Abstract:
:Machine learning algorithms can help to improve the accuracy and efficiency of cancer diagnosis, selection of personalized therapies and prediction of long-term outcomes. Artificial intelligence (AI) describes a subset of machine learning that can identify patterns in data and take actions to reach pre-set goals without specific programming. Machine learning tools can help to identify high-risk populations, prescribe personalized screening tests and enrich patient populations that are most likely to benefit from advanced imaging tests. AI algorithms can also help to plan personalized therapies and predict the impact of genomic variations on the sensitivity of normal and tumor tissue to chemotherapy or radiation therapy. The two main bottlenecks for successful AI applications in pediatric oncology imaging to date are the needs for large data sets and appropriate computer and memory power. With appropriate data entry and processing power, deep convolutional neural networks (CNNs) can process large amounts of imaging data, clinical data and medical literature in very short periods of time and thereby accelerate literature reviews, correct diagnoses and personalized treatments. This article provides a focused review of emerging AI applications that are relevant for the pediatric oncology imaging community.
journal_name
Pediatr Radioljournal_title
Pediatric radiologyauthors
Daldrup-Link Hdoi
10.1007/s00247-019-04360-1subject
Has Abstractpub_date
2019-10-01 00:00:00pages
1384-1390issue
11eissn
0301-0449issn
1432-1998pii
10.1007/s00247-019-04360-1journal_volume
49pub_type
杂志文章,评审abstract::A case of Feuerstein-Mims syndrome (naevus sebaceous, convulsions and mental retardation) is described in association with vitamin D resistant reckets. ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF00975318
更新日期:1976-12-15 00:00:00
abstract:BACKGROUND:Recent reports have highlighted the lifetime risk of malignancy from using ionizing radiation in pediatric imaging. Computed tomography (CT), which uses ionizing radiation, is employed extensively for neonatal brain imaging of term infants. Magnetic resonance (MR) provides an alternative that does not use io...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-003-0933-6
更新日期:2003-07-01 00:00:00
abstract::Diffusion-weighted MRI of the brain is becoming clinically available as a tool to investigate cerebral ischaemia. We report a newborn girl presenting with seizures in whom diffusion-weighted MRI showed a large hyperintensity in the area perfused by the left middle cerebral artery. Short-term neurological follow-up bef...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s002470100442
更新日期:2001-05-01 00:00:00
abstract::Atlas anomalies in terms of clefts and aplasia are rare. They can sometimes simulate fractures and need further evaluation. Imaging in terms of CT and MR can help resolve diagnostic confusion and also outline associated neurological involvement. A rare anomaly of anterior and posterior atlas arch, previously unclassif...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s002470100542
更新日期:2001-11-01 00:00:00
abstract::Dideoxyinosine (ddI) is a widely used antiretroviral agent in treatment of HIV infection. Pancreatitis is a serious side effect. Two cases are reported, one with rapid development of a pseudocyst. ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s002470050099
更新日期:1997-02-01 00:00:00
abstract::Endobronchial carcinoid is an extremely rare neoplasm in children. We report a case in which this entity was prospectively diagnosed by 3-D CT bronchography with volume rendering techniques. The ability to prospectively implicate an endobronchial neoplasm in a child may help to guide subsequent therapy and management....
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-004-1293-6
更新日期:2004-12-01 00:00:00
abstract::The grey scale ultrasound features of 30 cases of Wilms' tumour examined using a water delay scanner are presented. Eighty-seven percent of masses were of uniform texture, with echogenicity equal to or slightly greater than that of liver with small hypo-echoic areas. There were no totally cystic tumours in the series....
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02387500
更新日期:1986-01-01 00:00:00
abstract::Two adolescent girls with acquired vaginal occlusion and resultant hematometracolpos are presented. Both are long-term survivors of childhood malignancies, who prior to multiagent chemotherapy and pelvic irradiation had normal uteri by imaging. Both were amenorrheic post therapy. Routine follow-up computed tomography ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02011961
更新日期:1993-01-01 00:00:00
abstract::Aplasia, hypoplasia and stenosis of the pulmonary artery showed, on scintigraphic investigation, unilateral, homogenous decreased in lung perfusion. In 3 of 4 children with pulmonary sequestration there was a difference in blood flow between the two lungs, or in one part of the lung. Isolated anomalous drainage of pul...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF00978815
更新日期:1975-11-24 00:00:00
abstract::The original version of this paper included errors in Fig. 3. The corrected Fig. 3 is presented here. ...
journal_title:Pediatric radiology
pub_type: 已发布勘误
doi:10.1007/s00247-020-04665-6
更新日期:2020-05-01 00:00:00
abstract:BACKGROUND:Preterm and low-birth-weight infants have an increased risk of sensorineural hearing loss. Brainstem auditory-evoked potentials (BAEP) are an effective method to detect subtle deficits in impulse conduction in the auditory pathway. Abnormalities on diffusion tensor imaging (DTI) have been shown to be associa...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-009-1278-6
更新日期:2009-08-01 00:00:00
abstract::We report a rare case of atypical teratoid/rhabdoid tumor that presented with imaging findings similar to those of optic pathway glioma. The diagnosis of atypical teratoid/rhabdoid tumor was determined following surgical resection of the tumor by collective histologic and immunohistochemical staining, and cytogenetic ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-008-0923-9
更新日期:2008-10-01 00:00:00
abstract::Certain misleading appearances are peculiar to pediatric uroradiology. The most frequently encountered pitfalls are related to the bladder, to vesicoureteral reflux, and to the duplicated collecting system. The bi-chambered nature of the child's bladder, and the rapid settling of contrast material to the most dependen...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF01644339
更新日期:1980-09-01 00:00:00
abstract:BACKGROUND:Because of its absence of ionising radiation and possibility for obtaining functional information, MRI is promising for assessing lung disease in children who require repetitive imaging for long-term follow-up. OBJECTIVE:To describe MRI findings in children with cystic fibrosis and evaluate semi-quantitativ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-017-4021-8
更新日期:2018-02-01 00:00:00
abstract::Seventeen children with adrenocortical neoplasms (13 carcinomas: four adenomas) are reviewed and attention is focused on the value of the newer imaging modalities in the management of these children. All the lesions were functioning tumors. CT is the single most important modality in assessing primary and metastatic d...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF00975660
更新日期:1983-01-01 00:00:00
abstract::A case of duodenal diaphragm diagnosed by ultrasound is presented. The case was associated with situs inversus. ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02388285
更新日期:1987-01-01 00:00:00
abstract::Xanthogranulomatous pyelonephritis (XGP), a rare chronic renal infection in children, usually presents as high fever, pyuria and an abdominal mass. This child with clinical and radiologic evidence of osteomyelitis was not suspected of renal disease until a non-functioning kidney was discovered during a bone scan. The ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02388099
更新日期:1987-01-01 00:00:00
abstract::Suspected appendicitis is the most common indication for emergent abdominal surgery in children. The clinical diagnosis of appendicitis can be challenging, and CT is playing an increasing role in the evaluation of right lower quadrant pain. Occasionally, alternative diagnoses to appendicitis can be suggested on CT. Th...
journal_title:Pediatric radiology
pub_type: 杂志文章,评审
doi:10.1007/s00247-008-1110-8
更新日期:2009-04-01 00:00:00
abstract::Uterine didelphys with obstructed hemivagina and ipsilateral renal anomalies is a rare congenital malformation of the female urogenital tract. While the urinary anomalies almost always involve renal agenesis, we report a rare case of a 17-year-old girl with the malformation associated with ectopic ureteral insertion i...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-009-1454-8
更新日期:2010-03-01 00:00:00
abstract::Previous studies have suggested that CT examinations of the brain in children soon after near-drowning incidents are not helpful in predicting clinical outcome and are not necessary. The clinical and CT findings of 19 pediatric near-drowning victims were reviewed for correlation with clinical and neurologic outcome. A...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02010911
更新日期:1993-01-01 00:00:00
abstract::Osteopathia striata with cranial sclerosis (OS-CS) is a specific bone dysplasia manifested by hypertelorism, flat nasal bridge, frontal bossing, large head, hypoplastic maxilla, palate anomalies, chronic otitis media, hearing deficits, nasal obstruction, and neurological changes of deafness, facial palsy, ophthalmople...
journal_title:Pediatric radiology
pub_type: 杂志文章,评审
doi:10.1007/BF02017665
更新日期:1994-01-01 00:00:00
abstract::Clinical decision support has been identified by the United States government as a method to decrease inappropriate imaging exams and promote judicious use of imaging resources. The adoption of this method will be incentivized by requiring appropriate use criteria to qualify for Medicare reimbursement starting in Janu...
journal_title:Pediatric radiology
pub_type: 杂志文章,评审
doi:10.1007/s00247-018-4322-6
更新日期:2019-04-01 00:00:00
abstract::Relapses of lymphoblastic leukaemia traditionally involve the central nervous system and testes in boys. Involvement of the female pelvic organs is frequently found at autopsy; however, involvement of the cervical uterus is rare and even less commonly symptomatic. A 13-cm uterine mass was discovered in a 15-year-old a...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-007-0661-4
更新日期:2008-03-01 00:00:00
abstract::We present an unusual case of popliteal entrapment syndrome type I in an 11-year-old boy. Presenting symptoms were exercise-related pain and pallor in his left lower leg. The diagnosis of popliteal entrapment syndrome was established by acral plethysmography, colour-coded Doppler sonography and MRI. After myotomy of t...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s002470050552
更新日期:1999-02-01 00:00:00
abstract:BACKGROUND:We have previously shown that urinary bladder volume index (BVI = length x width x depth of bladder) and bladder volume wall thickness index (BVWI = BVI at full bladder/average bladder wall thickness) are useful indicators of bladder dysfunction in children with enuresis and urinary tract infection. These in...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-006-0376-y
更新日期:2007-02-01 00:00:00
abstract::Ultrasound is a remarkably powerful and versatile modality for pediatric imaging, without requiring exposure to radiation or sedatives. By providing information on blood flow, Doppler sonography can reveal details about normal physiology and disease processes not discernable from gray-scale anatomic images alone. Howe...
journal_title:Pediatric radiology
pub_type: 杂志文章,评审
doi:10.1007/s00247-004-1228-2
更新日期:2004-10-01 00:00:00
abstract::A patient with the characteristic changes of Sturge-Weber syndrome on the right side was found to have a large arteriovenous malformation on the left side which involved the superior ophthalmic vein. This association, although previously reported, is extremely rare. ...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF02015455
更新日期:1994-01-01 00:00:00
abstract::Protocol development between radiology and pediatric emergency medicine requires a multidisciplinary approach to manage straightforward as well as complex and time-sensitive needs for emergency department patients. Imaging evaluation requires coordination of radiologic technologists, radiologists, transporters, nurses...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-008-0973-z
更新日期:2008-11-01 00:00:00
abstract::The fetal alcohol syndrome has recently been clinically recognised and has a characteristic facial phenotype. The condition is the result of chronic maternal alcohol ingestion affecting the first trimester. A survey of our cases has shown that skeletal maldevelopment is a part of the syndrome and can help in its early...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/BF00971818
更新日期:1981-01-01 00:00:00
abstract:BACKGROUND:Inferior vena cava (IVC) filter placement in children has been described in literature, but there is variability with regard to their indications. No nationally representative study has been done to compare practice patterns of filter placements at adult and children's hospitals. OBJECTIVE:To perform a nati...
journal_title:Pediatric radiology
pub_type: 杂志文章
doi:10.1007/s00247-017-4001-z
更新日期:2018-02-01 00:00:00