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STS353 H. Zhao et al.
                Now we apply the proposed estimation procedure to a set of clustered
            interval-censored  failure  time  data  from  a  lymphatic  filariasis  (LF)  study
            discussed  by  Williamson  et  al.  (2008)  and  Zhang  and  Sun  (2013)  among
            others. The LF is a debilitating parasitic disease in which several worms live
            together in several nests and an effective treatment is expected to kill the
            worms  in  all  of  the  nests.  The  study  consists  of  two  treatments,  the  co-
            administration  of  diethylcarbamazine  (DEC)  and  albendazole  (ALB)  (new
            treatment) versus DEC alone (standard treatment), and the main goal of the
            study is to compare their effects on the treatment of LF. The drug ALB is an
            anti-parasitic  one,  manufactured  by  GlaxoSmithKline,  and  it  is  commonly
            used to treat interstima worm infections. When coadministered with DEC, it
            helps break to the cycle of LF transmission between mosquitoes and humans,
            and by using ultrasound, the doctor can detect the movement of the living
            adult worms.
                The study followed 47 patients, 22 given the new treatment and the other
            25 given the standard treatment, for a year since their treatments and they
            were periodically examined by ultrasound to see if the worms were still alive.
            Thus with respect to the times to the clearance of the worms in each nest,
            the variables of interest, only clustered intervalcensored data were observed
            with each patient serving as a cluster and the cluster size being the number
            of nests of adult filial worms in the patient. In addition, these times to the
            clearance  may  be  correlated  to  the  number  of  nests  as  pointed  out  by
            Williamson  et  al.  (2008)  and  can  be  seen  from Table  1,  reproduced  from
            Williamson et al. (2008), which gives the average percentages of the nests
            cleared during the one year follow-up for all study individuals. It is apparent
            that the time to clear the worms seems to be positively correlated with the
            number  of  nests  or  the  cluster  size.  In  total,  78  adult  worm  nests  were
            detected by ultrasound with the cluster size   ranging from 1 to 5.
                                                        

                    Table 1. Percentages of nests cleared in the LF study during the follow-up
                                Number of Nests     Percentage Cleared
                                      1                   81.8
                                      2                   62.5
                                      3                   50.0
                                    4 or 5                33.3

                             Table 2. Estimated treatment effects for the LF Data
                   Model        # of within-cluster   Estimate   SE        p-value
                                   resamples
                 Cox model           B=40           -0.5052    0.3148      0.1085
                                     B=80           -0.4940    0.3145      0.1163
                                     B=160          -0.4997    0.3175      0.1154
                Probit model         B=40           -0.6279    0.4770      0.1805
                                     B=80           -0.6319    0.4836      0.1913
                                     B=160          -0.6202    0.4573      0.1750
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