into future developments as well as enlightening clinicians regarding current controversies. This manuscript is an opinion-based review of the studies presented at the meeting, focusing on findings from randomized phase III trials and translational researches that, in the authors' opinion, are most likely to modify clinical practice or help scientists in designing future translational and clinical studies.

Low-dose computed tomography screening for lung cancer and pleural mesothelioma in an asbestos-exposed population: baseline results of a prospective, nonrandomized feasibility trial--an Alpe-adria Thoracic Oncology Multidisciplinary Group Study (ATOM 002).

OBJECTIVE: To evaluate the feasibility of using low-dose computed tomography (LDCT) for the early diagnosis of lung cancer and malignant pleural mesothelioma in an asbestos-exposed population. METHODS: Between February 2002 and October 2003, 1,045 volunteers already enrolled in a surveillance program for asbestos-exposed workers and former workers were recruited. The main eligibility criteria were: written informed consent, definite exposure to asbestos, age 40-75, no prior cancer or severe concomitant conditions, no chest CT scan in the past 2 years. A smoking history was not required. After a structured interview, chest X-ray (CXR) and LDCT were performed. Participants with negative examinations were assigned to annual LDCT. Participants with positive findings received high-resolution CT and additional diagnostic workup as appropriate. RESULTS: Baseline characteristics of the screened population were: median asbestos exposure time, 30 years; median age, 58; median pack-years in smokers/former smokers, 18.5. Thirty-four percent had never smoked. On LDCT, 834 noncalcified nodules were identified in 44% of participants, versus 43 nodules in 4% on CXR. Pleural abnormalities were observed in 44% and 70% of participants by CXR and LDCT, respectively. Overall, LDCT identified nine cases of non-small cell lung cancer-eight stage I, one stage IIA-and one thymic carcinoid, corresponding to 1% of the enrolled population. All cases were radically treated. None had been detected by CXR. No pleural mesothelioma was diagnosed. There were 11 false-positive results. CONCLUSIONS: Our findings first suggest that LDCT may be at least as useful in asbestos workers as in heavy smokers for the early diagnosis of lung cancer; this benefit is evident even in a poor-risk population, with low rates of smoking prevalence and a previous history of radiological surveillance. The role of spiral tomography in screening for pleural mesothelioma remains uncertain.

Sequential, alternating, and maintenance/consolidation chemotherapy in advanced non-small cell lung cancer: a review of the literature.

A platinum-based doublet with a third-generation agent (paclitaxel, vinorelbine, gemcitabine, docetaxel) represents the standard first-line treatment for advanced non-small cell lung cancer patients with good performance status (PS). Traditional chemotherapy provides response rates of 20%-40% and a median survival of 8-10 months. In an attempt to improve its outcome, alternative schedules have been proposed, namely sequential, alternating, and maintenance/consolidation therapy. Sequential chemotherapy with a platinum-based doublet followed by a single agent is feasible in patients with good PS; preliminary results from randomized phase III trials with combination chemotherapy as a comparator are promising, suggesting similar efficacy and a better toxicity profile for the sequential arm. The use of sequential single agents is an option for elderly and frail patients unsuitable for a platinum-based combination. Based on trials published so far, it is unlikely that an alternating chemotherapy strategy will be proven superior to standard chemotherapy in patients with good PS. However, sufficient evidence exists that it could be appropriate in the elderly or in unfit individuals. Consolidation/maintenance chemotherapy may provide additional benefit for patients achieving disease control after standard first-line chemotherapy. Better results are seen when maintenance consists of an agent that has proven active in the induction phase. Further evaluation of this strategy, as well as of consolidation/maintenance therapy with targeted agents, is warranted. In conclusion, these approaches may improve the outcome in selected patients with advanced non-small cell lung cancer, but further results from randomized trials are needed. In the meantime, sequential, alternating, and maintenance/consolidation therapy should still be considered investigational.

Dramatic tumour response to pemetrexed single-agent in an elderly patient with malignant peritoneal mesothelioma: a case report.

BACKGROUND: To date, there is no standard treatment for unresectable malignant peritoneal mesothelioma; either best supportive care or systemic chemotherapy with palliative intent are accepted options. CASE PRESENTATION: Here, we report the case of a 79-year old patient with malignant peritoneal mesothelioma who was treated with pemetrexed single-agent and obtained an impressive long-lasting response. CONCLUSION: Single-agent pemetrexed is a treatment option for malignant peritoneal mesothelioma in selected elderly patients or in patients with unpaired performance status.

Phase II study of irinotecan and docetaxel in patients with previously treated non-small cell lung cancer: an Alpe-Adria Thoracic Oncology Multidisciplinary group study (ATOM 007).

This study was designed to evaluate the activity and tolerability of irinotecan and docetaxel in patients with previously treated non-small cell lung cancer (NSCLC). Eligibility included recurrent or progressive NSCLC, previous chemotherapy, age > or = 18 years, ECOG PS < or = 2. Treatment consisted of irinotecan (160 mg/m2 i.v.), followed by docetaxel (65 mg/m2 i.v.) on day 1 of a 21-day cycle, for a maximum of 6 cycles. Forty patients were enrolled. Median age was 60 years and median ECOG PS was 1. All patients were evaluable for toxicity and 31 (78%) were evaluable for response. A total of 125 cycles was administered (median, 3; range, 1-6). Most common grade 3-4 toxicities were neutropenia (62%), neutropenic fever (22%), and diarrhea (32%). Response rate was 10%; a further 40% of patients achieved stable disease. All responses were observed in patients with ECOG PS < or = 1, age <70 years, and who had received only one prior chemotherapy regimen. Median time to progression was 2.8 months and median survival was 7.4 months. Because of significant toxicity and limited activity, further investigation of irinotecan plus docetaxel in second line NSCLC is not recommended.

Lung Cancer Highlights from ASCO 2005.

Exciting news regarding lung cancer was presented at the American Society of Clinical Oncology (ASCO) 2005 Annual Meeting held in Orlando, FL. Last but not least among the big killers, after breast cancer and colorectal cancer, non-small cell lung cancer (NSCLC) can now benefit from the addition of a molecularly targeted agent to standard first-line chemotherapy. The Eastern Cooperative Oncology Group 4599 phase III trial showed superior survival in patients with advanced nonsquamous NSCLC when the angiogenesis inhibitor bevacizumab was added to standard first-line chemotherapy with carboplatin and paclitaxel, compared with the same chemotherapy alone. Careful patient selection is mandatory to avoid fatal bleeding following bevacizumab administration. The role of surgery in the multimodality treatment of stage III NSCLC was further defined by the North American Intergroup 0139 trial and the European Organization for the Research and Treatment of Cancer Lung Cancer group 08941 trial. The final results of the Adjuvant Navelbine International Trialist Association trial add further support to adjuvant platinum-based chemotherapy following radical surgery in early-stage NSCLC. Interesting studies further addressed the correlation between molecular tumor profiling and clinical outcome with molecularly targeted agents in NSCLC, in particular gefitinib and erlotinib. Still, the Southwest Oncology Group 0023 randomized trial of maintenance gefitinib after definitive chemoradiation in unresectable NSCLC failed to demonstrate an advantage for maintenance gefitinib over placebo. Unfortunately, no striking results have been reported for small cell lung cancer and pleural malignant mesothelioma. The results of the studies in this report are updated with the data presented at the 2005 ASCO Annual Meeting.

Tumor measurements on computed tomographic images of non-small cell lung cancer were similar among cancer professionals from different specialties.

OBJECTIVE: In this study, we addressed the influence of the observer's background and experience on the accuracy of imaging-based tumor measurements. The consistency of measures with Response Evaluation Criteria in Solid Tumors (RECIST) vs. WHO criteria is also reported. STUDY DESIGN AND SETTING: Twenty-five observers (five radiologists, five thoracic surgeons, five radiotherapists, five pulmonologists, and five medical oncologists) were asked to measure three lesions on selected serial chest computed tomographic images from three non-small cell lung cancer patients treated with chemotherapy. The observers were asked to measure the longest diameter (RECIST), along with its perpendicular diameter (WHO criteria). Measurements by radiologists were used as reference values. RESULTS: There was no significant difference in the accuracy of measurements among the different groups. The highest intraobserver consistency was achieved by radiologists. Neither familiarity with measuring tumor lesions nor years since the MD degree correlated with measurement accuracy. A comparison of RECIST and WHO criteria showed consistent response ratings (kappa=.74, CI 95%=.57-.91). CONCLUSION: Measurements of selected lesions were consistent among specialists, suggesting that assessment of tumor response is reliable even when it is not done by radiologists.

Sequential chemotherapy with paclitaxel plus cisplatin, followed by vinorelbine, followed by gemcitabine in advanced non-small cell lung cancer: an Alpe-Adria Thoracic Oncology Multidisciplinary group study (ATOM 001).

Aim of this study was to determine the activity and toxicity of a sequential chemotherapy regimen in advanced non-small cell lung cancer (NSCLC). Fifty-one previously untreated stage IIIB/IV NSCLC patients were enrolled to receive two cycles of cisplatin plus paclitaxel (80/175 mg/m(2) every 21 days), followed by two cycles of vinorelbine (30 mg/m(2) on days 1 and 8 every 21 days), followed by two cycles of gemcitabine (1000 mg/m(2) on days 1, 8, and 15 every 28 days). Forty-one patients (82%) completed the planned six cycles. Grade 3-4 neutropenia was the major toxicity (41% of patients) and it was mainly associated with vinorelbine administration. Response rate after cisplatin plus paclitaxel was 18%; this percentage increased to 41% after vinorelbine, and it reached 43% upon completion of the entire six cycle treatment program. Median survival time was 14.4 months, 1-year survival rate was 53%, and 2-year survival rate was 18%. Median time to disease progression was 6.8 months. This sequential chemotherapy regimen is feasible and active in patients with advanced NSCLC. This pilot experience provides the basis for an ongoing randomized phase III trial comparing our sequential regimen versus cisplatin plus gemcitabine.

Information given to cancer patients on diagnosis, prognosis and treatment: the clinical oncologist's perspective.

The extent of information to cancer patients is, in general, culture-dependent. Information mainly refers to three aspects, namely diagnosis (Dx), prognosis (Px) and treatment (Rx), but the relative contribution of each domain to the information given overall is not available. To address this issue, we e-mailed a questionnaire to 9893 members of the American Society of Clinical Oncology (ASCO) asking whether they agree that information about Dx, Px and Rx contribute differently to the information given to the cancer patient overall and, if so, to what extent, both in the adjuvant and advanced settings. 857 questionnaires were evaluable. There was no statistically significant difference between the contribution of these 3 domains in the adjuvant setting (33%, 34% and 33%, respectively). In subgroup analysis, medical oncologists and haematologists attributed a significantly higher contribution of Px information compared with other specialists (P < 0.05). In the advanced setting, respondents estimated a higher contribution of Px (41%) to patient information overall compared with Dx and Rx (28% and 31%, respectively; P < 0.05). This finding was more pronounced in North America than in Europe (P < 0.0001), and in Germanic-language than in Romance-language countries (P = 0.005). In conclusion, information on Dx, Px and Rx are believed to contribute differently to the information delivered to cancer patients overall, depending on the stage of disease, the cultural environment and the specialty of the physician.