Table 1.

Characteristics of the included studies

Hamilton et al, 20051315Hippisley-Cox and Coupland, 201116Hippisley-Cox and Coupland, 201317,18 Tool for women/menIyen-Omofoman et al, 201312Jones et al, 200719Jordan et al, 201320
OutcomeLung cancer risk within 2 yearsLung cancer risk within 2 yearsLung cancer risk within 2 yearsLung cancer risk within 4–12 monthsLung cancer risk within 3 yearsLung cancer risk within 0–1, 2–5, and 6–10 years
Cases24737852043a/3351a12 074301239
Controls12352 402 3421 240 864b/1 263 071b120 731451117 451
Predictor variables examinedAll symptoms, physical signs, and investigation results from the primary care records recorded in the 2 years prior to the cases’ lung cancer diagnosis. Entered into the analyses if they occurred in ≥2.5% of cases or controlsHaemoptysis, appetite loss, weight loss, cough, dyspnoea, tiredness, hoarseness, BMI, smoking status, chronic obstructive airways disease, Townsend deprivation score, family history of lung cancer, previous diagnosis of cancer apart from lung cancer, asthma, pneumonia, asbestos exposure, and anaemiaA large number of symptoms of any cancer and risk factors, including smoking, alcohol intake, age, BMI, haemoptysis, appetite loss, weight loss, cough, dyspnoea, tiredness, anaemia, abdominal pain, dysphagia, indigestion, neck lump, night sweats, venous thromboembolism, COPDcAge, sex, SES, smoking status, cough, haemoptysis, dyspnoea, chest/shoulder pain, weight loss, hoarseness, URTI, LRTI, non-specific chest infections, constipation, depressive disorders, COPD, outcome of blood tests, and number of GP consultations. All recorded 4–12 and 13–24 months before diagnosisAge, sex, and haemoptysisAge, sex, BMI, smoking status, drinking status, deprivation, and comorbidity, and musculoskeletal pain in the back, neck, shoulder, and hip
Predictor variables in final toolHaemoptysis, cough, fatigue, dyspnoea, chest pain, weight loss and appetite loss, thrombocytosis, and abnormal spirometryHaemoptysis, appetite loss, weight loss, cough, anaemia, BMI, smoking status, chronic, obstructive airways disease, Townsend deprivation score, and previous diagnosis of cancer apart from lung cancer (the latter was only included in the tool for females)In both tools: haemoptysis, appetite loss, weight loss, cough, anaemia, dysphagia, indigestion, neck lump, venous thromboembolism, COPD, smoking status, Townsend deprivation score. In tool for males only: abdominal pain, night sweatsAge, sex, SES, smoking status, cough, weight loss, haemoptysis, chest/shoulder pain, dyspnoea, hoarseness, URTI, LRTI, non-specific chest infections, COPD, and number of GP consultations. Recorded 4–12 months before lung cancer diagnosisAge, sex, and haemoptysisAge, sex, BMI, smoking status, drinking status, deprivation, and comorbidity, and musculoskeletal pain in the back, neck, shoulder, and hip
Missing data handlingUnclear, but no imputation appears to have been performedMultiple imputation to replace missing values for smoking status and BMIMultiple imputation to replace missing values for smoking status, alcohol status, and BMINo imputation has been performed. Low levels of missing dataNo imputation appears to have been performed. All patients appear to be accounted forUnclear, but no imputation appear to have been performed
Tool developmentMultivariate analysis with univariate pruning. Used PPVs as the risk measureCox regression analysis with univariate pruning, age used as the underlying time variableMultinomial logistic regression. Used RRs as the risk measureMultivariate logistic regression with univariate pruning; used ORs as the risk measureCalculation of PPVs for haemoptysis split by age group and sexCox proportional hazards regression analysis
Tool presentationTabular presentation of two tools (all patients, smokers) of the risks associated with single symptoms, repeat presentation of single symptoms, and symptom pairs. The PPVs ranged from 0.4% (cough, fatigue, both in all patients) to 17% (repeat presentation of haemoptysis in all patients)Tabular presentation of two tools (males, females) with adjusted HRs for each predictor variable. The tools are also available on a website as a risk calculatorTabular presentation of two tools (males, females) with adjusted RRs for each predictor variable. The tools are also available on a website as a risk calculatorAs an equation with all the necessary β-coefficients for patients aged ≥40 yearsTabular format with the PPVs for haemoptysis split by age group and sex. These risk measures varied from 0.21% (in males aged <45 years) to 20.43% (in males aged ≥85 years)Tabular format of adjusted HRs of musculoskeletal pain at the four locations. HRs were adjusted for age, sex, BMI, smoking status drinking status, deprivation, and comorbidity. Only back pain within the first year of follow up was associated with an increased risk of lung cancer (HR 1.67).
Tool availabilityFully availableUnderlying computer code, or all the numbers underlying the tool do not appear to be readily availableUnderlying computer code, or all the numbers underlying the tool do not appear to be readily availableFully available, apart from the interceptFully availableHRs adjusted for other variables associated with risk of lung cancer, but their individual effects not reported
ValidationNoneInternalInternalInternalNoneNone
Impact studyBefore-and-after studyNoNoNoNoNo
  • BMI = body mass index. COPD = chronic obstructive pulmonary disease. HR = hazard ratio. LRTI = lower respiratory tract infection. OR = odds ratio. PPV = positive predictive value. RR = risk ratio. SES = socio-economic status. URTI = upper respiratory tract infection.

  • a Not reported separately for development and validation cohorts, so this is the total for both cohorts.

  • b Includes the number of cases (see a).

  • c Supplementary data available from the authors on request.