operator s chest Search Results


90
InLight Solutions Inc chest dosimeters inlight
Chest Dosimeters Inlight, supplied by InLight Solutions Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/inlight+dosimeters/pmc08692020-57-6-8
Average 90 stars, based on 1 article reviews
chest dosimeters inlight - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

93
Genovis Inc chest pain
Chest Pain, supplied by Genovis Inc, used in various techniques. Bioz Stars score: 93/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/OpeRATOR+Lyophilized/pmc12244817-36-27-30
Average 93 stars, based on 1 article reviews
chest pain - by Bioz Stars, 2026-10
93/100 stars
  Buy from Supplier

90
Technik GmbH modifizierte yacoub-operation
Modifizierte Yacoub Operation, supplied by Technik GmbH, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/modifizierte+yacoub+operation/10__1007_slash_s10353___014___0261___0-369-25-35
Average 90 stars, based on 1 article reviews
modifizierte yacoub-operation - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

86
Siemens Healthineers pre operative chest ct examinations
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Pre Operative Chest Ct Examinations, supplied by Siemens Healthineers, used in various techniques. Bioz Stars score: 86/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/ct+examinations+perfusion/pmc13243389-140-0-14
Average 86 stars, based on 1 article reviews
pre operative chest ct examinations - by Bioz Stars, 2026-10
86/100 stars
  Buy from Supplier

90
Jolife AB mechanical chest compression/decompression system lucas-system
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Mechanical Chest Compression/Decompression System Lucas System, supplied by Jolife AB, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/mechanical+chest+compressor+lucas+chest+compression+system/pm24238746-21-26-35
Average 90 stars, based on 1 article reviews
mechanical chest compression/decompression system lucas-system - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

90
Siemens AG 1.5t siemens scanners aera
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
1.5t Siemens Scanners Aera, supplied by Siemens AG, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/32+channel+head+coil/pm29893995-46-4-26
Average 90 stars, based on 1 article reviews
1.5t siemens scanners aera - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

90
Cutanea Life porfyria cutanea tarda
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Porfyria Cutanea Tarda, supplied by Cutanea Life, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/porphyria+cutanea+tarda/pm21863335-117-115-119
Average 90 stars, based on 1 article reviews
porfyria cutanea tarda - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

90
Deknatel Inc soft 28f chest tube
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Soft 28f Chest Tube, supplied by Deknatel Inc, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/20+f+trocar+tipped+thoracostomy+tube/pm21704293-39-7-11
Average 90 stars, based on 1 article reviews
soft 28f chest tube - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

90
ZOLL Medical battery operated mechanical chest compressor autopulse
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Battery Operated Mechanical Chest Compressor Autopulse, supplied by ZOLL Medical, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/mechanical+compression+device+autopulse/pm20346567-37-18-24
Average 90 stars, based on 1 article reviews
battery operated mechanical chest compressor autopulse - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

90
Georg Thieme Verlag KG pectus excavatum
Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a <t>representative</t> <t>pre-operative</t> contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.
Pectus Excavatum, supplied by Georg Thieme Verlag KG, used in various techniques. Bioz Stars score: 90/100, based on 1 PubMed citations. ZERO BIAS - scores, article reviews, protocol conditions and more
https://www.bioz.com/product/operator+s+chest/pectus+excavatum/pm27522122-8-0-18
Average 90 stars, based on 1 article reviews
pectus excavatum - by Bioz Stars, 2026-10
90/100 stars
  Buy from Supplier

Image Search Results


Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a representative pre-operative contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.

Journal: Frontiers in Immunology

Article Title: Non-invasive radiogenomic mapping of the SMARCAL1-driven ferroptotic niche is associated with longitudinal MRD-negative surveillance in early-stage NSCLC

doi: 10.3389/fimmu.2026.1835413

Figure Lengend Snippet: Multi-omics landscape and prognostic significance of the SMARCAL1-related ferroptotic microenvironment in baseline MRD-negative NSCLC (N = 71). (a) Region-of-interest (ROI) segmentation schematic on a representative pre-operative contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years' experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.

Article Snippet: Pre-operative chest CT examinations were acquired across three multi-detector CT platforms (Somatom Definition AS, Siemens Healthineers; Discovery CT750 HD, GE Healthcare; Brilliance iCT, Philips Healthcare).

Techniques: Biomarker Discovery, Generated, Selection

Non-invasive spatial feature extraction and five-layer construction of the Rad-Score. (a) Region-of-interest (ROI) segmentation schematic on a representative pre-operative contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years’ experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.

Journal: Frontiers in Immunology

Article Title: Non-invasive radiogenomic mapping of the SMARCAL1-driven ferroptotic niche is associated with longitudinal MRD-negative surveillance in early-stage NSCLC

doi: 10.3389/fimmu.2026.1835413

Figure Lengend Snippet: Non-invasive spatial feature extraction and five-layer construction of the Rad-Score. (a) Region-of-interest (ROI) segmentation schematic on a representative pre-operative contrast-enhanced CT slice. ROI_core (intratumoral, solid red) was delineated by a senior thoracic radiologist (>10 years’ experience) and independently verified (Dice Similarity Coefficient ≥ 0.90); ROI_rim (dashed orange) was generated by 3.0-mm morphological dilation of ROI_core with meticulous exclusion of air spaces, bones, and major vessels. Scale bar 10 mm. (b) Five-layer dimensionality reduction pipeline with embedded LASSO path: Layer 1 — 1,432 raw IBSI-compliant features filtered by intra-/inter-observer ICC ≥ 0.80 (1,105 retained); Layer 2 — coefficient of variation ≥ 0.05 and hierarchical Spearman clustering at d = 0.20 (129 retained); Layer 3 — univariate Cox P < 0.05 (42 retained); Layer 4 — LASSO Cox with nested 5×5 cross-validation (9 retained); Layer 5 — stability selection (B = 500 subsamples; Π ≥ 0.60 retained, 7/9 with Π ≥ 0.80). Right-side plots show LASSO coefficient paths and partial likelihood deviance versus log(λ). (c) Rad-Score waterfall distribution across 71 patients ranked from low to high; sustained MRD-negative patients (blue, predominantly positive values) versus MRD converters (red, predominantly negative values); maximally-selected rank cut-off at +0.15. The zero-centered distribution reflects 45 MRD-negative versus 26 MRD-converter patients. (d) Spatial sensitivity analysis of peritumoral margin width (2, 3, 5, 10 mm) showing 24-month C-index (left axis, blue circles) and Spearman ρ between Rad-Score and CIBERSORTx CD8 + T cell fraction (right axis, orange squares); optimum at 3 mm (C-index = 0.812, ρ = 0.554), supporting the a priori-selected 3-mm rim. Error bars represent bootstrap 95% CIs.

Article Snippet: Pre-operative chest CT examinations were acquired across three multi-detector CT platforms (Somatom Definition AS, Siemens Healthineers; Discovery CT750 HD, GE Healthcare; Brilliance iCT, Philips Healthcare).

Techniques: Extraction, Generated, Biomarker Discovery, Selection