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Multiparametric Lung MRI With Diffusion-Weighted Imaging in Lung-RADS 4 Lesion Characterization

2026년 8월 17일 업데이트: University of Florida

Multiparametric Lung MRI With Diffusion-Weighted Imaging in Lung-RADS 4 Lesion Characterization: A Single-Center Prospective Diagnostic Accuracy Study

This study evaluates whether multiparametric chest magnetic resonance imaging (MRI) with diffusion-weighted imaging (DWI), performed without any contrast material, can distinguish malignant from benign lung lesions that were assigned Lung-RADS category 4 on a standard-of-care lung cancer screening low-dose CT.

Participants who have a Lung-RADS 4 lesion on screening CT undergo one non-contrast research MRI of the chest at 3.0 Tesla. The MRI is added to standard care; no standard-of-care imaging, biopsy, or treatment is withheld or replaced, and the research MRI is not used for clinical decision making. Participants then continue routine clinical management, and the final nature of the lesion is established from pathology or microbiology when tissue is obtained, or otherwise from at least 24 months of clinical and imaging follow-up.

The primary measure is the sensitivity and specificity of multiparametric MRI against that final diagnosis. Secondary measures include whether DWI alone performs as well as the full MRI protocol, how MRI compares with PET/CT in participants who had PET/CT as part of their care, and quantitative MRI thresholds (apparent diffusion coefficient, lesion-to-spinal-cord signal intensity ratio, native T1 and T2).

This is an exploratory pilot and feasibility study. No formal power calculation was performed; the sample size is intended to support feasibility assessment, protocol optimization, and preliminary estimates of diagnostic performance.

연구 개요

상세 설명

OBJECTIVES

Aim 1. Determine the sensitivity and specificity of multiparametric chest MRI with DWI in differentiating malignant from benign Lung-RADS 4 lesions.

Aim 2. Determine whether DWI alone is as effective as the full chest protocol in malignancy classification of Lung-RADS 4 lesions.

Aim 3. Compare the diagnostic performance of chest MRI to PET/CT in the characterization of Lung-RADS 4 lesions.

DESIGN

Single-center prospective observational cohort study of diagnostic accuracy at the University of Florida. Participants identified from the institutional lung cancer screening program with a Lung-RADS 4 (4A, 4B, 4X) finding on standard-of-care low-dose CT undergo one non-contrast research chest MRI. There is no randomization and no comparator group; the comparator is the reference standard (final clinical diagnosis) and, for Aim 3, the participant's standard-of-care PET/CT where performed.

INDEX TEST

All examinations are performed on a 3.0 Tesla scanner (GE Healthcare or Siemens Healthineers) with a vendor-specific surface coil; an interlocking neck coil may be added to the torso coil for apical lesions. No intravenous or other contrast material is administered. Sequences comprise axial breath-hold 2D in- and opposed-phase gradient echo T1-weighted imaging; axial breath-hold and/or respiratory-triggered DWI using multi-shot fat-suppressed echo-planar imaging with two b values; DWI sequences with restricted z-axis coverage centered on the nodule (EPI-DWI, FOCUS/ZOOMit-EPI, MUSE/RESOLVE); and axial respiratory-triggered T2-weighted imaging with fat suppression or Dixon. Ultra-short echo time imaging and T1/T2 mapping centered on the nodule may be added if time allows. Pulse-sequence parameters are optimized to the vendor platform during a pre-clinical optimization phase and after the first participants are scanned.

IMAGE ANALYSIS

Anonymized MRI examinations are read independently by two cardiothoracic radiologists with more than 5 years of MRI experience. Readers have the companion low-dose CT but are blinded to clinical data and to any additional imaging. Reading proceeds in two rounds: DWI alone in conjunction with the LDCT (Aim 2), then the full set of sequences (Aim 1). Each examination is classified as (1) negative / low suspicion for malignancy, (2) indeterminate, would benefit from short-term follow-up, or (3) positive / high suspicion for malignancy. Quantitative measures are the apparent diffusion coefficient from a circular or elliptical ROI over the lowest-signal component of the nodule, and the nodule-to-spinal-cord signal intensity ratio measured at the same level.

REFERENCE STANDARD

The final etiology of the lesion is determined by histopathological and/or microbiological data when available, or otherwise by imaging and clinical follow-up for at least 24 months. A lesion that disappears or decreases in size on follow-up is deemed benign; a lesion that remains stable for at least 24 months is deemed benign.

STATISTICAL ANALYSIS

Sensitivity and specificity of chest MRI and of DW-MRI alone are reported with 95% confidence intervals, computed both excluding and including indeterminate examinations. For participants whose standard-of-care PET/CT was performed within a 3-week interval, sensitivity and specificity of the two modalities are compared pairwise by McNemar's test. Thresholds for ADC, lesion-to-spinal-cord ratio, native T1 and T2 are explored by ROC analysis at Youden's index. Interobserver agreement is assessed by kappa for categorical variables and intraclass correlation for continuous variables. Analyses are performed in R version 4.4.1 or higher at a significance level of 0.05. No interim analysis is planned.

연구 유형

관찰

등록 (추정된)

30

연락처 및 위치

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연구 연락처

연구 연락처 백업

연구 장소

    • Florida
      • Gainesville, Florida, 미국, 32610
        • UF Health Shands Hospital
        • 연락하다:
        • 연락하다:

참여기준

연구원은 적격성 기준이라는 특정 설명에 맞는 사람을 찾습니다. 이러한 기준의 몇 가지 예는 개인의 일반적인 건강 상태 또는 이전 치료입니다.

자격 기준

공부할 수 있는 나이

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아니

샘플링 방법

비확률 샘플

연구 인구

Adults aged 50 to 80 years enrolled in the University of Florida lung cancer screening program who meet 2021 USPSTF screening eligibility (at least a 20 pack-year smoking history, currently smoking or quit within the past 15 years) and whose standard-of-care screening low-dose chest CT was assigned Lung-RADS category 4 (4A, 4B, or 4X). Participants are identified consecutively from institutional lung cancer screening CT reports and approached through a treating clinician who is a listed investigator, or through the UF Consent2Share registry.

설명

Inclusion Criteria:

  1. Age 50 to 80 years, inclusive.
  2. At least a 20 pack-year cigarette smoking history, and currently smoking or quit within the past 15 years (2021 USPSTF lung cancer screening eligibility).
  3. Underwent a standard-of-care lung cancer screening low-dose chest CT (LDCT) at the University of Florida that was assigned Lung-RADS category 4 (4A, 4B, or 4X) per ACR Lung-RADS v2022.
  4. Able to provide written informed consent independently.

Exclusion Criteria:

  1. Part-solid or cystic nodule with a solid component measuring less than 8 mm.
  2. Endobronchial nodule.
  3. MRI-incompatible or potentially MRI-incompatible implanted device.
  4. Claustrophobia that would prevent the participant from tolerating the MRI examination.
  5. Metallic device in the chest wall or spine that may interfere with adequate image acquisition in the field of view (assessed case by case).
  6. History of prior lung resection for a benign condition that may create susceptibility artifact in the field of view.
  7. Home oxygen supplementation.
  8. Active or treated lower respiratory tract infection within the prior 4 weeks.
  9. Lack of capacity to consent.

공부 계획

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디자인 세부사항

코호트 및 개입

그룹/코호트
개입 / 치료
Lung-RADS 4 lesion on screening LDCT
Adults aged 50-80 who meet 2021 USPSTF lung cancer screening criteria and have a Lung-RADS category 4 (4A, 4B, or 4X) lesion on a standard-of-care lung cancer screening low-dose chest CT. Each participant undergoes one non-contrast multiparametric chest MRI at 3.0 T for research purposes, in addition to standard of care. No standard-of-care imaging, biopsy, or treatment is withheld or replaced, and the research MRI is not used for clinical decision making. Participants continue routine clinical management; the final nature of the lesion is established from histopathology or microbiology when tissue is obtained, or otherwise from at least 24 months of clinical and imaging follow-up.
Single non-contrast chest MRI on a 3.0 Tesla scanner (GE Healthcare or Siemens Healthineers) with a vendor-specific surface coil. Sequences: axial breath-hold 2D in- and opposed-phase gradient echo T1-weighted imaging; axial breath-hold and/or respiratory-triggered multi-shot fat-suppressed EPI DWI with two b values; reduced-FOV DWI centered on the nodule; axial respiratory-triggered T2-weighted imaging with fat suppression or Dixon. Optional UTE and T1/T2 mapping if time allows. No intravenous or other contrast material is administered.

연구는 무엇을 측정합니까?

주요 결과 측정

결과 측정
측정값 설명
기간
Sensitivity and specificity of multiparametric chest MRI for malignancy in Lung-RADS 4 lesions
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Sensitivity and specificity, each with a 95% confidence interval, of the reader classification of multiparametric chest MRI (full protocol) for malignant versus benign lesion, against the final clinical diagnosis as the reference standard. Reported both excluding and including examinations classified as indeterminate, to determine whether indeterminate examinations are better grouped with low or with high suspicion.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.

2차 결과 측정

결과 측정
측정값 설명
기간
Sensitivity and specificity of diffusion-weighted imaging alone
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Sensitivity and specificity with 95% confidence intervals of the reader classification based on DWI alone read in conjunction with the companion low-dose CT (round 1), against the final clinical diagnosis, for comparison with the full-protocol estimates (Aim 2).
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Diagnostic performance of chest MRI compared with PET/CT
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Sensitivity and specificity of chest MRI and of standard-of-care PET/CT compared pairwise by McNemar's test, in the subset of participants whose PET/CT was performed within a 3-week interval (Aim 3). PET/CT is standard of care and is not scheduled by the study.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Apparent diffusion coefficient (ADC) threshold for malignancy
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Optimal ADC threshold identified by ROC analysis at Youden's index, with the sensitivity, specificity and 95% confidence intervals at that threshold. ADC is measured from a circular or elliptical region of interest placed over the lowest-signal component of the nodule, avoiding artifact, with correlation to the low-dose CT.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Lesion-to-spinal-cord signal intensity ratio (LSR) threshold for malignancy
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Optimal LSR threshold by ROC analysis at Youden's index with sensitivity, specificity and 95% confidence intervals. LSR is calculated from the signal intensity of the nodule and of the spinal cord measured at the same level.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Native T1 and T2 thresholds for malignancy
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Optimal native T1 and T2 thresholds by ROC analysis at Youden's index, with sensitivity, specificity and 95% confidence intervals at each threshold, in participants for whom T1 and T2 mapping centered on the nodule was acquired.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Diagnostic performance of a short (<10 minute) acquisition protocol
기간: From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Sensitivity and specificity of the abbreviated acquisition (a single diffusion sequence with restricted z-axis coverage centered on the nodule, acquisition time under 10 minutes) compared with the full protocol, to assess whether the short protocol is non-inferior.
From the research MRI to establishment of the final diagnosis: histopathology or microbiology when tissue is obtained, otherwise at least 24 months of clinical and imaging follow-up per participant.
Feasibility: prevalence of eligible patients and conversion of eligible patients to enrolled participant
기간: Through the enrollment period, up to 24 months from study start.
Number of Lung-RADS 4 examinations screened, number meeting all eligibility criteria, and number enrolled and scanned, yielding the prevalence of eligible patients in the UF lung cancer screening population and the eligible-to-enrolled conversion rate. Stated in the source protocol as an explicit goal the sample size is intended to support.
Through the enrollment period, up to 24 months from study start.
Interobserver agreement between the two readers
기간: At completion of image interpretation, after both reading rounds are finished for all enrolled participants. Up to 48 months from study start.
Agreement between the two independent cardiothoracic radiologists: Cohen's kappa for the three-category suspicion classification and intraclass correlation coefficients for continuous measures (ADC, LSR, T1, T2). Interpreted as 0.01-0.20 minor, 0.21-0.40 fair, 0.41-0.60 moderate, 0.61-0.80 high, 0.81-1.00 excellent.
At completion of image interpretation, after both reading rounds are finished for all enrolled participants. Up to 48 months from study start.
Prevalence of each MRI suspicion category
기간: At completion of image interpretation, after both reading rounds are finished for all enrolled participants. Up to 48 months from study start.
Proportion of examinations classified into each of the three reader categories: (1) negative / low suspicion for malignancy, (2) indeterminate, would benefit from short-term follow-up, (3) positive / high suspicion for malignancy.
At completion of image interpretation, after both reading rounds are finished for all enrolled participants. Up to 48 months from study start.

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연구 기록 날짜

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연구 주요 날짜

연구 시작 (추정된)

2027년 1월 1일

기본 완료 (추정된)

2031년 1월 1일

연구 완료 (추정된)

2032년 1월 1일

연구 등록 날짜

최초 제출

2026년 8월 12일

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2026년 8월 12일

처음 게시됨 (실제)

2026년 8월 17일

연구 기록 업데이트

마지막 업데이트 게시됨 (실제)

2026년 8월 19일

QC 기준을 충족하는 마지막 업데이트 제출

2026년 8월 17일

마지막으로 확인됨

2026년 8월 1일

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