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Smart use of FIT: Combining FIT with other parameters Evelien Dekker AMC Amsterdam the Netherlands

Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

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Page 1: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Smart use of FIT: Combining FIT with other

parameters

Evelien Dekker

AMC Amsterdam

the Netherlands

Page 2: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Pre-selection in screening by FIT

• Positive FIT followed by colonoscopy

FIT + colonoscopy

• FIT has low burden, high participation-rate, cheap

• FIT limited sensitivity (& specificity)

• for CRC 75%

• for advanced adenomas 33%

Page 3: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Other parameters: risk factors?

• Many known risk factors for CRC

• Risk factors could be useful for optimizing pre-selection of screening by FIT

• Increase sensitivity: decrease missed lesions

• Increase specificity: decrease number of false positives

Page 4: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Age

Page 5: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Age

• Risk for CRC increases with age

• Currently only age is applied in screening programs

– Deciding who to screen

– UK: method

Page 6: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Gender

Page 7: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

• Men have higher prevalence of AA & CRC1,2

• At every FIT cut-off: men have higher positivity rate,

higher sensitivity and lower specificity - higher

detection rates and higher miss rates3

• Tailored cut-off based on gender?

• Lower cut-off in women to level sensitivity – or lower

cut-off in men to level miss rates..

1Regula NEJM 2006, 2Brenner Gut 2007, 3Grobbee UEG Journal 2016

Gender

Page 8: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Familial risk for CRC

Page 9: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Familial risk for CRC

General population 4%

1 FDR >45 yrs 6%

1 FDR & 1 SDR 8%

1 FDR <45 yrs 10%

≥2 FDRs >50 yrs 17%

Hereditary syndromes (adenomatous polyposis, Lynch)

25-100%

Page 10: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

For high-risk cancer syndromes (Lynch, Familial CRC):

colonoscopy-based surveillance programs

However, diagnosis often missed..

And families with lower risk (i.e. no Lynch or FCC) not

included in guidelines

Positive family history for CRC

Page 11: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Potential strategies:

Ask FIT+ patients at intake colonoscopy

Include with FIT also (extensive) questionnaire on

family history and decide:

FCC or Lynch: colonoscopy

No FCC or Lynch: FIT-result decisive

Include as risk-factor in model with FIT

Include family history for CRC

Page 12: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Smoking

Diet

BMI...

......

Other risk factors..?

Page 13: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

FIT-based prediction model

Page 14: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

FIT-based prediction model

• Identify individuals at high risk for CRC on the basis of FIT-result and risk factors

• Increase the sensitivity of pre-selection for CRC screening

• Increase the diagnostic yield of CRC screening... and cost-effectiveness

Page 15: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

What is the gain in accuracy of a risk model with FIT plus risk factors in the pre-selection for colonoscopy in population screening for CRC, relative to FIT only?

FIT-based prediction model

Page 16: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

1236 colonoscopy participants

COCOS-trial

Stegeman et al, Cancer Epid 2013

Page 17: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Risk factors CRC: questionnaire

Personal Characteristics Age

Behavioral characteristics Physical activity

Sex Smoking

First degree relatives with CRC

BMI

Medication Alcohol

Hormone Replacement Therapy for women

Nutritional characteristics Fiber intake

Regular aspirin/NSAID use

Calcium intake

Page 18: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

1236 colonoscopy participants

1022 (83%) completed

questionnaire and FIT

82 (8%) advanced neoplasia at

colonoscopy

COCOS-trial

Stegeman et al, Cancer Epid 2013

Page 19: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Variable Diagnostic Odds Ratio (CI)

Male versus Female 1.21 (0.80-1.82)

Alcohol in units 1.01 (0.99-1.03)

NSAID 0.85 (0.51-1.44)

Sleep in hours 1.08 (0.90-1.31)

BMI 1.01 (0.96-1.06)

Physical Activity 0.82 (0.53-1.26)

Hormonal status (females) 0.35 (0.05-2.62)

Red meat 0.95 (0.85-1.06)

Stegeman et al, Cancer Epid 2013

COCOS: results

Page 20: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Variable Diagnostic Odds Ratio

Smoking (current/past) 1.97 (1.21-3.23)

Age (per year) 1.05 (1.02-1.09)

Calcium (per mg) 0.99 (0.98-0.99)

Family history (per family member) 1.50 (1.06-2.12)

FIT 7.93 (4.92 -12.78)

Stegeman et al, Cancer Epid 2013

COCOS: results

– Multivariate logistic regression

– Calculate risk of advanced neoplasia

Page 21: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

COCOS: ROC

AUC FIT: 0.69 AUC model: 0.76

Stegeman et al, Gut 2014

Page 22: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

COCOS: reclassification

• At cut-off 50 ng/ml buffer = 10 ugHb/g faeces

• 102 FIT-positives (10%)

• With same number of risk-positive persons: 25 other persons invited

• 5 extra cases of advanced neoplasia

Stegeman et al, Gut 2014

Page 23: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

COCOS: sensitivities

For advanced neoplasia:

• FIT at cut-off 10 ugHb/g faeces: 32%

• Risk-model: 40%

Stegeman et al, Gut 2014

Page 24: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Other prediction models

Ladabaum Cancer 2016, Yeoh Gut 2011, Imperiale Gastro 2013, Kaminski Gastro 2013

• NCI risk score - for man and for women

• Asia-Pacific Colorectal Screening Score

• Other scoring-systems

All using clinical data & questionnaire data, no FIT

Page 25: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

FIT-based prediction model

• FIT low burden, done at home, high participation-rates

• Risk-factors could increase yield of FIT-based screening program, but..

Participation is crucial for a population-based screening program!

Page 26: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Prediction model: participation?

• Age, gender: via municipal office..

• Information from questionnaires: low burden, understandable for everyone, etc.. depending on implementation!

– Postal mail

– Email

– Online

– App

– Via family doctor

– ..?

Page 27: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

In conclusion.. smart use of FIT

• Combining FIT with other risk-factors can improve yield of FIT-based screening program

Evelien Dekker

Page 28: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

In conclusion.. smart use of FIT

• Combining FIT with other risk-factors can improve yield of FIT-based screening program

• Cheap!

Evelien Dekker

Page 29: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

In conclusion.. smart use of FIT

• Combining FIT with other risk-factors can improve yield of FIT-based screening program

• Cheap!

• Optimal prediction-model to be established

Evelien Dekker

Page 30: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

In conclusion.. smart use of FIT

• Combining FIT with other risk-factors can improve yield of FIT-based screening program

• Cheap!

• Optimal prediction-model to be established

• Implementation is crucial!

Evelien Dekker

Page 31: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

In conclusion - smart use of FIT

• Combining FIT with other risk-factors can improve yield of FIT-based screening program

• Cheap!

• Optimal prediction-model to be established

• Implementation is crucial!

• Future: combine FIT with other non-invasive tests, e.g. molecular stool-tests, blood test, genetic information (saliva?), microbiome information...

Evelien Dekker

Page 32: Smart use of FIT: Combining FIT with other parameters€¦ · •Men have higher prevalence of AA & CRC1,2 •At every FIT cut-off: men have higher positivity rate, higher sensitivity

Ideal combination?!