CAD4TB
Computer-Aided Detection for Tuberculosis (CAD4TB)
Delft’s innovative CAD4TB software
CAD4TB was designed to help (non-expert) readers detect tuberculosis more accurately and cost-effectively. The speed of digital X-rays combined with deep learning and remote expertise make CAD4TB a valuable asset in the fight against TB.
TB Solution
Most countries where TB is widespread are poor; its prevalence is highest in countries with the lowest per-capita GDP. It is, therefore, not surprising that one of the main reasons TB incidences have not significantly decreased is the lack of simple, effective and inexpensive ways to detect new TB cases at an early stage. While the only way to diagnose TB is with a test like GeneXpert, these tests are expensive.
The World Health Organization
The World Health Organization (WHO) has recommended digital chest X-rays for systematic TB screening, which can show abnormalities in the lungs that suggest a patient may have TB. Although X-rays require local expertise for accurate reading, they have low operational costs and quick results.
Software to Detect TB
Delft Imaging has solved the TB detection challenge by combining low-cost, quick digital X-rays with deep learning and remote expertise. It’s called CAD4TB, Computer-Aided Detection for Tuberculosis.
If CAD4TB indicates that TB is likely present in a patient, a follow-up test like GeneXpert can be administered. This way, a patient can be diagnosed and treated within one day.
Diagnosis and treatment within one day.
Scientific Support for CAD4TB
Delft’s innovative approach to screening and diagnosing tuberculosis has been supported by many of our colleagues in the scientific community. Read the in-depth evaluations of CAD4TB in scientific articles:
Deep learning for TB detection
The CAD4TB software starts with a quick inspection of a new X-ray image. It normalizes the image to correct for input from various modalities, and then detects the many different abnormal structures that may be related to TB. The system has been trained in the detection of these abnormalities by applying deep learning to thousands of healthy and diseased X-rays from over 15 countries. CAD4TB also received expert feedback from lung specialists, making it extremely accurate and reliable.
Active TB Screening
The output of the CAD4TB software is a score between 0 and 100, indicating the likelihood that the subject on the image has active TB. The score also includes a texture heat map overlaying the original X-ray image which indicates abnormalities. Only if the output score is higher than a certain threshold will the patient need a subsequent sputum test to finalize the diagnosis. This process brings down both the cost and the time-to-treatment.
Our CAD4TB software is EC 0344 certified.
Within 30 seconds, the CAD4TB software analyses a chest X-ray, detects abnormalities and indicates the likelihood that active TB is present. This allows costly TB tests to be used only in suspected cases.
Delft Projects Using CAD4TB
Jakarta – Prisons
Indonesia has the third highest burden of tuberculosis in the world, following only after China and India. Even though Indonesia has made remarkable progress over the last decade, TB still remains one of the [...]
Mozambique
Delft provided an EasyDR X-ray machine with our Computer Aided Detection for Tuberculosis software (CAD4TB). The X-ray screening on TB and silicosis, audio and other tests will be free of charge for all the migrating mine workers.
eSwatini
Early 2016, the National Tuberculosis Programme of Swaziland ordered a mobile OneStopTB clinic to screen around 100.000 inhabitants in Swaziland. They combined the EasyDR digital X-ray with the innovative CAD4TB software, which allowed for an instant triage of suspects. Besides this Delft delivered two EasyPortable X-rays to reach the remotest areas in the mountainous country.
Sierra Leone
In 2018, 12 digital X-ray systems were installed at the Connaught and at 10 district hospitals, through a tender by IDA Foundation that was Global Fund supported. These systems are entirely solar powered and include charging batteries that allow 4-6 hours of operation at night when grid power may be unavailable.
Bangladesh
The focus was on increasing early case-detection, reporting and correct treatment of TB, serving poor communities in Dhaka, Bangladesh. The project was rolled out using an innovative pay-per-use scheme. The lung screening center’s charged a modest fee for every “lung screening” and part of this fee supported the cost of the X-ray units.
Malawi
We provided as many as 7 OneStopTB clinics, making this our biggest OneStopTB project in East-Africa yet. All 7 OneStopTB clinics have an X-ray compartment with a control room, a separate laboratory for the GeneXpert test (both air-conditioned), teleradiology and computers with our CAD4TB software.
South Africa – Prison
Because of overcrowding and poor living conditions, mines and jails are considered breeding grounds for TB – South Africa’s biggest killer. To solve this issue, the Aurum Institute, TBHIVCare and RightToCare started screening inmates in South Africa’s Correctional Services.
