Overview
PREDICT PREDICT is an initiative aimed at finding biomarkers, substances in the blood that can be identified early in patients. As part of the national strategy for Life Science, Umeå University collaborates with Region Västerbotten and the Regional Cancer Center North to strengthen the use of biobank samples within the healthcare region.
The PREDICT cohort The cohort combines long-term biobank, registry, and diagnosis data to make the available material easier to understand before researchers move into controlled-access workflows.
Individuals
50,087
7477 in subcohort
Electronic Health Records
680,072
Diagnoses
1,127
Municipality Number of individuals in each municipality in Region Västerbotten.
Sorsele: 704 Malå: 1026 Åsele: 758 Robertsfors: 1346 Vännäs: 1799 Nordmaling: 1208 Skellefteå: 14184 Bjurholm: 545 Norsjö: 1599 Lycksele: 3018 Vindeln: 1391 Umeå: 18320 Dorotea: 685 Vilhelmina: 1807 Storuman: 1871 Sorsele Malå Åsele Robertsfors Vännäs Nordmaling Skellefteå Bjurholm Norsjö Lycksele Vindeln Umeå Dorotea Vilhelmina Storuman 0 5,000 10,000 15,000 Birth year Number of individuals in each birth year interval
<1930: 531 1930-1934: 4,439 1935-1939: 4,752 1940-1944: 6,963 1945-1949: 8,405 1950-1954: 7,992 1955-1959: 6,981 1960-1964: 5,346 1965-1969: 3,887 1970-1974: 720 1975+: 71 <1930: 73 1930-1934: 668 1935-1939: 711 1940-1944: 1,041 1945-1949: 1,259 1950-1954: 1,250 1955-1959: 1,009 1960-1964: 784 1965-1969: 558 1970-1974: 115 1975+: 9 8,000 6,000 4,000 2,000 0 Total 1,200 1,000 800 600 400 200 0 Subcohort <1930 1930-1934 1935-1939 1940-1944 1945-1949 1950-1954 1955-1959 1960-1964 1965-1969 1970-1974 1975+ Sex Number of males and females
Female: 25,244 Male: 24,843 Female: 3,768 Male: 3,709 25,000 20,000 15,000 10,000 5,000 0 Total 3,000 2,000 1,000 0 Subcohort Female Male Smoking status Number of individuals with different smoking status
never smoked: 23,253 former smoker: 11,020 smoker: 9,391 former occasional smoker: 4,163 occasional smoker: 1,736 NA: 524 never smoked: 3,426 former smoker: 1,688 smoker: 1,349 former occasional smoker: 660 occasional smoker: 274 NA: 80 20,000 15,000 10,000 5,000 0 Total 3,000 2,000 1,000 0 Subcohort never smoked former smoker smoker former occasional smoker occasional smoker NA BMI Number of individuals at different BMI intervals
<18: 200 [18,20): 1,652 [20,22): 6,072 [22,24): 10,578 [24,26): 11,187 [26,28): 8,591 [28,30): 5,230 [30,32): 2,852 [32,34): 1,608 [34,36): 876 [36,38): 469 [38,40): 230 [40,42): 126 [42,44): 83 >=44: 103 <18: 27 [18,20): 252 [20,22): 900 [22,24): 1,598 [24,26): 1,663 [26,28): 1,321 [28,30): 769 [30,32): 418 [32,34): 246 [34,36): 119 [36,38): 66 [38,40): 27 [40,42): 15 [42,44): 9 >=44: 18 10,000 8,000 6,000 4,000 2,000 0 Total 1,500 1,000 500 0 Subcohort <18 [18,20) [20,22) [22,24) [24,26) [26,28) [28,30) [30,32) [32,34) [34,36) [36,38) [38,40) [40,42) [42,44) >=44 Most common diagnoses Number of individuals with the most common diagnoses in the dataset
Other soft tissue disorders, not elsewhere classified: 6,963 Persons encountering health services for other counselling and medical advice, not elsewhere classified: 6,550 Chronic ischaemic heart disease: 4,361 Essential (primary) hypertension: 4,309 Gonarthrosis [arthrosis of knee]: 4,229 Atrial fibrillation and flutter: 4,182 Sleep disorders: 4,168 Dorsalgia: 4,109 Acute myocardial infarction: 4,100 Neoplasm of uncertain or unknown behaviour of other and unspecified sites: 3,698 Other disorders of urinary system: 3,682 Angina pectoris: 3,673 Fracture of forearm: 3,630 Coxarthrosis [arthrosis of hip]: 3,351 Other malignant neoplasms of skin: 3,063 Inguinal hernia: 3,057 Diverticular disease of intestine: 2,931 Cerebral infarction: 2,913 Complications of procedures, not elsewhere classified: 2,711 Malignant neoplasm of prostate: 2,652 Pneumonia, organism unspecified: 2,511 Type 2 diabetes mellitus: 2,387 Mononeuropathies of upper limb: 2,374 Heart failure: 2,366 Shoulder lesions: 2,303 Neoplasm of uncertain or unknown behaviour of oral cavity and digestive organs: 2,280 Other joint disorders, not elsewhere classified: 2,252 Transient cerebral ischaemic attacks and related syndromes: 2,201 Malignant neoplasm of breast: 2,041 Glaucoma: 1,991 Fracture of femur: 1,984 Other functional intestinal disorders: 1,984 Other arthrosis: 1,976 Calculus of kidney and ureter: 1,950 Other spondylopathies: 1,725 Acquired deformities of fingers and toes: 1,711 Other and unspecified infectious diseases: 1,655 Other diseases of intestine: 1,650 Diaphragmatic hernia: 1,633 Alzheimer disease: 1,552 Other cardiac arrhythmias: 1,537 Synovitis and tenosynovitis: 1,468 Internal derangement of knee: 1,465 Bacterial pneumonia, not elsewhere classified: 1,453 Asthma: 1,400 Depressive episode: 1,386 Secondary malignant neoplasm of respiratory and digestive organs: 1,362 Phlebitis and thrombophlebitis: 1,356 Aortic aneurysm and dissection: 1,353 Leiomyoma of uterus: 1,350 Other soft tissue disorders, not elsewhere classified: 1,075 Persons encountering health services for other counselling and medical advice, not elsewhere classified: 1,019 Chronic ischaemic heart disease: 681 Essential (primary) hypertension: 681 Gonarthrosis [arthrosis of knee]: 632 Atrial fibrillation and flutter: 661 Sleep disorders: 661 Dorsalgia: 619 Acute myocardial infarction: 647 Neoplasm of uncertain or unknown behaviour of other and unspecified sites: 564 Other disorders of urinary system: 539 Angina pectoris: 560 Fracture of forearm: 515 Coxarthrosis [arthrosis of hip]: 515 Other malignant neoplasms of skin: 475 Inguinal hernia: 458 Diverticular disease of intestine: 470 Cerebral infarction: 442 Complications of procedures, not elsewhere classified: 403 Malignant neoplasm of prostate: 382 Pneumonia, organism unspecified: 343 Type 2 diabetes mellitus: 366 Mononeuropathies of upper limb: 350 Heart failure: 349 Shoulder lesions: 346 Neoplasm of uncertain or unknown behaviour of oral cavity and digestive organs: 317 Other joint disorders, not elsewhere classified: 334 Transient cerebral ischaemic attacks and related syndromes: 328 Malignant neoplasm of breast: 289 Glaucoma: 299 Fracture of femur: 313 Other functional intestinal disorders: 279 Other arthrosis: 300 Calculus of kidney and ureter: 300 Other spondylopathies: 259 Acquired deformities of fingers and toes: 266 Other and unspecified infectious diseases: 249 Other diseases of intestine: 248 Diaphragmatic hernia: 221 Alzheimer disease: 226 Other cardiac arrhythmias: 231 Synovitis and tenosynovitis: 238 Internal derangement of knee: 237 Bacterial pneumonia, not elsewhere classified: 218 Asthma: 203 Depressive episode: 221 Secondary malignant neoplasm of respiratory and digestive organs: 204 Phlebitis and thrombophlebitis: 189 Aortic aneurysm and dissection: 194 Leiomyoma of uterus: 204 0 200 400 600 800 1,000 Subcohort 0 2,000 4,000 6,000 Total Other soft tissue disorders, not...Other soft tissue disorders, not elsewhere classified Persons encountering health serv...Persons encountering health services for other counselling and medical advice, not elsewhere classified Chronic ischaemic heart diseaseChronic ischaemic heart disease Essential (primary) hypertensionEssential (primary) hypertension Gonarthrosis [arthrosis of knee]Gonarthrosis [arthrosis of knee] Atrial fibrillation and flutterAtrial fibrillation and flutter Sleep disordersSleep disorders DorsalgiaDorsalgia Acute myocardial infarctionAcute myocardial infarction Neoplasm of uncertain or unknown...Neoplasm of uncertain or unknown behaviour of other and unspecified sites Other disorders of urinary systemOther disorders of urinary system Angina pectorisAngina pectoris Fracture of forearmFracture of forearm Coxarthrosis [arthrosis of hip]Coxarthrosis [arthrosis of hip] Other malignant neoplasms of skinOther malignant neoplasms of skin Inguinal herniaInguinal hernia Diverticular disease of intestineDiverticular disease of intestine Cerebral infarctionCerebral infarction Complications of procedures, not...Complications of procedures, not elsewhere classified Malignant neoplasm of prostateMalignant neoplasm of prostate Pneumonia, organism unspecifiedPneumonia, organism unspecified Type 2 diabetes mellitusType 2 diabetes mellitus Mononeuropathies of upper limbMononeuropathies of upper limb Heart failureHeart failure Shoulder lesionsShoulder lesions Neoplasm of uncertain or unknown...Neoplasm of uncertain or unknown behaviour of oral cavity and digestive organs Other joint disorders, not elsew...Other joint disorders, not elsewhere classified Transient cerebral ischaemic att...Transient cerebral ischaemic attacks and related syndromes Malignant neoplasm of breastMalignant neoplasm of breast GlaucomaGlaucoma Fracture of femurFracture of femur Other functional intestinal diso...Other functional intestinal disorders Other arthrosisOther arthrosis Calculus of kidney and ureterCalculus of kidney and ureter Other spondylopathiesOther spondylopathies Acquired deformities of fingers ...Acquired deformities of fingers and toes Other and unspecified infectious...Other and unspecified infectious diseases Other diseases of intestineOther diseases of intestine Diaphragmatic herniaDiaphragmatic hernia Alzheimer diseaseAlzheimer disease Other cardiac arrhythmiasOther cardiac arrhythmias Synovitis and tenosynovitisSynovitis and tenosynovitis Internal derangement of kneeInternal derangement of knee Bacterial pneumonia, not elsewhe...Bacterial pneumonia, not elsewhere classified AsthmaAsthma Depressive episodeDepressive episode Secondary malignant neoplasm of ...Secondary malignant neoplasm of respiratory and digestive organs Phlebitis and thrombophlebitisPhlebitis and thrombophlebitis Aortic aneurysm and dissectionAortic aneurysm and dissection Leiomyoma of uterusLeiomyoma of uterus Most common cancer diagnoses Number of individuals with the most common cancer diagnoses in the dataset
Other malignant neoplasms of skin: 3,063 Malignant neoplasm of prostate: 2,652 Malignant neoplasm of breast: 2,041 Secondary malignant neoplasm of respiratory and digestive organs: 1,362 Secondary malignant neoplasm of other and unspecified sites: 1,233 Malignant neoplasm of colon: 1,206 Malignant neoplasm of bronchus and lung: 1,125 Malignant melanoma of skin: 957 Malignant neoplasm of cervix uteri: 766 Malignant neoplasm of rectum: 683 Malignant neoplasm of bladder: 669 Malignant neoplasm of pancreas: 620 Secondary and unspecified malignant neoplasm of lymph nodes: 607 Non-follicular lymphoma: 557 Mature T/NK-cell lymphomas: 543 Other and unspecified types of non-Hodgkin lymphoma: 537 Malignant immunoproliferative diseases: 508 Follicular lymphoma: 507 Other leukaemias of specified cell type: 505 Malignant neoplasm of corpus uteri: 435 Malignant neoplasm, without specification of site: 416 Malignant neoplasm of ovary: 385 Mesothelioma: 380 Malignant neoplasm of kidney, except renal pelvis: 365 Malignant neoplasm of stomach: 356 Malignant neoplasm of brain: 301 Multiple myeloma and malignant plasma cell neoplasms: 298 Malignant neoplasm of other and ill-defined sites: 290 Malignant neoplasm of liver and intrahepatic bile ducts: 283 Malignant neoplasm of other and unspecified parts of biliary tract: 229 Lymphoid leukaemia: 222 Myeloid leukaemia: 207 Malignant neoplasm of other connective and soft tissue: 186 Malignant neoplasm of oesophagus: 170 Malignant neoplasm of meninges: 168 Malignant neoplasm of other endocrine glands and related structures: 140 Malignant neoplasm of thyroid gland: 139 Malignant neoplasm of small intestine: 126 Malignant neoplasm of other and ill-defined digestive organs: 104 Leukaemia of unspecified cell type: 98 Malignant neoplasm of peripheral nerves and autonomic nervous system: 92 Malignant neoplasm of other and unspecified female genital organs: 82 Malignant neoplasm of heart, mediastinum and pleura: 80 Malignant neoplasm of rectosigmoid junction: 67 Malignant neoplasm of retroperitoneum and peritoneum: 65 Malignant neoplasm of vulva: 62 Malignant neoplasm of bone and articular cartilage of other and unspecified sites: 52 Other and unspecified malignant neoplasms of lymphoid, haematopoietic and related tissue: 49 Other malignant neoplasms of skin: 475 Malignant neoplasm of prostate: 382 Malignant neoplasm of breast: 289 Secondary malignant neoplasm of respiratory and digestive organs: 204 Secondary malignant neoplasm of other and unspecified sites: 179 Malignant neoplasm of colon: 174 Malignant neoplasm of bronchus and lung: 146 Malignant melanoma of skin: 149 Malignant neoplasm of cervix uteri: 104 Malignant neoplasm of rectum: 98 Malignant neoplasm of bladder: 87 Malignant neoplasm of pancreas: 98 Secondary and unspecified malignant neoplasm of lymph nodes: 80 Non-follicular lymphoma: 81 Mature T/NK-cell lymphomas: 78 Other and unspecified types of non-Hodgkin lymphoma: 80 Malignant immunoproliferative diseases: 70 Follicular lymphoma: 74 Other leukaemias of specified cell type: 73 Malignant neoplasm of corpus uteri: 58 Malignant neoplasm, without specification of site: 54 Malignant neoplasm of ovary: 61 Mesothelioma: 54 Malignant neoplasm of kidney, except renal pelvis: 58 Malignant neoplasm of stomach: 51 Malignant neoplasm of brain: 33 Multiple myeloma and malignant plasma cell neoplasms: 43 Malignant neoplasm of other and ill-defined sites: 46 Malignant neoplasm of liver and intrahepatic bile ducts: 45 Malignant neoplasm of other and unspecified parts of biliary tract: 30 Lymphoid leukaemia: 30 Myeloid leukaemia: 33 Malignant neoplasm of other connective and soft tissue: 29 Malignant neoplasm of oesophagus: 21 Malignant neoplasm of meninges: 27 Malignant neoplasm of other endocrine glands and related structures: 25 Malignant neoplasm of thyroid gland: 27 Malignant neoplasm of small intestine: 15 Malignant neoplasm of other and ill-defined digestive organs: 17 Leukaemia of unspecified cell type: 19 Malignant neoplasm of peripheral nerves and autonomic nervous system: 15 Malignant neoplasm of other and unspecified female genital organs: 15 Malignant neoplasm of heart, mediastinum and pleura: 15 Malignant neoplasm of rectosigmoid junction: 10 Malignant neoplasm of retroperitoneum and peritoneum: 11 Malignant neoplasm of vulva: 12 Malignant neoplasm of bone and articular cartilage of other and unspecified sites: 12 Other and unspecified malignant neoplasms of lymphoid, haematopoietic and related tissue: 11 0 100 200 300 400 Subcohort 0 1,000 2,000 3,000 Total Other malignant neoplasms of skinOther malignant neoplasms of skin Malignant neoplasm of prostateMalignant neoplasm of prostate Malignant neoplasm of breastMalignant neoplasm of breast Secondary malignant neoplasm of ...Secondary malignant neoplasm of respiratory and digestive organs Secondary malignant neoplasm of ...Secondary malignant neoplasm of other and unspecified sites Malignant neoplasm of colonMalignant neoplasm of colon Malignant neoplasm of bronchus a...Malignant neoplasm of bronchus and lung Malignant melanoma of skinMalignant melanoma of skin Malignant neoplasm of cervix uteriMalignant neoplasm of cervix uteri Malignant neoplasm of rectumMalignant neoplasm of rectum Malignant neoplasm of bladderMalignant neoplasm of bladder Malignant neoplasm of pancreasMalignant neoplasm of pancreas Secondary and unspecified malign...Secondary and unspecified malignant neoplasm of lymph nodes Non-follicular lymphomaNon-follicular lymphoma Mature T/NK-cell lymphomasMature T/NK-cell lymphomas Other and unspecified types of n...Other and unspecified types of non-Hodgkin lymphoma Malignant immunoproliferative di...Malignant immunoproliferative diseases Follicular lymphomaFollicular lymphoma Other leukaemias of specified ce...Other leukaemias of specified cell type Malignant neoplasm of corpus uteriMalignant neoplasm of corpus uteri Malignant neoplasm, without spec...Malignant neoplasm, without specification of site Malignant neoplasm of ovaryMalignant neoplasm of ovary MesotheliomaMesothelioma Malignant neoplasm of kidney, ex...Malignant neoplasm of kidney, except renal pelvis Malignant neoplasm of stomachMalignant neoplasm of stomach Malignant neoplasm of brainMalignant neoplasm of brain Multiple myeloma and malignant p...Multiple myeloma and malignant plasma cell neoplasms Malignant neoplasm of other and ...Malignant neoplasm of other and ill-defined sites Malignant neoplasm of liver and ...Malignant neoplasm of liver and intrahepatic bile ducts Malignant neoplasm of other and ...Malignant neoplasm of other and unspecified parts of biliary tract Lymphoid leukaemiaLymphoid leukaemia Myeloid leukaemiaMyeloid leukaemia Malignant neoplasm of other conn...Malignant neoplasm of other connective and soft tissue Malignant neoplasm of oesophagusMalignant neoplasm of oesophagus Malignant neoplasm of meningesMalignant neoplasm of meninges Malignant neoplasm of other endo...Malignant neoplasm of other endocrine glands and related structures Malignant neoplasm of thyroid glandMalignant neoplasm of thyroid gland Malignant neoplasm of small inte...Malignant neoplasm of small intestine Malignant neoplasm of other and ...Malignant neoplasm of other and ill-defined digestive organs Leukaemia of unspecified cell typeLeukaemia of unspecified cell type Malignant neoplasm of peripheral...Malignant neoplasm of peripheral nerves and autonomic nervous system Malignant neoplasm of other and ...Malignant neoplasm of other and unspecified female genital organs Malignant neoplasm of heart, med...Malignant neoplasm of heart, mediastinum and pleura Malignant neoplasm of rectosigmo...Malignant neoplasm of rectosigmoid junction Malignant neoplasm of retroperit...Malignant neoplasm of retroperitoneum and peritoneum Malignant neoplasm of vulvaMalignant neoplasm of vulva Malignant neoplasm of bone and a...Malignant neoplasm of bone and articular cartilage of other and unspecified sites Other and unspecified malignant ...Other and unspecified malignant neoplasms of lymphoid, haematopoietic and related tissue