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Table 1 Participant demographics for the 24 included studies

From: Artificial intelligence performance in detecting lymphoma from medical imaging: a systematic review and meta-analysis

First author and year

Participants

Inclusion criteria

Exclusion criteria

N

Mean age (SD; range, year)

Zhou Z, 2021

Patients with biopsy-confirmed MCL from May 2007 to October 2018.

The PET and CT slice numbers were different; either the PET or CT images could not be extracted from the picture archiving and communication system; the reference standard contour cannot be established.

142

Within-institution: 58 (NR; 39–84), outside-institution: 59 (NR; 40–67)

McAvoy M, 2021

Age ≥ 18 years old; pathology confirmed diagnoses of GBM or PCNSL that was untreated (i.e. not recurrent).

Patients with incomplete MR scans or scans with movement artifacts.

320

Training group: 63.9 (NR; 20–89),

Testing group: 62.9 (NR; 40–83)

Li D, 2020

DLBCL patients from three independent hospitals.

NR

867

NR

Miyoshi H, 2020

DLBCL, FL or RL diagnosed at Kurume University from 2010 to 2017.

NR

388

NR

Park JE, 2020

Patients under 19 years of age who underwent neck US with pathologic confirmation of the lymphadenopathy from 2012 to 2018.

Disease groups with less than twenty patients and inconclusive pathologic results.

242

11.2 (0.3; 1 month to 18)

Mohlman JS, 2020

Patients with quality preserved H&E slides of BL and DLBCL.

Other subtypes/variants such as T-cell/histiocyte rich large B-cell lymphoma.

70

NR

Achi HE, 2019

NR

NR

128

NR

Im H, 2018

NR

NR

40

NR

Guan Q, 2019

NR

NR

80

NR

Guo R, 2021

Patients with histopathologically diagnosed ENKTL.

Patients who had undergone surgical resection, radiotherapy, chemotherapy, and/or bone marrow transplantation as well as those with other malignancies.

167

NR

Xia W, 2021

PCNSL was proven by histopathology; underwent preoperative MRI.

Patients lacking any one of the MRI sequences; the images contained serious artifacts.

289

54 (13; 16–82)

Zhang Y, 2021

PCNSL confirmed by pathology; available cerebral MRI before diagnosis.

Patient age < 18 years; missing clinical information; receipt of hormone therapy before undergoing MRI; no data on enhanced MRI; lesions not in the cerebral parenchyma; and MR images with obvious artifact.

92

53.34 (12.57; NR)

Syrykh C, 2020

NR

NR

NR

NR

Wang H, 2020

Pathologically diagnosed ENKTL between January 2011 and January 2017, pretreatment 18F-FDG PET/CT.

NR

110

45.59 (14.55; NR)

Zhang J, 2020

NHL confirmed by histopathology.

NR

374

NR

Wang Q, 2017

Patients having been clinically examined at the hospital where the study was conducted.

NR

27

NR (NR; 7–65)

Schouten JPE, 2021

NA

Duplicated images.

250

NR

Nakagawa M, 2018

Patients with intraparenchymal brain tumor pathologically proven as GBM or PCNSL; the contrast-enhanced MRI exam were performed within 1 month before surgery.

Patients had neither pathologically proven GBM nor PCNSL; patient performed with other type of scanner; patients without a perfusion study; poor image quality.

70

69 (13; 26–88)

Shafique S, 2018

NR

NR

368

NR

Kong Z, 2019

Age ≥ 18 years old; underwent surgical resection or biopsy with pathology confirmed primary CNS lymphoma or GBM; had a preoperative 18F-FDG-PET/CT scan of the brain.

A history of brain tumors; suspected or confirmed peripheral lymphomas; treated with corticosteroids, radiotherapy or chemotherapy before surgery; diabetes mellitus (blood glucose ≥10 mmol/L); iatrogenic or disease-related immunosuppression.

77

58.83 (12.67; NR)

Weisman AJ, 2020

NR

NR

90

Hutchings: 38 (NR; 19–66), Denmark: 37(NR; 16–76), Mylam: 61 (NR; 23–83)

Kim Y, 2018

Pathologically confirmed glioblastoma or PCNSL; no prior biopsy or treatment; and adequate image quality without artifacts.

Patients without pretreatment MRI, high-resolution CE-T1-weighted image, or DWI; poor image quality.

64

59 (13.6; 20–80)

Styczeń M, 2012

NR

NR

30

64.5 (14.4; 28–84)

Guo J, 2018

Histopathologically confirmed cases of primary OAL or IOI; patients with orbital MRI (including pre- and post-contrast studies) less than 14 days before biopsy or surgery; patients with no history of surgery or treatment in the affected orbits.

Poor image quality; orbital lesions less than 0.5 cm in short diameter; OAL secondary to systemic lymphoma; patients with IOI or OAL.

84

Test set: 50.55 (14.03; 5–85), validation set: 55.37 (13.36; 25–80)

Azamossadat H, 2023

NR

NR

89

NR

Chava P, 2023

Patients who were analyzed through FISH as part of their pathological workup

Patients with non-informative FISH results, attributed to technical issues

55

Entire Cohort (62; 8–84)

Training set (66.5; 8–84)

Validation set (60; 17–77)

Jermphiphut J, 2023

Patients with PCNSL or GBM who had confirmed diagnoses from tissue specimens by a pathologist between January 2010 and December 2021.

Patients were ex- cluded as follows: (1) patients with missing MRI scans; (2) patients with inadequate MRI with move- ment artifacts.

274

54.1 (14.1)

Hikaru A, 2023

Ppatients pathologically confirmed with diffuse large B-cell lymphoma who underwent whole-body [18F] FDG PET/CT imaging before treatment from August 2005 to June.

Patients with comorbid diseases, including known malignancy or active infection, and were under the age of 18 were excluded.

62

64.7 ± 14.0

Manjit K, 2023

NR

NR

20,000

NR

Noriaki H, 2023

NR

NR

249

NR

  1. NR not reported, MCL mantle cell lymphoma, GBM glioblastoma multiforme, PCNSL primary central nervous system lymphoma, DLBCL diffuse large B-cell lymphoma, FL follicular lymphoma, RL reactive lymphoid hyperplasia, DWI diffusion-weighted imaging, OAL ocular adnexal lymphoma, IOI idiopathic orbital inflammation, BL burkitt lymphoma, MRI magnetic resonance imaging, MR magnetic resonance