Table 3.
ICD-9 code | Description | ICD-9 code | Description | Association p value derived from Clinical dataset |
Clinically surprising? | Number of Medline citations with both concepts mentioned | Supporting citations (PMID)† |
Citation could be interpreted as describing an association? |
---|---|---|---|---|---|---|---|---|
1st percentile (highest ranked associations) | ||||||||
290.0 | Senile dementia | 331.0 | Alzheimer's disease | <5×10−324 | No | 1139 | 11138345 2614500 7056516 |
No Yes No |
344.61 | Cauda equina syndrome with neurogenic bladder | 596.54 | Neurogenic bladder | <5×10−324 | No | 11 | 11880062 16813905 3400548 |
* No No |
184.4 | Malignant neoplasm of vulva | 233.3 | Carcinoma in situ, unspecified female genital organs | <5×10−324 | No | 1 | 2082867 | * |
396.2 | Mitral valve insufficiency and aortic valve stenosis | 424.1 | Aortic valve disorders | <5×10−324 | No | 2 | 11163732 9665226 |
Yes Yes |
362.21 | Retrolental fibroplasia | 769 | Respiratory distress syndrome in newborn | <5×10−324 | No | 92 | 12709796 19568962 15716610 |
* * * |
25th percentile | ||||||||
268.9 | Unspecified vitamin D deficiency (268.9) | 782.2 | Localized superficial swelling, mass, or lump | 3.8×10−68 | Yes | 3 | 11233710 21806909 9339283 |
No No No |
558.1 | Gastroenteritis and colitis due to radiation | 789.0 | Abdominal pain | 7.1×10−68 | No | 1 | 8140765 | Yes |
279.5 | Graft-versus-host disease | E888.9 | Accidental fall | 2.4×10−67 | Yes‡ | 1 | 9250172 | No |
131.9 | Trichomoniasis | 590.80 | Pyelonephritis | 3.0×10−67 | * | 1 | 9286064 | * |
078.19 | Viral warts | 622.11 | Mild dysplasia of cervix | 8.4×10−67 | No | 1 | 7559948 | Yes |
50th percentile | ||||||||
276.52 | Hypovolemia | 403.9 | Hypertensive renal disease | 9.8×10−23 | No | 73 | 11602456 17113396 365408 |
Yes Yes No |
255.41 | Glucocorticoid deficiency | 788.3 | Functional urinary incontinence | 4.8×10−22 | Yes | 1 | 9836036 | Yes |
413.9 | Angina pectoris | 596.51 | Hypertonicity of bladder | 7.0×10−22 | Yes | 1 | 17689623 | No |
286.9 | Coagulation defect | 344.00 | Quadriplegia | 8.0×10−22 | * | 4 | 11403538 16958632 3508705 |
No Yes No |
229.9 | Benign neoplasm of unspecified site | 354.0 | Carpal tunnel syndrome | 4.9×10−21 | Yes | 1 | 1672719 | * |
75th percentile | ||||||||
416.9 | Chronic pulmonary heart disease | 783.41 | Failure to thrive | 4.6×10−6 | No | 24 | 12597677 8165079 2657582 |
Yes Yes Yes |
351.0 | Bell's palsy | 742.59 | Congenital anomalies of spinal cord | 4.7×10−6 | No | 1 | 18756840 | No |
302.72 | Psychosexual dysfunction with inhibited sexual excitement | 576.2 | Obstruction of bile duct | 4.6×10−6 | Yes | 1 | 16402030 | No |
259.9 | Endocrine disorder | 368.00 | Amblyopia | 4.6×10−6 | Yes | 1 | 15105955 | Yes |
611.72 | Lump or mass in breast | 759.6 | Hamartoses | 4.7×10−6 | No | 1 | 19737912 | * |
100th percentile (lowest ranked associations) | ||||||||
571.2 | Alcoholic cirrhosis of liver | 617.9 | Endometriosis | 0.99 | Yes | 1 | 8834254 | * |
153.9 | Malignant neoplasm of colon | 487.1 | Influenza with other respiratory manifestations | 0.99 | Yes | 3 | 12889684 18544745 20813181 |
No No No |
454.0 | Varicose veins of lower extremities with ulcer | 691.8 | Other atopic dermatitis and related conditions | 0.98 | Yes | 1 | 3442079 | No |
585.6 | End stage renal disease | 626.0 | Absence of menstruation | 0.99 | No | 23 | 3130865 16619340 9593608 |
Yes * Yes |
110.5 | Dermatophytosis of the body | 135 | Sarcoidosis | 0.99 | Yes | 1 | 11476274 | No |
These were selected from the area of overlap in figure 3A. The lower-ranked associations tend to be more clinically surprising. Many of the citations found in the literature did not actually suggest a true association after manual review. Whether an association was clinically surprising was independently determined by two physicians (κ statistic 0.84; 95% CI 0.63 to 1.05). The κ statistic for agreement on whether the citations found by our approach supported the association was 0.55 (95% CI 0.30 to 0.79).
*Opinions for which the physicians differed.
†For associations with more than three citations, three were randomly selected for this analysis.
‡The abstract stated, ‘donor stem cells become tolerant to host antigens and fall to cause GVHD’. The word ‘fall’ was coded into the ICD-9 code for a fall. Not only was this the wrong context for a fall, but the word ‘fall’ in this abstract is actually a typographic error and should have been ‘fail’.
ICD-9, International Classification of Disease, V.9; GVHD, graft-versus-host disease; PMID, PubMed Identifier.