Intraductal carcinoma of the prostate (IDC‐P) lowers apparent diffusion coefficient (ADC) values among intermediate risk prostate cancers
Bibliographic record
Abstract
Background Prostatic intraductal carcinoma (IDC‐P) is an aggressive variant of prostate cancer (PCa) characterized by proliferation of malignant cells within prostatic ducts/acini and nucleomegaly. Purpose/Hypothesis To compare apparent diffusion coefficient (ADC) values and Prostate Imaging and Data Reporting System (PI‐RADS) v. 2 scores in intermediate risk (International Society of Urological Pathology [ISUP] Grade Group [GG] 2 and 3) PCa with/without IDC‐P to determine if IDC‐P alters the MRI appearance of PCa. Study Type Retrospective, case–control. Population Fifteen consecutive men with ISUP GG 2/3 (Gleason score 3+4 = 7 [ N = 4], 4+3 = 7 [ N = 11]) PCa with IDC‐P diagnosed at radical prostatectomy were compared with: 1) ISUP GG 2/3 PCa without IDC‐P (matched for percentage Gleason pattern 4), and 2) ISUP GG 4 and 5 (Gleason score 8/9) PCa without IDC‐P. Field Strength/Sequence 3T multiparametric MRI. Assessment Two blinded radiologists (R1/R2) measured mean ADC, ADC.ratio (ADC.tumor/ADC.normal peripheral zone) and assigned PI‐RADS v2 scores. Statistical Tests: Chi‐square and analysis of variance (ANOVA). Results There were no differences in age, prostate serum antigen, tumor size, or stage between groups ( P = 0.063‐0.912). Tumors with IDC‐P had lower mean ADC and ADC.ratio (0.741 ± 0.152 mm 2 /sec and 0.44 ± 0.07) compared with ISUP GG 2/3 tumors without IDC‐P (0.888 ± 0.167 mm 2 /sec and 0.62 ± 0.14), P = 0.012 and <0.001; and did not differ compared with ISUP GG 4/5 tumors (0.705 ± 0.141 mm 2 /sec and 0.44 ± 0.08), P = 0.509 and 0.868. Tumors with IDC‐P were nearly all PI‐RADS v2 score 5 (14/15) compared with ISUP GG 2/3 tumors without IDC‐P (10/15 R1, 8/15 R2) and GG 4/5 tumors (9/15), ( P = 0.040 = 0.092). Agreement in PI‐RADS v2 scoring was moderate (K = 0.68). Data Conclusion ISUP GG 2 and 3 (intermediate risk, Gleason score 7) PCa with IDC‐P have lower ADC compared with tumors without IDC‐P with a similar percentage of Gleason pattern 4 and resemble ISUP GG 4 and 5 high risk tumors on MRI. IDC‐P lowers ADC values among intermediate risk prostate cancers. Level of Evidence : 3 Technical Efficacy Stage : 2 J. Magn. Reson. Imaging 2019;50:279–287.
Stored with the screening record, where it is evidence for the labels above.
How this classification was reachedexpand
The three-model screen
all 5,600 screened works →All three models called this out of scope.
MRI study of how intraductal carcinoma affects apparent diffusion coefficient values in prostate cancer; a diagnostic imaging question.
The study examines MRI features of prostate cancer, not research itself.
Clinical radiology study of IDC-P and ADC values; prostate cancer domain imaging.
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".