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1.
Clin Oncol (R Coll Radiol) ; 35(6): e362-e375, 2023 06.
Article in English | MEDLINE | ID: mdl-36967312

ABSTRACT

AIMS: Understanding the correlations between underlying medical and personal characteristics of a patient with cancer and the risk of lung metastasis may improve clinical management and outcomes. We used machine learning methodologies to predict the risk of lung metastasis using readily available predictors. MATERIALS AND METHODS: We retrospectively analysed a cohort of 11 164 oncological patients, with clinical records gathered between 2000 and 2020. The input data consisted of 94 parameters, including age, body mass index (BMI), sex, social history, 81 primary cancer types, underlying lung disease and diabetes mellitus. The strongest underlying predictors were discovered with the analysis of the highest performing method among four distinct machine learning methods. RESULTS: Lung metastasis was present in 958 of 11 164 oncological patients. The median age and BMI of the study population were 63 (±19) and 25.12 (±5.66), respectively. The random forest method had the most robust performance among the machine learning methods. Feature importance analysis revealed high BMI as the strongest predictor. Advanced age, smoking, male gender, alcohol dependence, chronic obstructive pulmonary disease and diabetes were also strongly associated with lung metastasis. Among primary cancers, melanoma and renal cancer had the strongest correlation. CONCLUSIONS: Using a machine learning-based approach, we revealed new correlations between personal and medical characteristics of patients with cancer and lung metastasis. This study highlights the previously unknown impact of predictors such as obesity, advanced age and underlying lung disease on the occurrence of lung metastasis. This prediction model can assist physicians with preventive risk factor control and treatment strategies.


Subject(s)
Diabetes Mellitus , Lung Neoplasms , Humans , Male , Retrospective Studies , Risk Factors , Diabetes Mellitus/epidemiology
3.
Ann Rheum Dis ; 65(12): 1626-30, 2006 Dec.
Article in English | MEDLINE | ID: mdl-16707537

ABSTRACT

AIM: To evaluate a rheumatoid arthritis patient-instructor-based formation-assessment programme for its ability to improve and assess musculoskeletal knowledge and skills in third-year medical students. METHODS: (1) The quality of our musculoskeletal teaching was assessed before patient-instructor intervention through an open-questions test (pre-test) and performance record forms (PRFs) filled in by the patient-instructors. (2) The improvement afforded by patient-instructors was evaluated through a second (identical) open-questions test (post-test). (3) The resulting skills in the students were further assessed by an individual patient-instructors physical status record form (PSRF), filled in by the students. RESULTS: Pre-tests and post-tests showed an improvement in correct answers from a mean score of 39% to 47%. The history-taking questions that obtained <50% scores in the pre-test mostly dealt with the consequences of a chronic illness. Intervention of patient-instructors especially improved knowledge of the psychosocial aspects and side effects of drugs. With regard to physical examination, patient-instructors makedly improved the identification of assessment of signs of active and chronic inflammation. PRF analysis showed that 10 of 28 questions answered by <50% of the students were related to disease characteristics of rheumatoid arthritis, extra-articular signs, side effects of drugs and psychosocial aspects. Analysis of the PSRF indicated that the weakness of our students' physical examination abilities in particular is related to recognising the types of swelling and differentiating tenderness from pain on motion. CONCLUSION: This study proves the considerable benefits of the involvement of patient-instructors in the teaching and assessment of clinical skills in students.


Subject(s)
Arthritis, Rheumatoid/diagnosis , Education, Medical, Undergraduate/methods , Patients , Rheumatology/education , Teaching/methods , Clinical Competence , Educational Measurement/methods , Humans , Medical History Taking/methods , Medical History Taking/standards , Physical Examination/methods , Physical Examination/standards , Program Evaluation
4.
Scand J Med Sci Sports ; 10(2): 98-102, 2000 Apr.
Article in English | MEDLINE | ID: mdl-10755280

ABSTRACT

Hemoglobin data have been available from ski teams beginning from 1987, and from 1989 to 1999 we have followed hemoglobin values in elite cross-country skiers in international competitions. The mean values at the 1989 World Nordic Ski Championships were lower than population reference values, as would be expected from plasma volume expansion associated with endurance training. However, an increase, particularly in the maximal values, became obvious in 1994 and rose further in 1996. These extreme values provide both a health risk to the individual athlete and unfair competition. After a rule limiting hemoglobin values was introduced, the drop of the highest values was remarkable: among men 15 g/l (0.23 mmol/l) and among women 42 g/l (0.65 mmol/l). It would appear that the rule had achieved its goal of limiting extreme hemoglobin values. Yet the mean hemoglobin concentrations in men and women have continued to rise, suggesting the continued use of artificial methods to increase total hemoglobin mass.


Subject(s)
Hemoglobins/analysis , Skiing/physiology , Acclimatization/physiology , Altitude , Doping in Sports , Erythropoietin/administration & dosage , Female , Finland , Follow-Up Studies , France , Hemoglobins/drug effects , Humans , Male , Physical Endurance/physiology , Plasma Volume , Recombinant Proteins , Reference Values , Risk Factors , Sweden
5.
Cancer Detect Prev ; 23(4): 309-15, 1999.
Article in English | MEDLINE | ID: mdl-10403902

ABSTRACT

The clinical usefulness of neuron-specific enolase (NSE), thymidine kinase (TK), and tissue polypeptide-specific antigen (TPS) was investigated in 41 patients (53-80 years old) with recently discovered small-cell lung cancer (SCLC). Eleven patients exhibited limited disease (LD) and 30 extensive disease (ED). Serum samples for NSE, TPS (immunoradiometric assay), and TK (radioenzymatic assay) evaluations were drawn from all patients at the time of diagnosis and before each cycle of chemotherapy in the treated patients. Therapy consisted of i.v. carboplatin 300 mg/m2 on the first day and i.v. etoposide 120 mg/m2 from the first to the third day every 3 weeks. Nine patients refused or were not eligible for chemotherapy. Five patients received only one course and showed no response (NR); 9 patients received two courses; 18 patients received three or more courses. In the last group, complete remission (CR) was obtained in 9 cases, partial remission (PR) in 18 cases. The tumor markers studied did not show any significant difference in distinguishing LD from ED. NSE and TPS were significantly more often abnormal than TK, either at the time of diagnosis (p < 0.05) or in PR or NR patients (p < 0.05). In relation to chemotherapy response, NSE and TPS serum patterns were shown to be more reliable than TK in PR (p < 0.05) and NR patients (computed error between 10% and 15%). No significant difference was observed between serum NSE and TPS patterns. Serum NSE and TPS seem to be more useful in the diagnosis and follow-up of SCLC patients undergoing chemotherapy. Further trials are necessary to ascertain whether the associated assessment of NSE and TPS can add useful information to that provided by the assessment of NSE alone.


Subject(s)
Antineoplastic Combined Chemotherapy Protocols/therapeutic use , Carcinoma, Small Cell/diagnosis , Lung Neoplasms/diagnosis , Phosphopyruvate Hydratase/blood , Thymidine Kinase/blood , Tissue Polypeptide Antigen/blood , Aged , Aged, 80 and over , Carboplatin/administration & dosage , Carcinoma, Small Cell/blood , Carcinoma, Small Cell/drug therapy , Etoposide/administration & dosage , Female , Humans , Immunoradiometric Assay , Lung Neoplasms/blood , Lung Neoplasms/drug therapy , Male , Middle Aged , Prospective Studies , Treatment Outcome
6.
Oncology ; 52(5): 381-4, 1995.
Article in English | MEDLINE | ID: mdl-7637955

ABSTRACT

Four coagulation indices [fibrinopeptide A (FpA), X degradation products (XDPs), platelet factor (PF4), beta-thromboglobulin (beta-TG)] were assessed in 38 patients affected by large bowel cancer at different stages before surgery, 7 and 30 days after it, to evaluate the capacity of such neoplasia to influence coagulation. The reported study showed that (1) FpA levels were elevated in nearly all cases both before and after surgery (thus it is a useful index for the diagnosis of such neoplasia, although its levels are not influenced by the presence of metastases), (2) increased levels of XDPs were found in a significantly (p < 0.05) higher percent of patients 7 days after surgery (no significant differences were observed in relation to the cancer stage), (3) PF4 levels were in the normal range throughout the study, and (4) beta-TG levels were increased throughout the study in a high percentage of cases. It may be inferred that large bowel cancers may affect coagulation in either way(s), by triggering platelet activation and/or fibrinolysis. The most useful index for the diagnosis and follow-up of this neoplasia is FpA, although its levels are unaffected by the presence of metastases. The comprehensive evaluation of the four above-mentioned coagulation indices may give rise to the suspicion of large bowel cancer.


Subject(s)
Biomarkers, Tumor/blood , Colonic Neoplasms/blood , Fibrinolysis , Platelet Activation , Adult , Aged , Aged, 80 and over , Analysis of Variance , Colonic Neoplasms/surgery , Female , Fibrinopeptide A/metabolism , Humans , Male , Middle Aged , Platelet Factor 4/metabolism , Time Factors , beta-Thromboglobulin/metabolism
7.
Cancer Detect Prev ; 19(4): 331-6, 1995.
Article in English | MEDLINE | ID: mdl-7553675

ABSTRACT

Thirty-six patients with nonmucinous adenocarcinoma of the stomach, candidates for surgical laparotomy, were studied to evaluate the presence and extent of coagulation disorders in gastric cancer. They were staged according to TNM cancer staging (T: extent of primary tumor; N: lymph node involvement; M: presence of metastases), and a blood sample was collected before surgery. Platelets, platelet factor four (PF4), beta-thromboglobulin (BTG), activated partial thromboplastine time (APTT), prothrombin time (PT), factors five (V) and seven (VII), fibrinogen, cross-linked fibrin degradation products (XDP), fibrinopeptide-A (Fp-A), and antithrombin three (AT III) were assayed. Only fibrinogen, Fp-A, PF4, and factors V and VII were increased in more than 50% of patients. Fibrinogen and Fp-A were positively correlated with T(r = 0.29, p < p < 0.05; and r = 0.35, p < 0.05; respectively), whereas the other parameters did not show any statistically significant relationship with T, N, and M. Considering the subgroups including only the patients with pathological values, Fp-A (31 patients) was positively correlated with N (r = 0.4, p < 0.05), PF4 (25 patients) showed a positive correlation with T and N (r = 0.42, p < 0.05; r = 0.46, p < 0.05; respectively), and a significantly higher median in the presence than in the absence of metastases (median in the M+ subgroup: 42.7 ng/ml, range 38.6 to 102.8; median in the M- subgroup: 33.7, range 20.3 to 85; p < 0.01).(ABSTRACT TRUNCATED AT 250 WORDS)


Subject(s)
Adenocarcinoma/pathology , Blood Coagulation Factors/analysis , Stomach Neoplasms/pathology , Adenocarcinoma/blood , Adult , Aged , Aged, 80 and over , Female , Humans , Male , Middle Aged , Neoplasm Staging , Prognosis , Stomach Neoplasms/blood
8.
Food Chem Toxicol ; 25(10): 781-6, 1987 Oct.
Article in English | MEDLINE | ID: mdl-3679024

ABSTRACT

The subchronic oral toxicity of 4-chloro-alpha, alpha, alpha-trifluorotoluene (CTT) was assessed in Sprague-Dawley rats. Four groups of six male and six female rats were treated daily for 28 days, by gavage, with doses of 0, 10, 100 and 1000 mg CTT/kg body weight using olive oil as a vehicle. No clinical signs were observed, other than salivation in the high-dose group in the last week. The males of this group showed a significant decrease in body-weight gain without a concurrent decrease in food consumption. In males, there were significant dose-dependent increases in blood cholesterol and triglycerides, suggestive of alterations in lipid metabolism. The females showed only a small dose-related increase in serum lactate dehydrogenase. Specific histological alterations were found in the males given 1000 mg/kg/day, namely hyaline droplet nephrosis, along with a significant increase in relative kidney weight, and an increase in lipid vacuoles in the adrenal cortex. Slight nephrosis was also observed in males given 100 mg/kg. Both male and female rats showed a significant increase in relative liver weight at a dose of 1000 mg CTT/kg. CTT appears to have a low subchronic oral toxicity. Neither pathological nor biochemical alterations were found at 10 mg/kg body weight/day and this can be defined as the no-observable-effect level (NOEL).


Subject(s)
Toluene/analogs & derivatives , Administration, Oral , Animals , Body Weight/drug effects , Dose-Response Relationship, Drug , Female , Kidney Diseases/chemically induced , Kidney Diseases/pathology , Male , Rats , Salivation/drug effects , Toluene/administration & dosage , Toluene/toxicity
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