Hepatocarcinogenesis: A polygenic model of inherited predisposition to cancer

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A polygenic model of inherited predisposition to cancer 0892.6638/96/001 0-0865/$01 .50. © FASEB 865 TOMMASO A. DRAGANI,1 FEDERICO CANZIAN,2 AND MARCO A. PIERO1I! Division of Experimental Oncology A, Istituto Nazionale Tumori, Milan, Italy ABSTRACT Polygenic inheritance of predisposi- tion to cancer is demonstrated in experimental ani- mals for different tumor types. Genetic susceptibility to hepatocarcinogenesis, lung tumorigenesis, skin and intestine carcinogenesis, and plasmacytom- agenesis is determined by inheritance of multiple cancer predisposition and resistance alleles, whose chromosomal locations have been found by genetic linkage analysis. In some of these experimental mod- els, genetic heterogeneity has also been reported. In humans, increased risk of lung cancer associated with multiple genes coding for drug metabolizing en- zymes, increased risk of cancer in relatives of cancer patients, and genetic heterogeneity are compatible with polygemc inheritance of cancer predisposition. Polygenic inheritance based on the combination of multiple alleles that give predisposition and resis- tance to cancer would predict a very high risk of cancer in carrier individuals and a marginal increase in the relative risk of cancer in the progeny of the cancer patients. Therefore, predisposition to cancer may be genetically determined even in the absence of fanulial clustering of cases.-Dragani, T. A., Canzian, F., Pierotti, M. A. A polygenic model of inherited predisposition to cancer. FASEB J. 10, 865-870 (1996) Key Words: disease models animal/disease susceplibilily/linkage genelics/m ice, inbred si rains/models IN THE LAST FEW YEARS THE genetics of cancer predispo- sition has experienced great progress. A number of genes, whose germ-line mutations cause a highly penetrant fa- milial predisposition to cancer have been mapped on the human genome, and some have been cloned and identi- fied (1-3). The frequency of alleles that confer an inher- ited predisposition to cancer is variable in humans, being about 1:100,000 in the case of retinoblastoma (RB1),3 1-2:10,000 in neurofibromatosis (NFl), 1:10,000 in fa- milial adenomatous polyposis (APC), 1:1,000 in familial breast cancer (BRCA1), and an estimated -1:1,000 in the case of hereditary nonpolyposis colorectal cancer (HNPCC) (3-6). Therefore, patients with the cancer pre- disposition phenotype determined by germ-line mutations of these particular genes are rare. On the other hand, environmental and dietary factors are indicated as major etiologic factors in the develop- ment of sporadic tumors, which represent the vast major- ity of tumors (7). However, although the roles of the environment and diet are clearly demonstrated, the possi- ble role of complex genetic factors cannot be excluded. Indeed, epidemiological evidence indicates that in many cases of sporadic cancers, first degree relatives of cancer patients show an excess risk of cancer (two- to fourfold) when compared with the general population (8-13). This evidence may suggest the existence of a polygenic inheri- tance of predisposition to particular types of cancer. Here we present a review on the polygenic inheritance of predisposition to cancer in experimental animals, and we discuss the possible relevance of such a polygenic in- heritance in human cancer. EXPERIMENTAL MODELS Most inbred strains of laboratory mice derive from the wild Mus musculus musculus and Mus musculus domesti- cus mice, trapped at the beginning of the century. Simi- larly, inbred rat strains were derived from the wild Rattus norvegicus, trapped in different countries. Although some intermixing between strains has occurred, the inbred ro- dent strains differ genetically from each other and repre- sent good animal models of human diseases (14-16). Therefore, the distribution and frequency of different al- leles, including those related to cancer predisposition, may be sufficiently represented in laboratory strains com- pared with the wild groups from which they were derived. The listing of 430 inbred strains of mice reports that 38 (8.8%) strains have a high incidence (>10%) of spontaneous tumors at particular sites (17, 18). Obvi- ously, this percentage represents a severe underestima- tion of reality, because most of the listed strains have not been investigated for their life span incidence of tumors. Mice that have a high incidence of spontaneous tumors are also particularly susceptible to the induction of the same tumor type by chemical carcinogens. In most cases, genetic susceptibility is organ specific and limited to a single tumor histotype. Genetic predisposition to develop- ment of different tumor types is not limited to the mouse inbred strains, but is also observed in rat strains (18). In- tTo whom correspondence and reprint requests should be addressed, at: Istituto Nazionale Tumori, Via G. Venezian 1, 20133, Milan, Italy. 2Present address: University of Helsinki, Department of Medical Ge- netics, Helsinki, Finland. 3Abbreviations: RB1, retinoblastoma; NFl, neurofibromatosis; BRCA1, familial breast cancer; HNPCC, hereditary nonpolyposis cal- orectal cancer; RR, relative risk.

Transcript of Hepatocarcinogenesis: A polygenic model of inherited predisposition to cancer

A polygenic model of inherited predisposition to cancer

0892.6638/96/001 0-0865/$01 .50. © FASEB 865

TOMMASO A. DRAGANI,1 FEDERICO CANZIAN,2 AND MARCO A. PIERO1I!

Division of Experimental Oncology A, Istituto Nazionale Tumori, Milan, Italy

ABSTRACT Polygenic inheritance of predisposi-tion to cancer is demonstrated in experimental ani-mals for different tumor types. Genetic susceptibilityto hepatocarcinogenesis, lung tumorigenesis, skin

and intestine carcinogenesis, and plasmacytom-agenesis is determined by inheritance of multiplecancer predisposition and resistance alleles, whosechromosomal locations have been found by geneticlinkage analysis. In some of these experimental mod-els, genetic heterogeneity has also been reported. Inhumans, increased risk of lung cancer associated withmultiple genes coding for drug metabolizing en-zymes, increased risk of cancer in relatives of cancerpatients, and genetic heterogeneity are compatiblewith polygemc inheritance of cancer predisposition.Polygenic inheritance based on the combination ofmultiple alleles that give predisposition and resis-tance to cancer would predict a very high risk ofcancer in carrier individuals and a marginal increasein the relative risk of cancer in the progeny of thecancer patients. Therefore, predisposition to cancermay be genetically determined even in the absenceof fanulial clustering of cases.-Dragani, T. A.,Canzian, F., Pierotti, M. A. A polygenic model ofinherited predisposition to cancer. FASEB J. 10,865-870 (1996)

Key Words: disease models animal/disease susceplibilily/linkagegenelics/m ice, inbred si rains/models

IN THE LAST FEW YEARS THE genetics of cancer predispo-sition has experienced great progress. A number of genes,whose germ-line mutations cause a highly penetrant fa-milial predisposition to cancer have been mapped on thehuman genome, and some have been cloned and identi-fied (1-3). The frequency of alleles that confer an inher-ited predisposition to cancer is variable in humans, beingabout 1:100,000 in the case of retinoblastoma (RB1),31-2:10,000 in neurofibromatosis (NFl), 1:10,000 in fa-milial adenomatous polyposis (APC), 1:1,000 in familialbreast cancer (BRCA1), and an estimated -1:1,000 inthe case of hereditary nonpolyposis colorectal cancer(HNPCC) (3-6). Therefore, patients with the cancer pre-disposition phenotype determined by germ-line mutations

of these particular genes are rare.On the other hand, environmental and dietary factors

are indicated as major etiologic factors in the develop-ment of sporadic tumors, which represent the vast major-ity of tumors (7). However, although the roles of the

environment and diet are clearly demonstrated, the possi-ble role of complex genetic factors cannot be excluded.Indeed, epidemiological evidence indicates that in manycases of sporadic cancers, first degree relatives of cancer

patients show an excess risk of cancer (two- to fourfold)when compared with the general population (8-13). This

evidence may suggest the existence of a polygenic inheri-tance of predisposition to particular types of cancer.

Here we present a review on the polygenic inheritanceof predisposition to cancer in experimental animals, andwe discuss the possible relevance of such a polygenic in-heritance in human cancer.

EXPERIMENTAL MODELS

Most inbred strains of laboratory mice derive from thewild Mus musculus musculus and Mus musculus domesti-

cus mice, trapped at the beginning of the century. Simi-larly, inbred rat strains were derived from the wild Rattus

norvegicus, trapped in different countries. Although someintermixing between strains has occurred, the inbred ro-

dent strains differ genetically from each other and repre-sent good animal models of human diseases (14-16).Therefore, the distribution and frequency of different al-

leles, including those related to cancer predisposition,may be sufficiently represented in laboratory strains com-

pared with the wild groups from which they were derived.The listing of 430 inbred strains of mice reports that

38 (8.8%) strains have a high incidence (>10%) ofspontaneous tumors at particular sites (17, 18). Obvi-ously, this percentage represents a severe underestima-tion of reality, because most of the listed strains have notbeen investigated for their life span incidence of tumors.Mice that have a high incidence of spontaneous tumorsare also particularly susceptible to the induction of thesame tumor type by chemical carcinogens. In most cases,genetic susceptibility is organ specific and limited to asingle tumor histotype. Genetic predisposition to develop-ment of different tumor types is not limited to the mouseinbred strains, but is also observed in rat strains (18). In-

tTo whom correspondence and reprint requests should be addressed,

at: Istituto Nazionale Tumori, Via G. Venezian 1, 20133, Milan, Italy.

2Present address: University of Helsinki, Department of Medical Ge-

netics, Helsinki, Finland.

3Abbreviations: RB1, retinoblastoma; NFl, neurofibromatosis;BRCA1, familial breast cancer; HNPCC, hereditary nonpolyposis cal-orectal cancer; RR, relative risk.

866 Vol. 10 June 1996 The FASEB Journal DRAGANI El AL

deed, in rats, the genes determining susceptibility to liverand renal tumors have been mapped and identified(19-21) and a locus affecting resistance to mammary tu-

mors has been mapped (22).Therefore, it seems relatively easy to select inbred

strains genetically susceptible to particular types of tu-mors. This means that alleles that confer a predisposition

to defined types of cancer are relatively numerous andfrequent in wild rodent populations. These alleles can be

selected and their effects identified by the inbreedingprocess that creates a laboratory strain that is homozy-gous at every genetic locus. However, the effects of suchallelic combinations are difficult to prove in wild popula-tions. In fact, genetic variation in the feral individualswould not allow assessment of the inherited or acquiredcomponent of disease.

Hepatocarcinogenesis

Inherited predisposition to murine hepatocarcinogenesis

is controlled by multiple unlinked loci. We found that ineach of two different genetic linkage experiments per-

formed in different crosses, a combination of three sus-

ceplibility loci, named hepatocarcinogen sensitivity (Hcs),determined the liver cancer predisposition phenotype (23,

24). Two hepatocarcinogen resistance (Hcrl and Hcr2)loci have also recently been mapped (25). Genetic het-

erogeneity is apparent in this system (Table 1).

Lung tumorigenesis

We mapped a major locus (Pasi) associated with the in-herited predisposition to lung tumorigenesis in mice (26).Other groups have confirmed our observation and have

also found chromosomal location of minor susceptibilityloci (Pas2, Pas3, Pas4) (27, 28). Recently, we have ob-tained evidence for the existence of pulmonary adenomaresistance (Par) loci deriving from the Mus spretus andBALB/c strains (29, 30, and data not shown) (Table 1).

Intestine carcinogenesis

Another polygenic trait is the susceptibility to intestinaltumor development in mice. A mouse mutant (Mm) with a

high genetic predisposition to intestine tumor develop-ment was found to contain a mutant Apc gene, repre-senting an experimental model of the familial

adenomatous polyposis in humans (31). A modulator lo-cus (Momi) was reported to affect intestine tumor devel-opment in different crosses with the Mm mice (32). Acandidate Momi gene has recently been cloned (33).Other loci (Sccl and Ccsl) were reported to affect intes-tine carcinogenesis in mice (34, 35), indicating that ge-netic heterogeneity plays a role in this genetic system(Table 1).

Plasmacytomagenesis

Strains of mice genetically susceptible and resistant to

plasmacytomagenesis (plasmacytomas are tumors of ma-

ture B cells that can be induced in mice by i.p. admini-stration of paraffin oils or pristane) have been identified,and different loci associated with resistance to plasmacy-toma were found (36, 37) (Table 1).

Skin carcinogenesis

Genetic susceptibility and resistance to chemically in-duced skin cancer in mice are controlled by multiple loci(38) (Table 1). That genes conferring predisposition toskin tumor development are relatively frequent has alsobeen shown by Bangrazi et al. (39). Starting from eightdifferent inbred strains of mice and crossing them to cre-ate new genetic combinations, they selected two lines:one highly susceptible and the other highly resistant to

carcinogen-induced skin tumorigenesis (39).

HUMAN MODELS

Polygenic inheritance is difficult to demonstrate in hu-mans, and the chances of detecting the involved genesare hindered by a series of difficulties that include: ge-netic heterogeneity, epistasis or interaction betweengenes, low frequency of family cases compared with fre-quency of the disease in the general population, gene-en-vironment interaction, etc. Notwithstanding thedifficulties, recent progress in genetic research is leading

TABLE 1. Experimental mode is of polygenic inheritance of predisposition to canc er in mice

Model be) Chromosome(s) Reference

Hepatocarcinogenesis Hcsl, Hcs2, Hcs3

Hcs4, Hcs5, Hcs#{243}

Her), Hcr2

7, 8, 122, 5, 19

4, 10

2324

25

Lung tumorigenesis PasIPasi, Pas2, Pas3, Pas4Pasi, Pas3Par)

66, 17, 19, 9

6, 1911

2627

2830

Intestine carcinogenesis MmMm, Mom)Scc)

CesI

1818, 4

2

12

313234

35

Plasmacytomagenesis Pctl”, Pct2r2 1, 4 36, 37Skin carcinogenesis Sktsl, Skt.s2, Skts3 5, 7 38

POLYGENIC INHERITANCE OF CANCER PREDISPOSITION 867

to major achievements in the analysis of polygenic dis-eases such as diabetes, Alzheimer disease, and hyperten-sion (40-42).

Multiple susceptibility genes

Lung tumor represents the human tumor type for which ahigh risk is clearly determined by exposure to environ-mental chemical carcinogens (tobacco smoking, etc.).However, numerous polymorphisms at genes coding forenzymes involved with metabolism of exogenous com-

pounds, including carcinogens, have been associated withan increased risk (two- to fourfold) of lung cancer. Thecombination of two lung tumor associated polymorphismsresults in an additive risk of lung cancer (43-45). These

findings suggest genetic heterogeneity and polygenic in-heritance of lung cancer risk.

Genetic heterogeneity

Genetic heterogeneity means that mutations at differentgenes may confer high genetic predisposition to the sametumor type. An important role of genetic heterogeneityhas been reported for familial predisposition to mela-noma, HNPCC, and breast cancer (6, 46, 47). Multiple

regions linked to testicular cancer susceptibility geneshave been reported by sib-pair analysis, indicating ge-netic heterogeneity and possible polygenic inheritance of

susceptibility to testicular cancer (48).

An example modeL

The number of possible models for a multilocus system is

large, therefore precluding investigation of all the models(49). We wanted to test the hypothesis of a polygenic in-heritance of cancer susceptibility in humans, based onevidence in rodent systems. The model assumes that thetrait “predisposition to cancer” requires the combined ac-tion of several loci carrying mutations that increase by acertain level the risk of developing cancer. Considering a

risk of 1:1,000 (0.1%) for a particular type of cancer innoncarrier people as an example, we tested a model withthree loci, i.e., with the same number of loci that deter-mines predisposition to experimental hepatocarcinogene-sis. Each susceptibility allele would be dominant over the

nonsusceptibility allele, and individuals inheriting allthree cancer susceptibility alleles would have a -50%risk of developing that tumor type during their lifetime.Therefore, each cancer susceptibility allele would in-crease the risk of cancer 8-fold (increased risk of 8 x 8 x8 = 512-fold, with a probability of developing that can-cer of 0.1% x 512-fold = 51.2%). That risk may seemtoo high, but it is quite reasonable because in experimen-tal models, more than 70% of mice genetically suscepti-ble to cancer may develop spontaneous tumors duringtheir lifetime (17, 18, 50).

We tested, using computer simulation, the effects of theallelic combination at different allelic frequencies in thegeneral population, from relatively rare (0.005) to quite com-mon (0.3) frequencies. Indeed, a number of candidate sus-ceptibility genes (CYP2D6, GSTM1, NAT2) show a

TABLE 2. Polygenic model ofheredityofcancer predispositionbased on Ihree dominant cancer susceptibility aileles

% Carriers in”

Estimated number of cancer

Frequency of the disease allele(s)6 No. of cancer predisposition alleles General population Cancer patients cases/lO,000 peoplT

0.3 0 11.8 0.1 1

1 36.7 3.1 29

2 38.2 25.6 244

3 13.3 71.2 681

0.2 0

1

2

3

26.2

44.2

24.9

4.7

0.6

8.1

36.5

54.8

3

35

159

240

0.1 0

1

2

3

53.1

37.4

8.8

0.7

4.2

23.6

44.4

27.8

5

30

56

36

0.05 0

1

2

3

73.5

23.8

2.6

0.09

15.4

40.0

34.6

10.0

7

19

17

5

“For a particular type of cancer: percentage of carriers of cancer susceptibility alleles in the general population and in cancer patients, at different frequency ofcancer predisposition alleles in the general population. t’The three alleles are assumed to be present at the same frequency in the general population. ‘Thebasic risk 1 in noncamers is given by 1 person of 1,000 (0.1%) that will develop that particular type of cancer. Each disease allele increases the risk of cancer of8 folds (a total of 8X8X8512 folds at the combination of all the three disease alleles).

0-r, r

r, r

r, S

-0S. r

S. rr, r

s,r r,r

r,r r,r

r,r s,r

868 Vol. 10 June 1996 The FASEB Journal DRAGANI El AL.

relatively high (>0.2) frequency of the susceptibility allele(44, 45). Percentages of carriers of two and three cancersusceptibility loci are predicted to be higher in cancer pa-

tients than the general population. The ratio increases by

decreasing the frequency of the disease alleles in the generalpopulation, and it is as much as > 100-fold higher at allelic

frequencies < 0.05 (TabLe 2). Although carriers of threecancer susceptibility alleles have a very high risk of cancer(odds ratio = 512), the progeny of cancer patients will experi-ence only a marginal increase in the relative risk (RR) ofcancer (Fig. 1 and Fig. 2). Indeed, the RRs of the cancerpatients’ progeny will range from 2 to 5, varying slightly withthe frequencies of alleles predisposing to cancer in the gen-eral population (Fig. 2), in agreement with epidemiologicalevidence (see below). Although the risk of cancer increases

by inheritance of increasing number of susceptibility alleles,at the population level the contribution to the number ofcancer cases is a function of allele frequency. Indeed, if

susceptibility alleles are common (frequency 0.2-0.3), car-riers of multiple alleles will experience the highest numberof cancer cases (Table 2). Otherwise, at low allele frequency(0.1-0.05) a significant number of tumors will develop in

noncarriers and in single gene carriers (Table 2). Because

polygenic inheritance in our example model predicts thatany of several susceptibility alleles increases cancer risk as

a consequence, genetic heterogeneity represents an impor-tant and linked aspect of polygenic inheritance.

Cancer patients’ relatives

These predictions of the example of polygenic model ofinherited predisposition to cancer are in good agreementwith the results of epidemiological studies. In fact, forsome tumors, including colorectal, endometrial, liver,lung, prostate, stomach, and testicular cancer, the RR ofthat particular cancer for people with affected first degreerelatives is about 2 to 4 compared to those without a fam-

ily history of the disease (8-13, 48).

Other poLygenic models

Moreover, if we consider a polygenic model that includes,along with dominant cancer susceptibility alleles, domi-nant cancer resistance alleles and also recessive cancersusceptibility and resistance alleles, the pattern will bevery complicated. However, we still face a situation char-acterized by very high genetic susceptibility to cancer insome individuals inheriting the appropriate combinationof alleles that give a predisposition to cancer, and by otilya marginal increase in the RR of cancer in the progeny ofthese individuals. Therefore, in polygenic inheritance thephenotype is genetically controlled, but it does not run in

families.

FUTURE PERSPECTIVES

If a polygenic inheritance of predisposition to cancer is

operating in humans, what kind of perspective do wehave of identifying the genes involved and the individuals

Figure 1. Allele asssortment in polygenie inhei-itance: Why the pene-

trance of polygenic cancer predisposition is low. This rnixlel shows three

genes controlling tumor predisposition. Each gene has two alleles: r,

resistance; s, susceptibility; the “s’ allele is dominant over the “i’ allele.

Thc risk of cancer is I) high in individuals carrying three “susceptibility”

alleles (black symbols), 2 intermediate in individuals with two “suscep-

tibility” allele (gray symbols), and 3)Iow in individuals with one “susecp-

tihility” allele (while symbols). belt: The low possibility that all the “s”

alleles are passed to the progeny results in offsprings at low genetic risk

from high risk parents. Right: On the otla-r hand. parents at low genetic

risk for cancer may provide the appropriate combination of cancer sus-

ceptibility alleles and may generate children at high genetic risk. Other

polygenic models, characterized by recessive canter alleles. (lomninantcancer resistance alleles. etc., lead to the same con,Iusions: high risk of

cancer in people with the appropriate conilnr,atioii of cancer alleles, and

low risk of cancer in their parents, sibs, and progeny.

at genetic risk? In humans, the absence of familial aggre-

gation of cases does not allow linkage analysis on ex-tended pedigrees. However, sib-pair analysis seems to

have enough power of resolution to detect reliable link-ages (51), although it is always necessary to replicate thefindings on large numbers of pairs. A complementary ap-

proach is to pursue population-based association studies

that provide a strategy for detection of disease suscepti-

bility genes. In such studies, the frequency of a matker

allele is tested in patients and controls, matched carefullyin order to avoid population stratification (52). Significant

association exists if the marker is in linkage disequili-briurn with a susceptibility gene or if the marker itself

(e.g., gene mutation) is causally involved with disease(52, 53). Linkage disequilibrium mapping may be bestpursued in isolated populations, where linkage disequili-brium could extend over greater distances than in hetero-

geneously mixed populations (53). In the latterpopulations, the fatnily-based association studies avoid

the problem of population stratification, and have been

successfully applied to complex diseases such as diabetes

(54, 55).The cloning of candidate genes may be pursued in the

available experimental models of cancer susceptibilityand resistance in inbred strains of rodents. A large Ior-

tion of the mouse genome shows regions of hotnology andconserved syntenies with the human genome, and com-parative genetic maps between mice and humans have

been used to predict tIle location of human and murine

disease genes on the basis of their mapping in other spe-cies (16). If the genes responsible for susceptibility andresistance to a particular form of cancer in animals are

6.54

32

1

0-

Figure 2. Relative risk of cancer in the progeny of cancer patients

(compared to the general population) as a function of the frequency of

cancer predisposition alleles in the general population. Computer simu-

lation of a polygenic model of inherited predisposition to a particular type

of cancer based on three dominant cancer susceptibility alleles. The three

alleles are assumed to be present at the same frequency in the generalpopulation. For additional details, see text.

cloned, it would be relatively easy to find the humanhomologue and to look for the presence of mutationsand/or allelic variations in cancer patients. However, withour present technology, a large population screening formutations at numerous genes is very expensive. In anycase, even in well-characterized experimental models, thepositional cloning of each locus affecting tumor develop-ment is very difficult, due to the relatively large regions

of linkage (5-10 cM, with hundreds of genes present) andto the relatively small effects of each locus (see the hepa-tocarcinogenesis model in mice as an example).

A more feasible alternative would be possible if one ormore final biochemical products are produced by the inter-action of multiple alleles that give a predisposition to cancer.Therefore, if one or more proteins or biochemical functionsare expressed at altered levels in the target organs of mice

and humans genetically predisposed to cancer, it would bepossible to identify these altered biochemical functions. Ac-cordingly, mismatch repair deficiency has been reported inphenotypically normal cells of HNPCC patients (56). Recentdevelopments in mRNA and DNA subtraction techniquesmay also be helpful to identify and clone candidate genesthat could be tested as markers of genetic predisposition tocancer in different species, including humans.

0(0 VCCKliC IkILICOITAkI(’c (Ic t’AkI(CD oDcrIICDriCITIrlJ

0 0.1 0.2

Frequency of disease alleles

This work is dedicated to Prof. Giuseppe Della Porta, who initiated

us to science and continues to encourage and support us. This work was

partially funded by grants from Finalized Project CNR “ACRO,” and

from Associazione and Fondazione Italiana Ricerca Cancro (AIRC and

FIRC) of Italy.

REFERENCES

1. Pierotti, M. A., and Dragani, 1. A. (1992) Genetics and cancer. Curr. Opin.Oncol.4, 127-133

2. Knudson, A. G. (1993) All in the (cancer) family. Nature Genet. 5, 103-1043. Knudson, A. C. (1993) Antioncogenes and human cancer. Proc. Nail. Acad.

Sci. USA 90, 10914-109214. Butow, S. (1987) Familial polyposis coli. Danish Med. Bull. 34, 1-155. Ford, D., Easton, D. F., and Peto, J. (1995) Estimates of the gene frequency

of BRCA1 and its contribution to breast and ovarian cancer incidence. Am.J.Human Genet. 57. 1457-1462

6. de Ia Chapelle. A., and Peltomaki, P. (1995) Genetics of hereditary coloncancer. Annu. Rev. Genet. 29, 329-349

7. Doll, R., and Peto, R. (1981) The causes of cancer: quantitative estimates ofavoidable risks of cancer in the United States today. J. Nail. Cancer Inst. 66,1191-1308

8. Fuchs, C. S., Giovannucci. E. b., Colditz, G. A.. Hunter, D. J., Speizer, F. E.,and Willett, W. C. (1994) A prospective study of family history and the riskof colorectal cancer. N. Engi. J. Med. 331, 1669-1674

9. Parazzini, F., be Vecchia, C., Moroni, S., Chatenoud, L., and Ricci. E. (1994)Family history and the risk ofendometrial cancer, lot.). Cancer 59,460-462

10. Fernandez, E., ba Vecchia, C., D’Avanzo, B., Negri, E., and Franceschi, S.(1994) Family history and the risk of liver, gallbladder, and pancreatic

0 3 cancer. CancerEpidemwl.Bio,narkers& Prey.3, 209-2 1211. Sellers, 1. A., Potter, J. D., Bailey-Wilson, J. E.. Rich. S. S.. Rothschild, H..

and Eltson. R. C. (1992) bung cancer detection and prevention: Evidencefor an interaction between smoking and genetic predisposition. CancerRes.52, 2694s-2697s

12. Carter, B. S.. Bova, C. S., Beaty, 1. H., Steinberg, C. D., Childs. B., lsaacs.W. B., and Walsh, P. C. (1993) Hereditary prostate cancer: Epidemiologicand clinical features. J. Urn!. 150, 797-802

13. Palli, 0., Calli, M., Caporaso, N. E., Cipriani, F., Decarli, A., Saieva, C.,Fraumeni, J. F., and Buiatti, E. (1994) Family history and risk of stomachcancer in Italy. Cancer Epidemiol.. Biomarkers & Prey. 3, 15-18

14. Atchley, W. R., and Fitch, W. M. (1991) Gene trees and the origins of inbredstrains of mice. Science 254, 554-558

15. Canzian, F., Ushijima, T., Pascale, R., Sugimura, T., Dragani, 1. A., andNagao, M. (1995) Construction of a phylogenetic tree for inbred strains of ratby arbitrarily primed polymerase chain reaction (AP-PCR). Mamma!.Geoome 6,231-235

16. Searle, A. G., Edwards, J. H., and Hall, J. G. (1994) Mouse homologues ofhuman hereditary disease. J. Med. Genet. 31,1-19

17. Festing, M. F. W. (1993) Origins and characteristics of inbred strains of mice.Mouse Genome 91,393-509

18. Dragani, l.A., and Pierotti, M. A. (1995) Animal models to look for polygeniceffects in cancer predisposition. The Genetics of Cancer(Ponder, B. A. J.. andWaring, M. 1.. eds) pp. 111-122, Kluwer, Dordrecht, Netherlands

19. Wu, J., Forbes, J. R., Chen. H. S., and Cox, D. W. (1994) The bEC rat hasa deletion in the copper transporting ATPase gene homologous to the Wilsondisease gene. Nature Geoet. 7, 541-545

20. Yeung, R. S., Xiao, G.-H., Jin, F., Lee, W.-C., Testa, J. R., anti Knudson, A.C. (1994) Predisposition to renal carcinoma in the Eker rat is determined bygerm-line mutation of the tuberous sclerosis 2 (TSC2) gene. Proc. Nail. Acad.Sci. USA 91,11413-11416

21. Kobayashi, T., Hirayama, Y., Kobayashi. E., Kuho, Y.,anti lImo, 0. (1995)A germline insertion in the tuberous sclerosis (Tsc2) gene gives rise to theEker rat model of dominantly inherited cancer. Nature Genet. 9. 70-74

22. Hsu, b.-C., Kennan, W. S., Shepel, b. A., Jacob, H. J., Szpirer. C.. Szpirer,J., bander, E. S., and Gould. M. N. (1994) Genetic identification of Mcs-1.a rat mammary carcinoma suppressor gene. CancerRes.54, 2765-2770

23. Gariboldi, M., Manenti, C., Canzian, F., FalvehIa, F. S., Pierotti, M. A., DellaPorta, C., Binelli, G., and Dragani, T. A. (1993) Chromosome mapping ofmurine susceptibility loci to liver carcinogenesis. CancerRem.53,209-211

24. Manenti,G.,Binelli,C.,Cariboldi,M.,Canzian,F.,DeCregorio.b.,Falsella,F. S., Dragani,T. A., and Pierotti, M. A. (1994) Multiple loci affect geneticpredisposition to hepatocarcinogenesis in mice. Genomics 23. 118-124

25. bee, C-H., Bennett, b. M., Carabeo, R. A., and Drinkwater, N. R. (1995)Identification of hepatocarcinogen-resistance genes in DBAJ2 mice. Genetics139,387-395

26. Gariboldi, M., Manenti, C., Canzian, F., Falvella, F. S., Radice, M. I.,Pierotti, M. A., Della Porta, C., Binelli. G.. and Dragani, T. A. (1993) A majorsusceptibility locus to murine lung carcinogenesis maps on chromosome 6.Nature Genes. 3, 132-136

27. Festing, M. F. W., Yang, A., and Malkinson, A. M. (1994) At least four genesand sex are associated with susceptibility to urethane-induced pulmonaryadenomas in mice. Genet. Res.64, 99-106

28. Devereux, T. R., Wiseman, R. W.. Kaplan, N., Garren, S., Foley, J. F., White,C. M., Anna, C., Watson, M. A., Patel, A., Jarchow, S., Maronpot, R. B., andAnderson, M. W. (1994) Assignment of a locus for mouse lung tumorsusceptibility to proximal chromosome 19. Mammal. Genome 5, 749-755

29. Dragani, 1. A., Manenti, C., and Pierotti, M. A. (1995) Genetics of murioelung tumors. Adu. Cancer Res. 67.83-112

30. Manenti, C., Garibaldi, M., Elango, R.. Fiorino. A.. Dc Gregorio, L., Falvella,F. S., Hunter, K., Housman, D., Pierotti, M. A.. and Dragani, T. A. (1995)Genetic mapping oPari, a pulmonary adenoma resistance locus in themouse. Nature Gene:. 12,455-457

31. Su, b-K., Kinzler, K. W., Vogelstein, B., Preisinger, A. C., Moser, A. R.,buongo, C., Could, K. A., and Do’e, W. (1992) Multiple intestinal neoplasiacaused by a mutation in the murine homolog of the APC gene. Science 256,668-670

32. Dietrich, W. F., bander, E. S.. Smith, J. S.. Moser. A. B., Gould. K. A..Luongo, C.. Borenstein, N., and Dove, W. (1993) Genetic identification ofMom-i, a major modifier locus affecting Mm-induced intestinal neoplasia inthe mouse. Cell 75, 631-639

33. MacPhee, M., Chepenik, K. P., biddell, R. A., Nelson, K. K., Siracusa, b.D., and Buchberg, A. M. (1995) The secretory phospholipase A2 gene is acandidate for the Momi locus, a major modifier of Apc%t_induced intestinalneoplasia. Cell81,957-966

R70 Vnt ifl imp iqq, Tho FAFR tcmimrnat flPAC.AP.JI T At

34. Moen, C. J. A., Snoek. M., Hart, A. A. M., and Demant, P. (1992) SCC-i, anovel colon cancer susceptibility gene in the mouse: linkage to CD44 (Ly-24,Pgp-i) on chromosome 2. Oncogeoe 7, 563-566

35. Jacoby, R. F., Hohman, C., Marshall, D. J., Frick, T. J., Schlack, S., Broda,M., Smutko, J., and Elliott, R. W. (1994) Genetic analysis of colon cancersusceptibility in mice. Genomics 22, 381-387

36. Mock, B. A., Krall, M. M., and Dosik,J. K. (1993) Genetic mapping of tumorsusceptibility genes in mouse plasmacytomagenesis. Proc. Nat!. Acad. Sci.USA 90.9499-9503

37. Potter, M., Mushinaki, E. B., Wax, J. S., Hartley, J., and Mock, B. A. (1994)Identification of two genes on chromosome 4 that determine resistance toplasmacytoma induction in mice. CancerRe,.54, 969-975

38. Nagase, H., Bryson, S.. Cordell, H., Kemp, C. J., Fee, F., and Balmain, A.(1995) Distinct genetic hod control development of benign and malignantskin tumours in mice. Nature Genes. 10, 424-429

39. Bangrazi, C., Mouton, D., Neveu. I., Saran, A., Covelli, V., Doria, C., andBiozzi, C. (1990) Genetics of chemical carcinogenesis. 1. Bidiretional selec-tive breeding of susceptible and resistant lines of mice to two-stage skincarcinogenesis. Carcinogenesis 11, 1711-1719

40. Cordell, H. J., and Todd, J. A. (1995) Multifactorial inheritance in type 1diabetes. Trends Gene:. 11,499-504

41. Pericak-Vance, M., and Haines, J. b. (1995) Genetic susceptibility toAlzheimer disease. Trends Gene:. 11,504-508

42. Lifton, R. P. (1995) Genetic determinants of human hypertension. Proc. Nat!.Acad. Sci. USA 92,8545-8551

43. Amos, C. I., Caporaso. N. E., and Weston, A. (1992) Host factors in lungcancer risk: A review of interdisciplinary studies. Cancer Epidemiol.Biomarkers& Prey. 1, 505-513

44. Raunio, H., Husgafvel-Pursiainen, K.. Anttila, S., Hietanen. E., Hirvonen,A.. and Pelkonen, 0. (1995) Diagnosis of polymorphisms in carcinogen-ac-tivating and inactivating enzymes and cancer susceptibility-a review. Gene159,113-121

45. Caporaso. N., and Coldstein, A. (1995) Cancer genes: single and suscepti-bility: exposing the difference. Pharmacogenetics 5, 59-63

46. Goldstein, A. M.. Dracopoli, N. C.. Engelstein, M.. Fraser. M. C., Clark, W.H., and Tucker, M. A. (1994) Linkage of cutaneous malignant melanoma/dys-plastic nevi to chromosome 9p. and evidence for genetic heterogeneity. Am.J. Human Genet. 54,489-496

47. Narod, S., Ford, 0., Devilee, P., Barkardottir, R. B., Eyfjord, J., Lenoir, C.,Serova, 0., Easton, 0., Goldgar, 0., and the Breast Cancer Linkage Consor-tium (1995) Genetic heterogeneity of breast-ovarian cancer revisited. Am. J.Human Gene:. 57,957-958

48. beahy, M. C., Tonks, S., Moses, J. H., Brett, A. R., Huddart, R., Forman, D.,Oliver, R. T. D., Bishop, Dl., and Bodmer, J. (1995) Candidate regions fora testicular cancer susceptibility gene. Human Mol. Genet. 4. 1551-1555

49. Hartt, D. b., and Maruyama, 1. (1968) Phenogram enumeration: the numberof regular genotype-phenotype correspondences in genetic systems. J.Theoret. Biol.20, 129-163

50. Della Porta, C., Capitano. J., Parmi, b., and Colnaghi, M.!. (1967) Urethancarcinogenesis in newborn, suckling, and adult mice of C57BL, C3H, BC3F1,C3Hf and SWR strains. Tumori 53,81-102

51. Davies, J. L., Kawaguchi, Y., Bennett, S. I., Copeman, J. B., Cordell, H. J.,Pritchard, L. E., Reed, P. W., Cough, S. C., Jenkins, S. C., Palmer, S. M.,Balfour, K. M., Rowe, B. R., Farrall, M., Bamett, A. H., Bain, S.C., and Todd,J. A. (1994) A gcnome-wide search for human type I diabetes susceptibilitygenes. Nature (London) 371, 130-136

52. Lander, E. S., and Schork, N.J. (1994) Genetic dissection of complex traits.Science 265,2037-2048

53. Jorde, b. B. (1995) Linkage disequilibrium as a gene-mapping tool. Am. J.Human Genet. 56, 11-14

54. Thomson, C. (1995) Mapping disease genes: Family-based association stud-ies. Am. J.Human Genet.57, 487-498

55. Ewens, W. J., and Spielman, R. S. (1995) The transmission/disequilibriumtest: History, subdivision, and admixture.Am. J. Human Genet. 57,455-4.64

56. Parsons, R., bi. C.-M.. Longley. M., Modrich, P., Liu, B., Berk, I., Hamilton,S. R., Kinzler. K. W., and Vogeistein, B. (1995) Mismatch repair deficiencyin phenotypically normal human cells. Science 268. 738-740